Prof. Dr.-Ing. Joachim Denzler
Contact
Secretary
Phone: +49 3641 946301
Fax: +49 3641 946302
Direct
Email: joachim (dot) denzler (at) uni-jena (dot) de
Phone: +49 3641 946420
Consultation hours: Monday, 2-3 pm (during the lecture periods)
Joachim Denzler
Postal Address
Lehrstuhl für Digitale Bildverarbeitung
Friedrich-Schiller-Universität Jena
07737 Jena, Germany
Delivery & Parcel Address
Lehrstuhl für Digitale Bildverarbeitung
Raum 1220
Ernst-Abbe-Platz 2
07743 Jena, Germany
Publications
2022
Weakly-Supervised Localization of Multiple Objects in Images using Cosine Loss
Björn Barz and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 287-296. 2022.
[bibtex] [abstract]
Towards a Unified Benchmark for Monocular Radial Distortion Correction and the Importance of Testing on Real World Data
Christoph Theiß and Joachim Denzler.
International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI). Pages 59-71. 2022.
[bibtex] [web] [abstract]
KI4KI: Neues Projekt zur regelmässigen Überwachung von Stauanlagen aus dem All
Clemence Dubois and Jannik Jänichen and Maha Shadaydeh and Gideon Stein and Alexandra Katz and Daniel Klöpper and Joachim Denzler and Christiane Schmullius and Katja Last.
Messtechnische Überwachung von Stauanlagen ; XII.Mittweidaer Talsperrentag. Pages 15-19. 2022.
[bibtex] [web] [abstract]
Automated Visual Monitoring of Nocturnal Insects with Light-based Camera Traps
Dimitri Korsch and Paul Bodesheim and Gunnar Brehm and Joachim Denzler.
CVPR Workshop on Fine-grained Visual Classification (CVPR-WS). 2022.
[bibtex] [pdf] [web] [code] [abstract]
Limb, Joint and Pelvic Kinematic Control in the Quail Coping with Step Perturbations
Emanuel Andrada and Oliver Mothes and Heiko Stark and Matthew C. Tresch and Joachim Denzler and Martin S. Fischer and Reinhard Blickhan.
bioRxiv. 2022.
[bibtex] [pdf] [web] [abstract]
Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High German
Felix Schneider and Sven Sickert and Phillip Brandes and Sophie Marshall and Joachim Denzler.
LREC Workshop on Multiword Expression (LREC-WS). Pages 75-80. 2022.
[bibtex] [web] [code] [abstract]
Towards a multisensor station for automated biodiversity monitoring
J. Wolfgang Wägele and Paul Bodesheim and Sarah J. Bourlat and Joachim Denzler and Michael Diepenbroek and Vera Fonseca and Karl-Heinz Frommolt and Matthias F. Geiger and Birgit Gemeinholzer and Frank Oliver Glöckner and Timm Haucke and Ameli Kirse and Alexander Kölpin and Ivaylo Kostadinov and Hjalmar S. Kühl and Frank Kurth and Mario Lasseck and Sascha Liedke and Florian Losch and Sandra Müller and Natalia Petrovskaya and Krzysztof Piotrowski and Bernd Radig and Christoph Scherber and Lukas Schoppmann and Jan Schulz and Volker Steinhage and Georg F. Tschan and Wolfgang Vautz and Domenico Velotto and Maximilian Weigend and Stefan Wildermann.
Basic and Applied Ecology. 2022.
[bibtex] [web] [abstract]
Image Classification with Small Datasets: Overview and Benchmark
Lorenzo Brigato and Björn Barz and Luca Iocchi and Joachim Denzler.
IEEE Access. 10 : pp. 49233-49250. 2022.
[bibtex] [pdf] [web] [abstract]
Partitioning of Net Ecosystem Exchange Using Dynamic Mode Decomposition and Time Delay Embedding
Maha Shadaydeh and Joachim Denzler and Mirco Migliavacca.
Engineering Proceedings. 18 (1) : 2022.
[bibtex] [web] [abstract]
Beyond Global Average Pooling: Alternative Feature Aggregations for Weakly Supervised Localization
Matthias Körschens and Paul Bodesheim and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 180-191. 2022.
[bibtex] [pdf] [abstract]
Occlusion-Robustness of Convolutional Neural Networks via Inverted Cutout
Matthias Körschens and Paul Bodesheim and Joachim Denzler.
International Conference on Pattern Recognition (ICPR). 2022.
[bibtex] [pdf] [supplementary] [abstract]
Pre-trained models are not enough: active and lifelong learning is important for long-term visual monitoring of mammals in biodiversity research. Individual identification and attribute prediction with image features from deep neural networks and decoupled decision models applied to elephants and great apes
Paul Bodesheim and Jan Blunk and Matthias Körschens and Clemens-Alexander Brust and Christoph Käding and Joachim Denzler.
Mammalian Biology. 2022.
[bibtex] [web] [abstract]
Automatic Objective Severity Grading of Peripheral Facial Palsy Using 3D Radial Curves Extracted from Point Clouds
Tim Büchner and Sven Sickert and Gerd F. Volk and Orlando Guntinas-Lichius and Joachim Denzler.
Challenges of Trustable AI and Added-Value on Health. Pages 179-183. 2022.
[bibtex] [web] [code] [abstract]
Causal Discovery using Model Invariance through Knockoff Interventions
Wasim Ahmad and Maha Shadaydeh and Joachim Denzler.
ICML Workshop on Spurious Correlations, Invariance and Stability (ICML-WS). 2022.
[bibtex] [web] [abstract]
2021
Domain Adaptation and Active Learning for Fine-Grained Recognition in the Field of Biodiversity
Bernd Gruner and Matthias Körschens and Björn Barz and Joachim Denzler.
Findings of the CVPR Workshop on Continual Learning in Computer Vision (CLVision). 2021.
[bibtex] [abstract]
Automated Visual Large Scale Monitoring of Faunal Biodiversity
Bernd Radig and Paul Bodesheim and Dimitri Korsch and Joachim Denzler and Timm Haucke and Morris Klasen and Volker Steinhage.
Pattern Recognition and Image Analysis. pp. 477-488. 2021.
[bibtex] [pdf] [web] [abstract]
Content-based Image Retrieval and the Semantic Gap in the Deep Learning Era
Björn Barz and Joachim Denzler.
ICPR Workshop on Content-Based Image Retrieval (CBIR2020). Pages 245-260. 2021.
[bibtex] [pdf] [abstract]
WikiChurches: A Fine-Grained Dataset of Architectural Styles with Real-World Challenges
Björn Barz and Joachim Denzler.
NeurIPS 2021 Track on Datasets and Benchmarks. 2021.
[bibtex] [pdf] [presentation] [abstract]
Finding Relevant Flood Images on Twitter using Content-based Filters
Björn Barz and Kai Schröter and Ann-Christin Kra and Joachim Denzler.
ICPR Workshop on Machine Learning Advances Environmental Science (MAES). Pages 5-14. 2021.
[bibtex] [pdf] [web] [abstract]
Conditional Dependence Tests Reveal the Usage of ABCD Rule Features and Bias Variables in Automatic Skin Lesion Classification
Christian Reimers and Niklas Penzel and Paul Bodesheim and Jakob Runge and Joachim Denzler.
CVPR ISIC Skin Image Analysis Workshop (CVPR-WS). Pages 1810-1819. 2021.
[bibtex] [pdf] [web] [abstract]
Conditional Adversarial Debiasing: Towards Learning Unbiased Classifiers from Biased Data
Christian Reimers and Paul Bodesheim and Jakob Runge and Joachim Denzler.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 48-62. 2021.
[bibtex] [abstract]
Carpe Diem: A Lifelong Learning Tool for Automated Wildlife Surveillance
Clemens-Alexander Brust and Björn Barz and Joachim Denzler.
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 417-423. 2021.
[bibtex] [pdf]
Making Every Label Count: Handling Semantic Imprecision by Integrating Domain Knowledge
Clemens-Alexander Brust and Björn Barz and Joachim Denzler.
International Conference on Pattern Recognition (ICPR) 2020. 2021.
[bibtex] [pdf] [abstract]
Self-Supervised Learning from Semantically Imprecise Data
Clemens-Alexander Brust and Björn Barz and Joachim Denzler.
arXiv preprint arXiv:2104.10901. 2021.
[bibtex] [pdf] [abstract]
Minimizing the Annotation Effort for Detecting Wildlife in Camera Trap Images with Active Learning
Daphne Auer and Paul Bodesheim and Christian Fiderer and Marco Heurich and Joachim Denzler.
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 547-564. 2021.
[bibtex] [pdf] [abstract]
Deep Learning Pipeline for Automated Visual Moth Monitoring: Insect Localization and Species Classification
Dimitri Korsch and Paul Bodesheim and Joachim Denzler.
INFORMATIK 2021, Computer Science for Biodiversity Workshop (CS4Biodiversity). Pages 443-460. 2021.
[bibtex] [pdf] [web] [code] [abstract]
End-to-end Learning of Fisher Vector Encodings for Part Features in Fine-grained Recognition
Dimitri Korsch and Paul Bodesheim and Joachim Denzler.
German Conference on Pattern Recognition (DAGM-GCPR). Pages 142-158. 2021.
[bibtex] [pdf] [web] [code] [abstract]
Uncovering Stability Princicples of Avian Bipedal Uneven Locomotion
Emanuel Andrada and Oliver Mothes and Dirk Arnold and Joachim Denzler and Martin S. Fischer and Reinhard Blickhan.
26th Congress of the European Society of Biomechanics (ESB). 2021.
[bibtex]
Detecting Scenes in Fiction Using the Embedding Delta Signal
Felix Schneider and Björn Barz and Joachim Denzler.
KONVENS Shared Task on Scene Segmentation. 2021.
[bibtex]
Data-Driven Detection of General Chiasmi Using Lexical and Semantic Features
Felix Schneider and Phillip Brandes and Björn Barz and Sophie Marshall and Joachim Denzler.
SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature. Pages 96-100. 2021.
[bibtex] [web] [abstract]
Exploiting Web Images for Moth Species Classification
Julia Böhlke and Dimitri Korsch and Paul Bodesheim and Joachim Denzler.
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 481-498. 2021.
[bibtex] [pdf] [abstract]
Lightweight Filtering of Noisy Web Data: Augmenting Fine-grained Datasets with Selected Internet Images
Julia Böhlke and Dimitri Korsch and Paul Bodesheim and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 466-477. 2021.
[bibtex] [pdf] [abstract]
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification
Lorenzo Brigato and Björn Barz and Luca Iocchi and Joachim Denzler.
ICCV Workshop on Visual Inductive Priors for Data-Efficient Deep Learning. 2021.
[bibtex] [pdf] [abstract]
Analysing the Direction of Emotional Influence in Nonverbal Dyadic Communication: A Facial-Expression Study
Maha Shadaydeh and Lea Müller and Dana Schneider and Martin Thümmel and Thomas Kessler and Joachim Denzler.
IEEE Access. 9 : pp. 73780-73790. 2021.
[bibtex] [pdf] [web] [abstract]
Facial Behavior Analysis using 4D Curvature Statistics for Presentation Attack Detection
Martin Thümmel and Sven Sickert and Joachim Denzler.
IEEE International Workshop on Biometrics and Forensics (IWBF). Pages 1-6. 2021.
[bibtex] [web] [code] [abstract]
Automatic Plant Cover Estimation with Convolutional Neural Networks
Matthias Körschens and Paul Bodesheim and Christine Römermann and Solveig Franziska Bucher and Mirco Migliavacca and Josephine Ulrich and Joachim Denzler.
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 499-516. 2021.
[bibtex] [pdf] [abstract]
Weakly Supervised Segmentation Pretraining for Plant Cover Prediction
Matthias Körschens and Paul Bodesheim and Christine Römermann and Solveig Franziska Bucher and Mirco Migliavacca and Josephine Ulrich and Joachim Denzler.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 589-603. 2021.
[bibtex] [pdf] [supplementary] [abstract]
Investigating the Consistency of Uncertainty Sampling in Deep Active Learning
Niklas Penzel and Christian Reimers and Clemens-Alexander Brust and Joachim Denzler.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 159-173. 2021.
[bibtex] [pdf] [web] [abstract]
Counterfactual Generation with Knockoffs
Oana-Iuliana Popescu and Maha Shadaydeh and Joachim Denzler.
arXiv:2102.00951. 2021.
[bibtex] [pdf] [web] [abstract]
Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning
Violeta Teodora Trifunov and Maha Shadaydeh and Bj\"orn Barz and Joachim Denzler.
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 166-172. 2021.
[bibtex] [pdf] [web] [abstract]
A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model
Violeta Teodora Trifunov and Maha Shadaydeh and Jakob Runge and Markus Reichstein and Joachim Denzler.
IEEE Access. 9 : pp. 107873-107883. 2021.
[bibtex] [abstract]
Causal Inference in Non-linear Time-series using Deep Networks and Knockoff Counterfactuals
Wasim Ahmad and Maha Shadaydeh and Joachim Denzler.
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 449-454. 2021.
[bibtex] [pdf] [web] [abstract]
2020
Automatic and Objective Facial Palsy Grading Index Prediction using Deep Feature Regression
Anish Raj and Oliver Mothes and Sven Sickert and Gerd F. Volk and Orlando Guntinas-Lichius and Joachim Denzler.
Annual Conference on Medical Image Understanding and Analysis (MIUA). Pages 253-266. 2020.
[bibtex] [web] [abstract]
Deep Learning on Small Datasets without Pre-Training using Cosine Loss
Björn Barz and Joachim Denzler.
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 1360-1369. 2020.
[bibtex] [pdf] [code] [abstract]
Do We Train on Test Data? Purging CIFAR of Near-Duplicates
Björn Barz and Joachim Denzler.
Journal of Imaging. 6 (6) : 2020.
[bibtex] [pdf] [web] [abstract]
Determining the Relevance of Features for Deep Neural Networks
Christian Reimers and Jakob Runge and Joachim Denzler.
European Conference on Computer Vision. Pages 330-346. 2020.
[bibtex] [abstract]
EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts
Christian Requena-Mesa and Vitus Benson and Joachim Denzler and Jakob Runge and Markus Reichstein.
arXiv preprint arXiv:2012.06246. 2020.
[bibtex] [web]
Active and Incremental Learning with Weak Supervision
Clemens-Alexander Brust and Christoph Käding and Joachim Denzler.
Künstliche Intelligenz (KI). 2020.
[bibtex] [pdf] [abstract]
Region-based Edge Convolutions with Geometric Attributes for the Semantic Segmentation of Large-scale 3D Point Clouds
Jhonatan Contreras and Sven Sickert and Joachim Denzler.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 13 (1) : pp. 2598-2609. 2020.
[bibtex] [pdf] [web] [abstract]
Understanding changes in environmental time series with time-frequency causality analysis
Maha Shadaydeh and Yanira Guanche Garcia and Miguel Mahecha and Joachim Denzler.
European Geosciences Union General Assembly (EGU): Abstract + Poster Presentation. 2020.
[bibtex] [pdf] [web] [abstract]
The Whole Is More Than Its Parts? From Explicit to Implicit Pose Normalization
Marcel Simon and Erik Rodner and Trevor Darell and Joachim Denzler.
IEEE Transactions on Pattern Analysis and Machine Intelligence. 42 (3) : pp. 749-763. 2020. (Pre-print published in 2019.)
[bibtex] [pdf] [abstract]
Towards Confirmable Automated Plant Cover Determination
Matthias Körschens and Paul Bodesheim and Christine Römermann and Solveig Franziska Bucher and Josephine Ulrich and Joachim Denzler.
ECCV Workshop on Computer Vision Problems in Plant Phenotyping (CVPPP). 2020.
[bibtex] [pdf] [web] [supplementary] [abstract]
A Virtual "Werkstatt" for Digitization in the Sciences
Sheeba Samuel and Maha Shadaydeh and Sebastian Böcker and Bernd Brügmann and Solveig F. Bucher and Volker Deckert and Joachim Denzler and Peter Dittrich and Ferdinand von Eggeling and Daniel Güllmar and Orlando Guntinas-Lichius and Birgitta König-Ries and Frank Löffler and Lutz Maicher and Manja Marz and Mirco Migliavacca and Jürgen R. Reichenbach and Markus Reichstein and Christine Römermann and Andrea Wittig.
Research Ideas and Outcomes. 6 : pp. e54106. 2020.
[bibtex] [web] [abstract]
2019
Intraoperative Online Image-guided Biopsie on the Basis of a Deep Learning Algorithm to the Automatic Detection of Head and Neck Carcinoma by Means of Real Time Near-Infrared ICG Fluorescence Endoscopy
Andreas Dittberner and Sven Sickert and Joachim Denzler and Orlando Guntinas-Lichius.
Laryngo-Rhino-Otologie. 98 (S02) : pp. 115. 2019.
[bibtex] [web]
Information-Theoretic Active Learning for Content-Based Image Retrieval
Björn Barz and Christoph Käding and Joachim Denzler.
German Conference on Pattern Recognition (GCPR) 2018. Lecture Notes in Computer Science. Pages 650-666. 2019.
[bibtex] [pdf] [code] [supplementary] [abstract]
Detecting Regions of Maximal Divergence for Spatio-Temporal Anomaly Detection
Björn Barz and Erik Rodner and Yanira Guanche Garcia and Joachim Denzler.
IEEE Transactions on Pattern Analysis and Machine Intelligence. 41 (5) : pp. 1088-1101. 2019. (Pre-print published in 2018.)
[bibtex] [pdf] [web] [code] [abstract]
Hierarchy-based Image Embeddings for Semantic Image Retrieval
Björn Barz and Joachim Denzler.
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 638-647. 2019. Best Paper Award
[bibtex] [pdf] [web] [code] [presentation] [supplementary] [abstract]
Using Causal Inference to Globally Understand Black Box Predictors Beyond Saliency Maps
Christian Reimers and Jakob Runge and Joachim Denzler.
International Workshop on Climate Informatics (CI). 2019.
[bibtex] [pdf] [abstract]
Predicting Landscapes from Environmental Conditions Using Generative Networks
Christian Requena-Mesa and Markus Reichstein and Miguel Mahecha and Basil Kraft and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 203-217. 2019.
[bibtex] [abstract]
Active Learning for Deep Object Detection
Clemens-Alexander Brust and Christoph Käding and Joachim Denzler.
Computer Vision Theory and Applications (VISAPP). Pages 181-190. 2019.
[bibtex] [pdf] [abstract]
Integrating Domain Knowledge: Using Hierarchies to Improve Deep Classifiers
Clemens-Alexander Brust and Joachim Denzler.
Asian Conference on Pattern Recognition (ACPR). 2019.
[bibtex] [pdf] [abstract]
Not just a Matter of Semantics: The Relationship between Visual Similarity and Semantic Similarity
Clemens-Alexander Brust and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 414-427. 2019.
[bibtex] [pdf] [abstract]
Classification-Specific Parts for Improving Fine-Grained Visual Categorization
Dimitri Korsch and Paul Bodesheim and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 62-75. 2019.
[bibtex] [pdf] [web] [code] [abstract]
Fully Convolutional Networks in Multimodal Nonlinear Microscopy Images for Automated Detection of Head and Neck Carcinoma: A Pilot Study
Erik Rodner and Thomas Bocklitz and Ferdinand von Eggeling and Günther Ernst and Olga Chernavskaia and Jürgen Popp and Joachim Denzler and Orlando Guntinas-Lichius.
Head \& Neck. 41 (1) : pp. 116-121. 2019.
[bibtex] [web] [abstract]
Long-term home-based Surface Electrostimulation is useful to prevent atrophy in denervated Facial Muscles
Gerd F. Volk and Martin Thümmel and Oliver Mothes and Dirk Arnold and Jovanna Thielker and Joachim Denzler and Valeria Mastryukova and Winfried Mayr and Orlando Guntinas-Lichius.
Vienna Workshop on Functional Electrical Stimulation (FESWS). 2019.
[bibtex] [pdf] [abstract]
Edge-Convolution Point Net For Semantic Segmentation Of Large-Scale Point Clouds
Jhonatan Contreras and Joachim Denzler.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS). Pages 5236-5239. 2019.
[bibtex] [web] [abstract]
Automatically Estimating Forestal Characteristics in 3D Point Clouds using Deep Learning
Jhonatan Contreras and Sven Sickert and Joachim Denzler.
iDiv Annual Conference 2019. 2019. Poster
[bibtex] [web] [abstract]
LOST: A flexible framework for semi-automatic image annotation
Jonas J\"ager and Gereon Reus and Joachim Denzler and Viviane Wolff and Klaus Fricke-Neuderth.
arXiv preprint arXiv:1910.07486. 2019.
[bibtex] [pdf]
Causal Inference in Nonverbal Dyadic Communication with Relevant Interval Selection and Granger Causality
Lea Müller and Maha Shadaydeh and Martin Thümmel and Thomas Kessler and Dana Schneider and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). 2019.
[bibtex] [pdf] [abstract]
Time-Frequency Causal Inference Uncovers Anomalous Events in Environmental Systems
Maha Shadaydeh and Joachim Denzler and Yanira Guanche Garcia and Miguel Mahecha.
German Conference on Pattern Recognition (GCPR). Pages 499-512. 2019.
[bibtex] [pdf] [abstract]
Automated Polyp Differentiation on Coloscopic Data using Semantic Segmentation with CNNs
Marie Arlt and Jack Peter and Sven Sickert and Clemens-Alexander Brust and Joachim Denzler and Andreas Stallmach.
Endoscopy. 51 (04) : pp. 4. 2019.
[bibtex] [web] [abstract]
Deep learning and process understanding for data-driven Earth system science
Markus Reichstein and Gustau Camps-Valls and Bjorn Stevens and Martin Jung and Joachim Denzler and Nuno Carvalhais and Prabhat.
Nature. 566 (7743) : pp. 195-204. 2019.
[bibtex] [web] [abstract]
ELPephants: A Fine-Grained Dataset for Elephant Re-Identification
Matthias Körschens and Joachim Denzler.
ICCV Workshop on Computer Vision for Wildlife Conservation (ICCV-WS). 2019.
[bibtex] [pdf] [abstract]
Visibility Guided NMS: Efficient Boosting of Amodal Object Detection in Crowded Traffic Scenes
Nils Gählert and Niklas Hanselmann and Uwe Franke and Joachim Denzler.
Machine Learning for Autonomous Driving Workshop at NeurIPS (NeurIPS-WS). 2019.
[bibtex] [abstract]
One-Shot Learned Priors in Augmented Active Appearance Models for Anatomical Landmark Tracking
Oliver Mothes and Joachim Denzler.
Computer Vision, Imaging and Computer Graphics -- Theory and Applications. Pages 85-104. 2019.
[bibtex] [abstract]
Self-supervised Data Bootstrapping for Deep Optical Character Recognition of Identity Documents
Oliver Mothes and Joachim Denzler.
arXiv preprint arXiv:1908.04027. 2019.
[bibtex] [pdf] [abstract]
Automated objective and marker-free facial grading using photographs of patients with facial palsy.
Oliver Mothes and Luise Modersohn and Gerd F. Volk and Carsten Klingner and Otto W. Witte and Peter Schlattmann and Joachim Denzler and Orlando Guntinas-Lichius.
European Archives of Oto-Rhino-Laryngology. 2019.
[bibtex] [pdf]
International Validation of an Automated Algorithm to Classify the Severity of Facial Palsy
Orlando Guntinas-Lichius and Gerd F. Volk and Joachim Denzler.
Laryngo-Rhino-Otologie. 98 (S02) : pp. 357-358. 2019.
[bibtex] [web]
Machine Learning based Classification of Facial Palsies using Standard Still Photografies
Orlando Guntinas-Lichius and Oliver Mothes and Gerd F. Volk and Carsten M. Klingner and Otto W. Witte and Peter Schlattmann and Joachim Denzler.
Laryngo-Rhino-Otologie. 98 (S02) : pp. 360. 2019.
[bibtex] [web]
Registration of High Resolution Sar and Optical Satellite Imagery Using Fully Convolutional Networks
Stefan Hoffmann and Clemens-Alexander Brust and Maha Shadaydeh and Joachim Denzler.
International Geoscience and Remote Sensing Symposium (IGARSS). Pages 5152-5155. 2019.
[bibtex] [pdf] [abstract]
Causal Link Estimation under Hidden Confounding in Ecological Time Series
Violeta Teodora Trifunov and Maha Shadaydeh and Jakob Runge and Veronika Eyring and Markus Reichstein and Joachim Denzler.
International Workshop on Climate Informatics (CI). 2019.
[bibtex] [pdf] [abstract]
Nonlinear Causal Link Estimation under Hidden Confounding with an Application to Time-Series Anomaly Detection
Violeta Teodora Trifunov and Maha Shadaydeh and Jakob Runge and Veronika Eyring and Markus Reichstein and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 261-273. 2019.
[bibtex] [pdf] [abstract]
Fusionskonzept zur Reibwertschätzung auf Basis von Wetter- und Fahrbahnzustandsinformationen
Waldemar Jarisa and Roman Henze and Ferit Kücükay and Felix Schneider and Joachim Denzler and Bernd Hartmann.
VDI-Fachtagung Reifen - Fahrwerk - Fahrbahn. 2019. Best Paper Award
[bibtex] [abstract]
Toy models to analyze emergent constraint approaches
Xavier-Andoni Tibau and Christian Reimers and Veronika Eyring and Joachim Denzler and Markus Reichstein and Jakob Runge.
European Geosciences Union General Assembly (EGU): Abstract + Poster Presentation. 2019.
[bibtex] [pdf] [web] [abstract]
Attribution of Multivariate Extreme Events
Yanira Guanche and Maha Shadaydeh and Miguel Mahecha and Joachim Denzler.
International Workshop on Climate Informatics (CI). 2019.
[bibtex] [pdf] [abstract]
2018
Development of an Automatic Image Analysis Method by Deep Learning Methods for the Detection of Head and Neck Cancer Based on Standard Real-Time Near-Infrared ICG Fluorescence Endoscopy Images (NIR-ICG-FE)
Andreas Dittberner and Sven Sickert and Joachim Denzler and Orlando Guntinas-Lichius and Thomas Bitter and Sven Koscielny.
Laryngo-Rhino-Otologie. 97 (S02) : pp. 97. 2018.
[bibtex] [web] [abstract]
Aquaplaning - a potential hazard also for Automated Driving
Bernd Hartmann and Thomas Raste and Matthias Kretschmann and Manuel Amthor and Felix Schneider and Joachim Denzler.
ITS automotive nord e.V. (Hrsg.), Braunschweig. 2018.
[bibtex]
Automatic Query Image Disambiguation for Content-Based Image Retrieval
Björn Barz and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 249-256. 2018.
[bibtex] [pdf] [code] [abstract]
Deep Learning is not a Matter of Depth but of Good Training
Björn Barz and Joachim Denzler.
International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI). Pages 683-687. 2018.
[bibtex] [pdf] [abstract]
Enhancing Flood Impact Analysis using Interactive Retrieval of Social Media Images
Björn Barz and Kai Schröter and Moritz Münch and Bin Yang and Andrea Unger and Doris Dransch and Joachim Denzler.
Archives of Data Science, Series A. 5 (1) : pp. A06, 21 S. online. 2018.
[bibtex] [pdf] [abstract]
Putting User Reputation on the Map: Unsupervised Quality Control for Crowdsourced Historical Data
Björn Barz and Thomas C. van Dijk and Bert Spaan and Joachim Denzler.
2nd ACM SIGSPATIAL Workshop on Geospatial Humanities. Pages 3:1-3:6. 2018.
[bibtex] [pdf] [abstract]
Active Learning for Regression Tasks with Expected Model Output Changes
Christoph Käding and Erik Rodner and Alexander Freytag and Oliver Mothes and Björn Barz and Joachim Denzler.
British Machine Vision Conference (BMVC). 2018.
[bibtex] [pdf] [supplementary] [abstract]
Dataless Black-Box Model Comparison
Christoph Theiß and Clemens-Alexander Brust and Joachim Denzler.
Pattern Recognition and Image Analysis (PRIA). 28 (4) : pp. 676-683. 2018. (also published at ICPRAI 2018)
[bibtex] [abstract]
In Defense of Active Part Selection for Fine-Grained Classification
Dimitri Korsch and Joachim Denzler.
Pattern Recognition and Image Analysis. 28 (4) : pp. 658-663. 2018.
[bibtex] [pdf] [web] [abstract]
Facial motor and non-motor disabilities in patients with central facial paresis: a prospective cohort study
Gerd F. Volk and Anika Steinerstauch and Annegret Lorenz and Luise Modersohn and Oliver Mothes and Joachim Denzler and Carsten M. Klingner and Farsin Hamzei and Orlando Guntinas-Lichius.
Journal of Neurology. 2018.
[bibtex]
Keeping the Human in the Loop: Towards Automatic Visual Monitoring in Biodiversity Research
Joachim Denzler and Christoph Käding and Clemens-Alexander Brust.
International Conference on Ecological Informatics (ICEI). Pages 16. 2018.
[bibtex] [abstract]
Classification of Spatiotemporal Marine Climate Patterns using Wavelet Coherence and Markov Random Field
Maha Shadaydeh and Yanira Guanche Garcia and Joachim Denzler.
American Geophysical Union Fall Meeting (AGU): Abstract + Oral Presentation. 2018.
[bibtex] [web] [abstract]
Analyzing the Time Variant Causality in Ecological Time Series: A Time-Frequency Approach
Maha Shadaydeh and Yanira Guanche Garcia and Miguel Mahecha and Markus Reichstein and Joachim Denzler.
International Conference on Ecological Informatics (ICEI). Pages 151-152. 2018.
[bibtex] [abstract]
Causality analysis of ecological time series: a time-frequency approach
Maha Shadaydeh and Yanira Guanche Garcia and Miguel Mahecha and Markus Reichstein and Joachim Denzler.
International Workshop on Climate Informatics (CI). 2018.
[bibtex] [pdf]
Towards Automatic Identification of Elephants in the Wild
Matthias Körschens and Björn Barz and Joachim Denzler.
AI for Wildlife Conservation Workshop (AIWC). 2018.
[bibtex] [pdf] [abstract]
Automated MRI Volumetry of the Olfactory Bulb
Niclas Schmitt and Sven Sickert and Orlando Guntinas-Lichius and Thomas Bitter and Joachim Denzler.
Laryngo-Rhino-Otologie. 97 (S02) : pp. 36. 2018.
[bibtex] [web] [abstract]
Multi-view Anatomical Animal Landmark Localization using Deep Feature Regression
Oliver Mothes and Joachim Denzler.
ICPR Workshop on Visual Observation and Analysis of Vertebrate And Insect Behavior (ICPR-WS). 2018.
[bibtex]
HER2 challenge contest: a detailed assessment of automated HER2 scoring algorithms in whole slide images of breast cancer tissues
Talha Qaiser and Abhik Mukherjee and Chaitanya Reddy PB and Sai D Munugoti and Vamsi Tallam and Tomi Pitkäaho and Taina Lehtimäki and Thomas Naughton and Matt Berseth and Aníbal Pedraza and Ramakrishnan Mukundan and Matthew Smith and Abhir Bhalerao and Erik Rodner and Marcel Simon and Joachim Denzler and Chao-Hui Huang and Gloria Bueno and David Snead and Ian O Ellis and Mohammad Ilyas and Nasir Rajpoot.
Histopathology. 72 (2) : pp. 227-238. 2018.
[bibtex] [web] [abstract]
Domain knowledge integration for causality analysis of carbon-cycle variables
Violeta Teodora Trifunov and Maha Shadaydeh and Jakob Runge and Veronika Eyring and Markus Reichstein and Joachim Denzler.
American Geophysical Union Fall Meeting (AGU): Abstract + Poster Presentation. 2018.
[bibtex] [web] [abstract]
SupernoVAE: Using deep learning to find spatio-temporal dynamics in Earth system data
Xavier-Andoni Tibau and Christian Requena-Mesa and Christian Reimers and Joachim Denzler and Veronika Eyring and Markus Reichstein and Jakob Runge.
American Geophysical Union Fall Meeting (AGU): Abstract + Poster Presentation. 2018.
[bibtex] [web] [abstract]
SupernoVAE: VAE based Kernel-PCA for Analysis of Spatio-Temporal Earth Data
Xavier-Andoni Tibau and Christian Requena-Mesa and Christian Reimers and Joachim Denzler and Veronika Eyring and Markus Reichstein and Jakob Runge.
International Workshop on Climate Informatics (CI). Pages 73-76. 2018.
[bibtex] [web] [abstract]
Extreme anomaly event detection in biosphere using linear regression and a spatiotemporal MRF model
Yanira Guanche Garcia and Maha Shadaydeh and Miguel Mahecha and Joachim Denzler.
Natural Hazards. pp. 1-19. 2018.
[bibtex] [pdf] [web] [abstract]
BACI: Towards a Biosphere Atmosphere Change Index - Detection of Extreme Events in the Biosphere
Yanira Guanche Garcia and Maha Shadaydeh and Miguel Mahecha and Markus Reichstein and Joachim Denzler.
BigSkyEarth Conference: AstroGeoInformatics. 2018.
[bibtex] [pdf] [web]
2017
Finding the Unknown: Novelty Detection with Extreme Value Signatures of Deep Neural Activations
Alexander Schultheiss and Christoph Käding and Alexander Freytag and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 226-238. 2017.
[bibtex] [pdf] [supplementary] [abstract]
Unsupervised Group Activity Detection by Hierarchical Dirichlet Processes
Ali Al-Raziqi and Joachim Denzler.
International Conference on Image Analysis and Recognition (ICIAR). Pages 399-407. 2017.
[bibtex] [pdf] [web] [abstract]
Fast Learning and Prediction for Object Detection using Whitened CNN Features
Björn Barz and Erik Rodner and Christoph Käding and Joachim Denzler.
arXiv preprint arXiv:1704.02930. 2017.
[bibtex] [pdf] [web]
Maximally Divergent Intervals for Extreme Weather Event Detection
Björn Barz and Yanira Guanche and Erik Rodner and Joachim Denzler.
MTS/IEEE OCEANS Conference Aberdeen. Pages 1-9. 2017.
[bibtex] [pdf] [abstract]
Towards Automated Visual Monitoring of Individual Gorillas in the Wild
Brust Clemens-Alexander and Burghardt Tilo and Groenenberg Milou and Käding Christoph and Kühl Hjalmar and Manguette Marie and Denzler Joachim.
ICCV Workshop on Visual Wildlife Monitoring (ICCV-WS). Pages 2820-2830. 2017.
[bibtex] [pdf] [abstract]
You Have To Look More Than Once: Active and Continuous Exploration using YOLO
Clemens-Alexander Brust and Christoph Käding and Joachim Denzler. 2017. Poster presentation and extended abstract
[bibtex] [abstract]
A Feedback Estimation Approach for Therapeutic Facial Training
Cornelia Dittmar and Joachim Denzler and Horst-Michael Gross.
IEEE International Conference on Automatic Face and Gesture Recognition (FG). Pages 141-148. 2017.
[bibtex] [abstract]
Large-Scale Gaussian Process Inference with Generalized Histogram Intersection Kernels for Visual Recognition Tasks
Erik Rodner and Alexander Freytag and Paul Bodesheim and Björn Fröhlich and Joachim Denzler.
International Journal of Computer Vision (IJCV). 121 (2) : pp. 253-280. 2017.
[bibtex] [pdf] [web] [abstract]
Deep bilinear features for Her2 scoring in digital pathology
Erik Rodner and Marcel Simon and Joachim Denzler.
Current Directions in Biomedical Engineering. 3 (2) : pp. 811-814. 2017.
[bibtex] [pdf]
Modelling ocean parameters through Graphical Models
Felix Schneider and Yanira Guanche and Joachim Denzler.
MTS/IEEE OCEANS Conference Aberdeen. Pages 1-6. 2017.
[bibtex] [pdf]
Why Computer Science needs to meet Ecology
Gustau Camps-Valls and Benjamin Adams and Joachim Denzler and Thomas Hickler and Birgitta König-Ries and Markus Reichstein and Johann Wolfgang Wägele.
Dagstuhl Reports. 7 (2) : pp. 114-120. 2017.
[bibtex] [web]
Life-long Learning with Applications in Monitoring Biodiversity
Joachim Denzler.
Dagstuhl Reports. 7 (2) : pp. 120-122. 2017.
[bibtex] [web]
Underwater and in the Cloud: Web-based Machine Learning for Fish Video Analysis
Jonas Jäger and Claudia Kruschel and Stewart T. Schultz and Dubravko Pedjo and Viviane Wolff and Klaus Fricke-Neuderth and Joachim Denzler.
52nd European Marine Biology Symposium. 2017.
[bibtex] [pdf]
Visual Fish Tracking: Combining a Two-Stage Graph Approach with CNN-Features
Jonas Jäger and Oliver Mothes and Viviane Wolff and Klaus Fricke-Neuderth and Joachim Denzler.
MTS/IEEE OCEANS Conference Aberdeen. Pages 1-6. 2017.
[bibtex] [pdf]
Automatic Classification of Cancerous Tissue in Laserendomicroscopy Images of the Oral Cavity using Deep Learning
Marc Aubreville and Christian Knipfer and Nicolai Oetter and Christian Jaremenko and Erik Rodner and Joachim Denzler and Christopher Bohr and Helmut Neumann and Florian Stelzle and Andreas Maier.
Scientific Reports. 7 (1) : pp. 41598-017. 2017.
[bibtex] [web]
Generalized orderless pooling performs implicit salient matching
Marcel Simon and Yang Gao and Trevor Darrell and Joachim Denzler and Erik Rodner.
International Conference on Computer Vision (ICCV). Pages 4970-4979. 2017.
[bibtex] [pdf]
Multivariate anomaly detection for Earth observations: a comparison of algorithms and feature extraction techniques
Milan Flach and Fabian Gans and Alexander Brenning and Joachim Denzler and Markus Reichstein and Erik Rodner and Sebastian Bathiany and Paul Bodesheim and Yanira Guanche and Sebasitan Sippel and Miguel D. Mahecha.
Earth System Dynamics. 8 (3) : pp. 677-696. 2017.
[bibtex] [pdf] [web] [abstract]
Anatomical Landmark Tracking by One-shot Learned Priors for Augmented Active Appearance Models
Oliver Mothes and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 246-254. 2017.
[bibtex] [pdf] [web]
Video Instruction for Synchronous Video Recording of Mimic Movement of Patients with Facial Palsy
Rebecca Anna Schaede and Gerd F. Volk and Luise Modersohn and Jodie M. Barth and Joachim Denzler and Orlando Guntinas-Lichius.
Laryngo-Rhino-Otologie. 2017.
[bibtex] [web] [abstract]
Semantic Segmentation of Outdoor Areas using 3D Moment Invariants and Contextual Cues
Sven Sickert and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 165-176. 2017.
[bibtex] [pdf] [abstract]
Towards Unconstrained Content Recognition of Additional Traffic Signs
Thomas Wenzel and Steffen Brueggert and Joachim Denzler.
IEEE Intelligent Vehicles Symposium (IV). Pages 1421-1427. 2017.
[bibtex] [web] [abstract]
From Corners To Rectangles — Directional Road Sign Detection Using Learned Corner Representations
Thomas Wenzel and Ta-Wei Chou and Steffen Brueggert and Joachim Denzler.
IEEE Intelligent Vehicles Symposium (IV). Pages 1039-1044. 2017.
[bibtex] [web] [abstract]
Multi-marker tracking for large-scale X-ray stereo video data
Xiaoyan Jiang and Marcel Simon and Yuan Yang and Joachim Denzler.
Signal Processing: Image Communication. 59 (Supplement C) : pp. 140-149. 2017.
[bibtex] [web]
Biosphere Anomalies Detection by Regression Models
Yanira Guanche and Maha Shadaydeh and Miguel Mahecha and Joachim Denzler.
Conference on Advances in Extreme Value Analysis and Application to Natural Hazards (EVAN). 2017.
[bibtex] [pdf]
Emergent Techniques and Applications for Big Visual Data
Zhijun Fang and Jenq-Neng Hwang and Xiaoming Huo and Hyo-Jong Lee and Joachim Denzler.
International Journal of Digital Multimedia Broadcasting. 2017 : pp. 2. 2017. Article ID 6468502
[bibtex] [web]
2016
Chimpanzee Faces in the Wild: Log-Euclidean CNNs for Predicting Identities and Attributes of Primates
Alexander Freytag and Erik Rodner and Marcel Simon and Alexander Loos and Hjalmar Kühl and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 51-63. 2016.
[bibtex] [pdf] [web] [supplementary] [abstract]
Unsupervised Framework for Interactions Modeling between Multiple Objects
Ali Al-Raziqi and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 509-516. 2016.
[bibtex] [pdf] [abstract]
Detection of Dog-Robot Interactions in Video Sequences
Ali Al-Raziqi and Mahesh Venkata Krishna and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 26 (1) : pp. 46-54. 2016.
[bibtex] [pdf] [abstract]
An Automated Whisker Tracking Tool for the Rat Facial Nerve Injury Paradigm
Benjamin Dorschner and Herbert Süße and Wolfgang Ortmann and Andrey Irintchev and Joachim Denzler and Orlando Guntinas-Lichius.
Journal of Neuroscience Methods. 271 : pp. 143-148. 2016.
[bibtex] [web] [abstract]
Large-scale Active Learning with Approximated Expected Model Output Changes
Christoph Käding and Alexander Freytag and Erik Rodner and Andrea Perino and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 179-191. 2016.
[bibtex] [pdf] [web] [code] [supplementary] [abstract]
Active and Continuous Exploration with Deep Neural Networks and Expected Model Output Changes
Christoph Käding and Erik Rodner and Alexander Freytag and Joachim Denzler.
NIPS Workshop on Continual Learning and Deep Networks (NIPS-WS). 2016.
[bibtex] [pdf] [web] [abstract]
Fine-tuning Deep Neural Networks in Continuous Learning Scenarios
Christoph Käding and Erik Rodner and Alexander Freytag and Joachim Denzler.
ACCV Workshop on Interpretation and Visualization of Deep Neural Nets (ACCV-WS). 2016.
[bibtex] [pdf] [web] [supplementary] [abstract]
Watch, Ask, Learn, and Improve: A Lifelong Learning Cycle for Visual Recognition
Christoph Käding and Erik Rodner and Alexander Freytag and Joachim Denzler.
European Symposium on Artificial Neural Networks (ESANN). Pages 381-386. 2016.
[bibtex] [pdf] [code] [presentation] [abstract]
Neither Quick Nor Proper -- Evaluation of QuickProp for Learning Deep Neural Networks
Clemens-Alexander Brust and Sven Sickert and Marcel Simon and Erik Rodner and Joachim Denzler. 2016. Technical Report TR-FSU-INF-CV-2016-01
[bibtex] [pdf] [abstract]
Maximally Divergent Intervals for Anomaly Detection
Erik Rodner and Björn Barz and Yanira Guanche and Milan Flach and Miguel Mahecha and Paul Bodesheim and Markus Reichstein and Joachim Denzler.
ICML Workshop on Anomaly Detection (ICML-WS). 2016. Best Paper Award
[bibtex] [pdf] [web] [code] [abstract]
Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches
Erik Rodner and Marcel Simon and Bob Fisher and Joachim Denzler.
British Machine Vision Conference (BMVC). 2016.
[bibtex] [pdf] [supplementary]
Convolutional Neural Networks as a Computational Model for the Underlying Processes of Aesthetics Perception
Joachim Denzler and Erik Rodner and Marcel Simon.
ECCV Workshop on Computer Vision for Art Analysis. 2016.
[bibtex] [pdf] [web]
SeaCLEF 2016: Object Proposal Classification for Fish Detection in Underwater Videos
Jonas Jäger and Erik Rodner and Joachim Denzler and Viviane Wolff and Klaus Fricke-Neuderth.
Working Notes of CLEF 2016 - Conference and Labs of the Evaluation forum. Pages 481-489. 2016.
[bibtex] [pdf]
Facial Paresis Index Prediction by Exploiting Active Appearance Models for Compact Discriminative Features
Luise Modersohn and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 271-278. 2016.
[bibtex] [pdf] [abstract]
Impatient DNNs - Deep Neural Networks with Dynamic Time Budgets
Manuel Amthor and Erik Rodner and Joachim Denzler.
British Machine Vision Conference (BMVC). 2016.
[bibtex] [pdf]
ImageNet pre-trained models with batch normalization
Marcel Simon and Erik Rodner and Joachim Denzler.
CoRR. abs/1612.01452 : 2016.
[bibtex] [pdf] [web] [abstract]
Potential of new machine learning methods for understanding long-term interannual variability of carbon and energy fluxes and states from site to global scale
Markus Reichstein and Martin Jung and Paul Bodesheim and Miguel D. Mahecha and Fabian Gans and Erik Rodner and Gustau Camps-Valls and Dario Papale and Gianluca Tramontana and Joachim Denzler and Dennis D. Baldocchi.
American Geophysical Union Fall Meeting (AGU): Abstract + Oral Presentation. 2016.
[bibtex] [web] [abstract]
Using Statistical Process Control for detecting anomalies in multivariate spatiotemporal Earth Observations
Milan Flach and Miguel Mahecha and Fabian Gans and Erik Rodner and Paul Bodesheim and Yanira Guanche-Garcia and Alexander Brenning and Joachim Denzler and Markus Reichstein.
European Geosciences Union General Assembly (EGU): Abstract + Oral Presentation. 2016.
[bibtex] [pdf] [web] [abstract]
Hot spots of multivariate extreme anomalies in Earth observations
Milan Flach and Sebastian Sippel and Paul Bodesheim and Alexander Brenning and Joachim Denzler and Fabian Gans and Yanira Guanche and Markus Reichstein and Erik Rodner and Miguel D. Mahecha.
American Geophysical Union Fall Meeting (AGU): Abstract + Oral Presentation. 2016.
[bibtex] [web] [abstract]
Semantic Volume Segmentation with Iterative Context Integration for Bio-medical Image Stacks
Sven Sickert and Erik Rodner and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 26 (1) : pp. 197-204. 2016.
[bibtex] [pdf] [abstract]
Additional Traffic Sign Detection Using Learned Corner Representations
Thomas Wenzel and Steffen Brueggert and Joachim Denzler.
IEEE Intelligent Vehicles Symposium (IV). Pages 316-321. 2016.
[bibtex] [web] [abstract]
Fully automated tracking of cardiac structures using radiopaque markers and high-frequency videofluoroscopy in an in vivo ovine model: from three-dimensional marker coordinates to quantitative analyses
Wolfgang Bothe and Harald Schubert and Mahmoud Diab and Gloria Faerber and Christoph Bettag and Xiaoyan Jiang and Martin S. Fischer and Joachim Denzler and Torsten Doenst.
SpringerPlus. 5 (1) : 2016.
[bibtex] [pdf] [abstract]
Detecting Multivariate Biosphere Extremes
Yanira Guanche Garcia and Erik Rodner and Milan Flach and Sebastian Sippel and Miguel Mahecha and Joachim Denzler.
International Workshop on Climate Informatics (CI). Pages 9-12. 2016.
[bibtex] [web] [abstract]
Vegetation segmentation in cornfield images using bag of words
Yerania Campos and Erik Rodner and Joachim Denzler and Humberto Sossa and Gonzalo Pajares.
Advanced Concepts for Intelligent Vision Systems (ACIVS). Pages 193-204. 2016.
[bibtex] [pdf] [web] [abstract]
2015
Interactive Image Retrieval for Biodiversity Research
Alexander Freytag and Alena Schadt and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 129-141. 2015.
[bibtex] [pdf] [abstract]
Automated analysis of confocal laser endomicroscopy images to detect head and neck cancer
Andreas Dittberner and Erik Rodner and Wolfgang Ortmann and Joachim Stadler and Carsten Schmidt and Iver Petersen and Andreas Stallmach and Joachim Denzler and Orlando Guntinas-Lichius.
Head \& Neck. 38 (1) : 2015.
[bibtex] [web]
Active Learning and Discovery of Object Categories in the Presence of Unnameable Instances
Christoph Käding and Alexander Freytag and Erik Rodner and Paul Bodesheim and Joachim Denzler.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 4343-4352. 2015.
[bibtex] [pdf] [web] [code] [presentation] [supplementary] [abstract]
Convolutional Patch Networks with Spatial Prior for Road Detection and Urban Scene Understanding
Clemens-Alexander Brust and Sven Sickert and Marcel Simon and Erik Rodner and Joachim Denzler.
Computer Vision Theory and Applications (VISAPP). Pages 510-517. 2015.
[bibtex] [pdf] [abstract]
Efficient Convolutional Patch Networks for Scene Understanding
Clemens-Alexander Brust and Sven Sickert and Marcel Simon and Erik Rodner and Joachim Denzler. 2015. Poster presentation and extended abstract
[bibtex] [pdf] [abstract]
Automated and objective action coding of facial expressions in patients with acute facial palsy
Daniel Haase and Laura Minnigerode and Gerd F. Volk and Joachim Denzler and Orlando Guntinas-Lichius.
European Archives of Oto-Rhino-Laryngology. 272 (5) : pp. 1259-1267. 2015.
[bibtex] [web] [abstract]
Mixed Gaits in Small Avian Terrestrial Locomotion
Emanuel Andrada and Daniel Haase and Yefta Sutedja and John A. Nyakatura and Brandon M. Kilbourne and Joachim Denzler and Martin S. Fischer and Reinhard Blickhan.
Scientific Reports. 5 : 2015.
[bibtex] [web] [abstract]
Fine-grained Recognition Datasets for Biodiversity Analysis
Erik Rodner and Marcel Simon and Gunnar Brehm and Stephanie Pietsch and J. Wolfgang Wägele and Joachim Denzler.
CVPR Workshop on Fine-grained Visual Classification (CVPR-WS). 2015.
[bibtex] [pdf] [web]
Analysis and Classification of Microscopy Images with Cell Border Distance Statistics
Erik Rodner and Wolfgang Ortmann and Andreas Dittberner and Joachim Stadler and Carsten Schmidt and Iver Petersen and Andreas Stallmach and Joachim Denzler and Orlando Guntinas-Lichius.
Jahrestagung der Deutschen Gesellschaft für Medizinische Physik (DGMP). 2015.
[bibtex] [pdf]
Novel computer vision algorithm for the reliable analysis of organelle morphology in whole cell 3D images - a pilot study for the quantitative evaluation of mitochondrial fragmentation in amyotrophic lateral sclerosis
Janin Lautenschläger and Christian Lautenschläger and Vedrana Tadic and Herbert Süße and Wolfgang Ortmann and Joachim Denzler and Andreas Stallmach and Otto W. Witte and Julian Grosskreutz.
Mitochondrion. 25 (1) : pp. 49-59. 2015.
[bibtex] [web]
Beyond Thinking in Common Categories: Predicting Obstacle Vulnerability using Large Random Codebooks
Johannes Rühle and Erik Rodner and Joachim Denzler.
Machine Vision Applications (MVA). Pages 198-201. 2015.
[bibtex] [pdf] [web] [abstract]
Croatian Fish Dataset: Fine-grained classification of fish species in their natural habitat
Jonas Jäger and Marcel Simon and Joachim Denzler and Viviane Wolff and Klaus Fricke-Neuderth and Claudia Kruschel.
BMVC Workshop on Machine Vision of Animals and their Behaviour (BMVC-WS). 2015.
[bibtex] [pdf] [web]
Road Condition Estimation based on Spatio-Temporal Reflection Models
Manuel Amthor and Bernd Hartmann and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 3-15. 2015.
[bibtex] [pdf] [abstract]
Fine-grained Classification of Identity Document Types with Only One Example
Marcel Simon and Erik Rodner and Joachim Denzler.
Machine Vision Applications (MVA). Pages 126-129. 2015.
[bibtex] [pdf] [web] [abstract]
Regularized Geometric Hulls for Bio-medical Image Segmentation
Marco Körner and Mahesh Venkata Krishna and Herbert Süße and Wolfgang Ortmann and Joachim Denzler.
Annals of the BMVA. pp. 1-12. 2015.
[bibtex] [pdf] [abstract]
Local Novelty Detection in Multi-class Recognition Problems
Paul Bodesheim and Alexander Freytag and Erik Rodner and Joachim Denzler.
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 813-820. 2015.
[bibtex] [pdf] [web] [supplementary] [abstract]
Additional Traffic Sign Detection: A Comparative Study
Thomas Wenzel and Steffen Brueggert and Joachim Denzler.
IEEE International Conference on Intelligent Transportation Systems (ITSC). Pages 794-799. 2015.
[bibtex] [pdf] [abstract]
2014
Birds of a Feather Flock Together - Local Learning of Mid-level Representations for Fine-grained Recognition
Alexander Freytag and Erik Rodner and Joachim Denzler.
ECCV Workshop on Parts and Attributes (ECCV-WS). 2014.
[bibtex] [pdf] [web] [code] [presentation]
Selecting Influential Examples: Active Learning with Expected Model Output Changes
Alexander Freytag and Erik Rodner and Joachim Denzler.
European Conference on Computer Vision (ECCV). Pages 562-577. 2014.
[bibtex] [pdf] [presentation] [supplementary] [abstract]
Exemplar-specific Patch Features for Fine-grained Recognition
Alexander Freytag and Erik Rodner and Trevor Darrell and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 144-156. 2014.
[bibtex] [pdf] [code] [supplementary] [abstract]
Seeing through bag-of-visual-word glasses: towards understanding quantization effects in feature extraction methods
Alexander Freytag and Johannes Rühle and Paul Bodesheim and Erik Rodner and Joachim Denzler.
ICPR Workshop on Features and Structures (FEAST): Extended Abstract + Poster Presentation. 2014. Best Poster Award
[bibtex] [pdf] [code] [presentation]
Seeing through bag-of-visual-word glasses: towards understanding quantization effects in feature extraction methods
Alexander Freytag and Johannes Rühle and Paul Bodesheim and Erik Rodner and Joachim Denzler. 2014. Technical Report TR-FSU-INF-CV-2014-01
[bibtex] [pdf] [code] [abstract]
Detection of Object Interactions in Video Sequences
Ali Al-Raziqi and Mahesh Venkata Krishna and Joachim Denzler.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 156-161. 2014.
[bibtex] [pdf] [web] [abstract]
ARTOS -- Adaptive Real-Time Object Detection System
Björn Barz and Erik Rodner and Joachim Denzler.
arXiv preprint arXiv:1407.2721. 2014.
[bibtex] [pdf] [web] [code] [abstract]
Explorative Analysis of Heterogeneous, Unstructured, and Uncertain Data: A Computer Science Perspective on Biodiversity Research
C. Beckstein and S. Böcker and M. Bogdan and H. Bruelheide H. M. Bücker and Joachim Denzler and P. Dittrich and I. Grosse and A. Hinneburg and B. König-Ries and F. Löffler and M. Marz and M. Müller-Hannemann and M. Winter and W. Zimmermann.
International Conference on Data Management Technologies and Applications (DATA). Pages 251-257. 2014.
[bibtex] [abstract]
Nonparametric Part Transfer for Fine-grained Recognition
Christoph Göring and Erik Rodner and Alexander Freytag and Joachim Denzler.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 2489-2496. 2014.
[bibtex] [pdf] [web] [code] [presentation] [abstract]
Instance-weighted Transfer Learning of Active Appearance Models
Daniel Haase and Erik Rodner and Joachim Denzler.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 1426-1433. 2014.
[bibtex] [pdf] [abstract]
Comparative Large-Scale Evaluation of Human and Active Appearance Model Based Tracking Performance of Anatomical Landmarks in X-ray Locomotion Sequences
Daniel Haase and John A. Nyakatura and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 24 (1) : pp. 86-92. 2014.
[bibtex] [web] [abstract]
Vulnerability Classification of Generic Object Hypotheses using a Visual Words Approach
Johannes Rühle and Maxim Arbitmann and Joachim Denzler.
FISITA World Automotive Congress (FISITA). Pages 1-5. 2014. F2014-AST-045
[bibtex] [abstract]
A Combination of Generative and Discriminative Models for Fast Unsupervised Activity Recognition from Traffic Scene Videos
Mahesh Venkata Krishna and Joachim Denzler.
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 640-645. 2014.
[bibtex] [pdf] [web] [abstract]
A Hierarchical Bayesian Approach for Unsupervised Cell Phenotype Clustering
Mahesh Venkata Krishna and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 69-80. 2014.
[bibtex] [pdf] [abstract]
Temporal Video Segmentation by Event Detection: A Novelty Detection Approach
Mahesh Venkata Krishna and Paul Bodesheim and Marco Körner and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 24 (2) : pp. 243-255. 2014.
[bibtex] [pdf] [web] [abstract]
Robust Pictorial Structures for X-ray Animal Skeleton Tracking
Manuel Amthor and Daniel Haase and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 351-359. 2014.
[bibtex] [pdf] [abstract]
Intrinsic and extrinsic active self-calibration of multi-camera systems
Marcel Brückner and Ferid Bajramovic and Joachim Denzler.
Mach. Vis. Appl.. 25 (2) : pp. 389-403. 2014.
[bibtex] [web]
Part Detector Discovery in Deep Convolutional Neural Networks
Marcel Simon and Erik Rodner and Joachim Denzler.
Asian Conference on Computer Vision (ACCV). Pages 162-177. 2014.
[bibtex] [pdf] [code] [abstract]
Part Localization by Exploiting Deep Convolutional Networks
Marcel Simon and Erik Rodner and Joachim Denzler.
ECCV Workshop on Parts and Attributes (ECCV-WS). 2014.
[bibtex] [pdf] [web]
Regularized Geometric Hulls for Robust Cell Nucleus Segmentation from Microscopy Images
Marco Körner and Mahesh Venkata Krishna and Herbert Süße and Wolfgang Ortmann and Joachim Denzler.
Conference in Medical Image Understanding and Analysis (MIUA). Pages 117-122. 2014.
[bibtex] [pdf]
Evaluating the rule of thirds in photographs and paintings
Seyed Ali Amirshahi and Gregor Uwe Hayn-Leichsenring and Joachim Denzler and Christoph Redies.
Art and Perception. 2014.
[bibtex]
JenAesthetics Subjective Dataset: Analyzing Paintings by Subjective Scores
Seyed Ali Amirshahi and Gregor Uwe Hayn-Leichsenring and Joachim Denzler and Christoph Redies.
ECCV Workshop on Computer Vision for Art Analysis (ECCV-WS). 2014.
[bibtex]
Semantic Volume Segmentation with Iterative Context Integration
Sven Sickert and Erik Rodner and Joachim Denzler.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 220-225. 2014.
[bibtex] [pdf] [web] [abstract]
A Graph-based MAP Solution for Multi-Person Tracking Using Multi-Camera Systems
Xiaoyan Jiang and Marco Körner and Daniel Haase and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 343-350. 2014.
[bibtex] [web]
2013
Labeling examples that matter: Relevance-Based Active Learning with Gaussian Processes
Alexander Freytag and Erik Rodner and Paul Bodesheim and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 282-291. 2013.
[bibtex] [pdf] [web] [code] [supplementary] [abstract]
I Want To Know More: Efficient Multi-Class Incremental Learning Using Gaussian Processes
Alexander Lütz and Erik Rodner and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 23 (3) : pp. 402-407. 2013.
[bibtex] [pdf]
Lighting estimation in fringe images during motion compensation for 3D measurements
Andreas Breitbarth and Peter Kühmstedt and Gunther Notni and Joachim Denzler.
Videometrics, Range Imaging, and Applications XII; and Automated Visual Inspection. Pages 87910P:1-9. 2013.
[bibtex] [pdf] [web] [abstract]
Land cover classification of satellite images using contextual information
Björn Fröhlich and Eric Bach and Irene Walde and Sören Hese and Christiane Schmullius and Joachim Denzler.
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Pages 1-6. 2013.
[bibtex] [pdf]
Large-Scale Gaussian Process Multi-Class Classification for Semantic Segmentation and Facade Recognition
Björn Fröhlich and Erik Rodner and Michael Kemmler and Joachim Denzler.
Machine Vision and Applications. 24 (5) : pp. 1043-1053. 2013.
[bibtex] [pdf]
Mo1635 Development of an Innovative Algorithm for an Advanced Analysis of Vascular Structures: a Pilot Study Using Confocal LASER Endomicroscopy in Patients With Acute Portal Vein Thrombosis, Severe Sepsis and Healthy Controls
Carsten Schmidt and Christian Lautenschläger and Herbert Süße and Joachim Denzler and Andreas Stallmach.
Gastrointestinal Endoscopy. 77 : pp. AB453. 2013.
[bibtex] [web]
Fine-grained Categorization - Short Summary of our Entry for the ImageNet Challenge 2012
Christoph Göring and Alexander Freytag and Erik Rodner and Joachim Denzler.
arXiv preprint arXiv:1310.4759. 2013.
[bibtex] [pdf] [web]
Automated Classification of Therapeutic Face Exercises using the Kinect.
Cornelia Lanz and Birant Sibel Olgay and Joachim Denzler and Horst-Michael Gross.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 556-565. 2013. Best Paper Award
[bibtex]
Automated Approximation of Center of Mass Position in X-ray Sequences of Animal Locomotion
Daniel Haase and Emanuel Andrada and John A. Nyakatura and Brandon M. Kilbourne and Joachim Denzler.
Journal of Biomechanics. 46 (12) : pp. 2082-2086. 2013.
[bibtex]
2D and 3D Analysis of Animal Locomotion from Biplanar X-ray Videos Using Augmented Active Appearance Models
Daniel Haase and Joachim Denzler.
EURASIP Journal on Image and Video Processing. 45 : pp. 1-13. 2013.
[bibtex] [pdf]
Efficient Measuring of Facial Action Unit Activation Intensities using Active Appearance Models
Daniel Haase and Michael Kemmler and Orlando Guntinas-Lichius and Joachim Denzler.
Machine Vision Applications (MVA). Pages 141-144. 2013.
[bibtex] [pdf]
Landbedeckungsklassifikation von Satellitenaufnahmen unter Verwendung von Kontextinformation mit minimaler menschlicher Interaktion
Eric Bach and Björn Fröhlich and Irene Walde and Sören Hese and Christiane Schmullius and Joachim Denzler.
Band 22 der Jahrestagung der Deutschen Gesellschaft für Photogrammetrie. 2013.
[bibtex] [pdf]
Enhanced Anomaly Detection in Wire Ropes by Combining Structure and Appearance
Esther-Sabrina Wacker and Joachim Denzler.
Pattern Recognition Letters. 34 (8) : pp. 942-953. 2013.
[bibtex] [pdf]
Oriented Differences of Boxes Operators for Blood Vessel Segmentation and Analysis in Confocal Laser Endomicroscopy Images with minimal User Interaction
Herbert Süße and Wolfgang Ortmann and Christian Lautenschläger and Marco Körner and Carsten Schmidt and Andreas Stallmach and Joachim Denzler.
Annual Conference in Medical Image Understanding and Analysis (MIUA). Pages 155-160. 2013.
[bibtex] [pdf]
Beyond the closed-world assumption: The importance of novelty detection and open set recognition
Joachim Denzler and Erik Rodner and Paul Bodesheim and Alexander Freytag.
GCPR/DAGM Workshop on Unsolved Problems in Pattern Recognition and Computer Vision (GCPR-WS): Extended Abstract + Oral Presentation. 2013.
[bibtex] [pdf] [web]
Statistical image properties of print advertisements, visual artworks and images of architecture
Julia Braun and Seyed Ali Amirshahi and Joachim Denzler and Christoph Redies.
Frontiers in Psychology. 4 : pp. 808. 2013.
[bibtex]
Hierarchical Dirichlet Processes for unsupervised online multi-view action perception using Temporal Self-Similarity features
Mahesh Venkata Krishna and Marco Körner and Joachim Denzler.
Seventh International Conference on Distributed Smart Cameras (ICDSC). Pages 1-6. 2013.
[bibtex] [pdf] [web] [abstract]
Video Segmentation by Event Detection: A Novel One-class Classification Approach
Mahesh Venkata Krishna and Paul Bodesheim and Joachim Denzler.
4th International Workshop on Image Mining. Theory and Applications (IMTA-4). 2013.
[bibtex] [pdf] [abstract]
JAR-Aibo: A Multi-View Dataset for Evaluation of Model-Free Action Recognition Systems
Marco Körner and Joachim Denzler.
New Trends in Image Analysis and Processing ICIAP 2013. Pages 527-535. 2013.
[bibtex] [pdf]
Temporal Self-Similarity for Appearance-Based Action Recognition in Multi-View Setups
Marco Körner and Joachim Denzler.
Computer Analysis of Images and Patterns. Pages 163-171. 2013.
[bibtex] [pdf]
Segmentation of Microorganism in Complex Environments
Michael Kemmler and Bj\"orn Fr\"ohlich and Erik Rodner and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 23 (4) : pp. 512-517. 2013.
[bibtex] [pdf]
One-class Classification with Gaussian Processes
Michael Kemmler and Erik Rodner and Esther-Sabrina Wacker and Joachim Denzler.
Pattern Recognition. 46 : pp. 3507-3518. 2013.
[bibtex] [pdf]
Automatic Identification of Novel Bacteria using Raman Spectroscopy and Gaussian Processes
Michael Kemmler and Erik Rodner and Petra R\"osch and J\"urgen Popp and Joachim Denzler.
Analytica Chimica Acta. 794 : pp. 29-37. 2013.
[bibtex] [pdf] [web] [supplementary]
An Efficient Approximation for Gaussian Process Regression
Paul Bodesheim and Alexander Freytag and Erik Rodner and Joachim Denzler. 2013. Technical Report TR-FSU-INF-CV-2013-01
[bibtex] [pdf]
Approximations of Gaussian Process Uncertainties for Visual Recognition Problems
Paul Bodesheim and Alexander Freytag and Erik Rodner and Joachim Denzler.
Scandinavian Conference on Image Analysis (SCIA). Pages 182-194. 2013.
[bibtex] [pdf] [web] [abstract]
Kernel Null Space Methods for Novelty Detection
Paul Bodesheim and Alexander Freytag and Erik Rodner and Michael Kemmler and Joachim Denzler.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 3374-3381. 2013.
[bibtex] [pdf] [web] [code] [presentation] [abstract]
How self-similar are artworks at different levels of spatial resolution?
Seyed Ali Amirshahi and Christoph Redies and Joachim Denzler.
Computational Aesthetics. 2013.
[bibtex]
Color: A Crucial Factor for Aesthetic Quality Assessment in a Subjective Database of Paintings
Seyed Ali Amirshahi and Gregor Uwe Hayn-Leichsenring and Joachim Denzler and Christoph Redies.
Congress of the International Colour Association (AIC). 2013.
[bibtex]
JenAesthetics-a public dataset of paintings for aesthetic research
Seyed Ali Amirshahi and Joachim Denzler and Christoph Redies. 2013. Technical Report
[bibtex]
From regular text to artistic writing and artworks: Fourier statistics of images with low and high aesthetic appeal
Tamara Melmer and Seyed Ali Amirshahi and Michael Koch and Joachim Denzler and Christoph Redies.
Frontiers in Human Neuroscience. 7 (00106) : 2013.
[bibtex] [abstract]
Accurate 3D Multi-Marker Tracking in X-ray Cardiac Sequences Using a Two-Stage Graph Modeling Approach
Xiaoyan Jiang and Daniel Haase and Marco Körner and Wolfgang Bothe and Joachim Denzler.
Computer Analysis of Images and Patterns. Pages 117-125. 2013.
[bibtex] [pdf]
2012
Efficient Semantic Segmentation with Gaussian Processes and Histogram Intersection Kernels
Alexander Freytag and Björn Fröhlich and Erik Rodner and Joachim Denzler.
International Conference on Pattern Recognition (ICPR). Pages 3313-3316. 2012.
[bibtex] [pdf]
Beyond Classification - Large-scale Gaussian Process Inference and Uncertainty Prediction
Alexander Freytag and Erik Rodner and Paul Bodesheim and Joachim Denzler.
Big Data Meets Computer Vision: First International Workshop on Large Scale Visual Recognition and Retrieval (NIPS-WS). 2012. This workshop article is a short version of our ACCV 2012 paper.
[bibtex] [pdf] [abstract]
Rapid Uncertainty Computation with Gaussian Processes and Histogram Intersection Kernels
Alexander Freytag and Erik Rodner and Paul Bodesheim and Joachim Denzler.
Asian Conference on Computer Vision (ACCV). Pages 511-524. 2012. Best Paper Honorable Mention Award
[bibtex] [pdf] [web] [presentation] [abstract]
Motion compensation for three-dimensional measurements of macroscopic objects using fringe projection
Andreas Breitbarth and Peter Kühmstedt and Gunther Notni and Joachim Denzler.
Videometrics, Range Imaging, and Applications XII; and Automated Visual Inspection. 2012.
[bibtex] [pdf]
As Time Goes By: Anytime Semantic Segmentation with Iterative Context Forests
Björn Fröhlich and Erik Rodner and Joachim Denzler.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 1-10. 2012.
[bibtex] [pdf]
Semantic Segmentation with Millions of Features: Integrating Multiple Cues in a Combined Random Forest Approach
Björn Fröhlich and Erik Rodner and Joachim Denzler.
Asian Conference on Computer Vision (ACCV). Pages 218-231. 2012.
[bibtex] [pdf]
Large-Scale Gaussian Process Classification using Random Decision Forests
Björn Fröhlich and Erik Rodner and Michael Kemmler and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 22 (1) : pp. 113-120. 2012.
[bibtex] [pdf]
Entwicklung eines neuen Gefäßdetektionsalgorithmus unter Verwendung der konfokale Laserendoskopie zur Erfassung der mukosalen Mikrozirkulation: Eine Pilotstudie an Patienten mit akuter Pfortaderthrombose, schwerer Sepsis und gesunden Kontrollen
Carsten Schmidt and Christian Lautenschläger and Herbert Süsse and Joachim Denzler and Andreas Stallmach.
Zeitschrift für Gastroenterologie. 50 (8) : pp. 277. 2012.
[bibtex] [web]
Semantic Segmentation using GrabCut
Christoph Göring and Björn Fröhlich and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 597-602. 2012.
[bibtex] [pdf]
PHOG-Derived Aesthetic Measures Applied to Color Photographs of Artworks, Natural Scenes and Objects
Christoph Redies and Seyed Ali Amirshahi and Michael Koch and Joachim Denzler.
European Conference on Computer Vision (ECCV) VISART workshop. 2012.
[bibtex]
Large-Scale Gaussian Process Classification with Flexible Adaptive Histogram Kernels
Erik Rodner and Alexander Freytag and Paul Bodesheim and Joachim Denzler.
European Conference on Computer Vision (ECCV). Pages 85-98. 2012.
[bibtex] [pdf] [web] [supplementary] [abstract]
Fast and Robust Landmark Tracking in X-ray Locomotion Sequences Containing Severe Occlusions
Manuel Amthor and Daniel Haase and Joachim Denzler.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 15-22. 2012.
[bibtex] [abstract]
Scale-Independent Spatio-Temporal Statistical Shape Representations for 3d Human Action Recognition
Marco Körner and Daniel Haase and Joachim Denzler.
International Conference on Pattern Recognition and Methods (ICPRAM). Pages 288-294. 2012.
[bibtex] [pdf]
Analyzing the Subspaces Obtained by Dimensionality Reduction for Human Action Recognition from 3d Data
Marco Körner and Joachim Denzler.
IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS). Pages 130-135. 2012.
[bibtex] [pdf]
Data Association for Multi-Object Tracking-by-Detection in Multi-Camera Networks
Michael Bredereck and Xiaoyan Jiang and Marco Körner and Joachim Denzler.
ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC). 2012.
[bibtex] [pdf]
Finding Discriminative Features for Raman Spectroscopy
Michael Kemmler and Joachim Denzler.
International Conference on Pattern Recognition. Pages 1823-1826. 2012.
[bibtex] [pdf]
Selection of Relevant Features for Raman Spectroscopy
Michael Kemmler and Joachim Denzler. 2012. Technical Report
[bibtex] [pdf]
Tracking and Reconstruction in a Combined Optimization Approach
Olaf Kähler and Joachim Denzler.
IEEE Transactions on Pattern Analysis and Machine Intelligence. 34 : pp. 387-401. 2012.
[bibtex]
Divergence-Based One-Class Classification Using Gaussian Processes
Paul Bodesheim and Erik Rodner and Alexander Freytag and Joachim Denzler.
British Machine Vision Conference (BMVC). Pages 50.1-50.11. 2012.
[bibtex] [pdf] [web] [presentation] [abstract]
Assessment of the Rule of Thirds in Photographs Taken by Amateurs
Seyed Ali Amirshahi and Christoph Redies and Joachim Denzler.
Visual Science of Art Conference (VSAC). 2012.
[bibtex]
PHOG Analysis of Self-Similarity in Aesthetic Images
Seyed Ali Amirshahi and Michael Koch and Joachim Denzler and Christoph Redies.
Human Vision and Electronic Imaging XVII. 2012.
[bibtex]
Multi-Person Tracking-by-Detection based on Calibrated Multi-Camera Systems
Xiaoyan Jiang and Erik Rodner and Joachim Denzler.
International Conference on Computer Vision and Graphics. Pages 743-751. 2012.
[bibtex] [pdf]
2011
Efficient Multi-Class Incremental Learning Using Gaussian Processes
Alexander Lütz and Erik Rodner and Joachim Denzler.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 182-185. 2011.
[bibtex] [pdf] [abstract]
Efficient Gaussian process classification using random decision forests
Björn Fröhlich and Erik Rodner and Michael Kemmler and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 21 : pp. 184-187. 2011. 10.1134/S1054661811020337
[bibtex] [pdf]
Anatomical Landmark Tracking for the Analysis of Animal Locomotion in X-ray Videos Using Active Appearance Models
Daniel Haase and Joachim Denzler.
Scandinavian Conference on Image Analysis (SCIA). Pages 604-615. 2011.
[bibtex] [pdf] [abstract]
Comparative Evaluation of Human and Active Appearance Model Based Tracking Performance of Anatomical Landmarks in Locomotion Analysis
Daniel Haase and Joachim Denzler.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 96-99. 2011.
[bibtex] [pdf]
Multi-view Active Appearance Models for the X-ray Based Analysis of Avian Bipedal Locomotion
Daniel Haase and John A. Nyakatura and Joachim Denzler.
Annual Symposium of the German Association for Pattern Recognition (DAGM). Pages 11-20. 2011.
[bibtex] [pdf] [abstract]
One-Class Classification for Anomaly Detection in Wire Ropes with Gaussian Processes in a Few Lines of Code
Erik Rodner and Esther-Sabrina Wacker and Michael Kemmler and Joachim Denzler.
Machine Vision Applications (MVA). Pages 219-222. 2011.
[bibtex] [pdf]
Learning with Few Examples for Binary and Multiclass Classification Using Regularization of Randomized Trees
Erik Rodner and Joachim Denzler.
Pattern Recognition Letters. 32 (2) : pp. 244-251. 2011.
[bibtex] [pdf]
Combining structure and appearance for anomaly detection in wire ropes
Esther-Sabrina Wacker and Joachim Denzler.
International Conference on Computer Analysis of Images and Patterns (CAIP). Pages 163-170. 2011.
[bibtex] [pdf] [abstract]
An Efficient Shortest Triangle Paths Algorithm Applied to Multi-Camera Self-Calibration
Ferid Bajramovic and Marcel Brückner and Joachim Denzler.
Journal of Mathematical Imaging and Vision (JMIV). pp. 1-14. 2011.
[bibtex]
Extrinsic Self-Calibration of Time-of-Flight Cameras using a Combination of 3D and Intensity Descriptors
Jörn Schmidt and Marcel Brückner and Joachim Denzler.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 269-276. 2011.
[bibtex]
1/fp Characteristics of the Fourier power spectrum affects ERP correlates of face learning and recognition
M. Blickhan and J.M. Kaufmann and Joachim Denzler and S.R. Schweinberger and Christoph Redies.
Biological Psychology. 88 (2-3) : pp. 204-214. 2011.
[bibtex]
Self-Calibration of Camera Networks: Active and Passive Methods
Marcel Brückner and Ferid Bajramovic and Joachim Denzler. 2011.
[bibtex]
Exploiting the Manhattan-world Assumption for Extrinsic Self-calibration of Multi-modal Sensor Networks
Marcel Brückner and Joachim Denzler.
International Conference on Computer Vision (ICCV). Pages 945-950. 2011.
[bibtex] [pdf]
A Method for Fast Composing of Images Captured from Deformed Documents by a Quadocular Scanner Setup
Marco Körner and Herbert Süße and Wolfgang Ortmann and Joachim Denzler.
Machine Vision Applications (MVA). Pages 291-294. 2011.
[bibtex] [pdf]
Detection of Microorganisms in Complex Microscopy Images
Michael Kemmler and Björn Fröhlich and Erik Rodner and Joachim Denzler.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 115-118. 2011.
[bibtex] [pdf]
2010
A Fast Approach for Pixelwise Labeling of Facade Images
Björn Fröhlich and Erik Rodner and Joachim Denzler.
International Conference on Pattern Recognition (ICPR). Pages 3029-3032. 2010.
[bibtex] [pdf]
Efficient Gaussian Process Classification using Random Decision Forests
Björn Fröhlich and Erik Rodner and Michael Kemmler and Joachim Denzler.
International Conference on Pattern Recognition and Image Analysis (PRIA), St. Petersburg, Russia. Pages 93-96. 2010.
[bibtex] [pdf]
Semantic Segmentation Algorithms for Aerial Image Analysis and Classification
Björn Fröhlich and Joachim Denzler.
One Day BMVA Symposium at the British Computer Society on Aerial Image Analysis and Classification. 2010.
[bibtex] [pdf]
Multi-View Planning for Simultaneous Coverage and Accuracy Optimisation
Christoph Munkelt and Andreas Breitbarth and Gunther Notni and Joachim Denzler.
British Machine Vision Conference (BMVC). Pages 118.1-118.11. 2010. doi:10.5244/C.24.118
[bibtex] [pdf]
Analysis of Structural Dependencies for the Automatic Visual Inspection of Wire Ropes
Daniel Haase and Esther-Sabrina Wacker and Ernst Günter Schukat-Talamazzini and Joachim Denzler.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 49-56. 2010.
[bibtex] [pdf] [abstract]
Multiple Kernel Gaussian Process Classification for Generic 3D Object Recognition From Time-of-Flight Images
Erik Rodner and Doaa Hegazy and Joachim Denzler.
International Conference on Image and Vision Computing. Pages 1-8. 2010.
[bibtex] [pdf] [web]
One-Shot Learning of Object Categories using Dependent Gaussian Processes
Erik Rodner and Joachim Denzler.
Annual Symposium of the German Association for Pattern Recognition (DAGM). Pages 232-241. 2010.
[bibtex] [pdf]
On the Suitability of Different Features for Anomaly Detection in Wire Ropes
Esther-Sabrina Platzer and Herbert Süße and Josef Nägele and Karl-Heinz Wehking and Joachim Denzler.
Computer Vision, Imaging and Computer Graphics: Theory and Applications. Pages 296-308. 2010.
[bibtex] [pdf] [abstract]
An Analysis-by-Synthesis Approach to Rope Condition Monitoring
Esther-Sabrina Wacker and Joachim Denzler.
International Symposium on Visual Computing (ISVC). Pages 459-468. 2010.
[bibtex] [pdf] [abstract]
Active Self-calibration of Multi-camera Systems
Marcel Brückner and Joachim Denzler.
DAGM Symposium on Pattern Recognition (DAGM). Pages 31-40. 2010.
[bibtex] [pdf]
One-Class Classification with Gaussian Processes
Michael Kemmler and Erik Rodner and Joachim Denzler.
Asian Conference on Computer Vision (ACCV). Pages 489-500. 2010.
[bibtex] [pdf] [presentation]
Selection of Relevant Features for Raman Spectroscopy Using Supervised Classification Techniques
Michael Kemmler and Joachim Denzler.
Chemometrics in Analytical Chemistry (CAC). 2010.
[bibtex] [pdf]
Classification of Microorganisms via Raman Spectroscopy Using Gaussian Processes
Michael Kemmler and Joachim Denzler and Petra Rösch and Jürgen Popp.
Annual Symposium of the German Association for Pattern Recognition (DAGM). Pages 81-90. 2010.
[bibtex] [pdf]
\(1/f^2\) Characteristics and Isotropy in the Fourier Power Spectra of Visual Art, Cartoons, Comics, Mangas, and Different Categories of Photographs
Michael Koch and Joachim Denzler and Christoph Redies.
PLoS ONE. 5 (8) : pp. e12268. 2010.
[bibtex] [abstract]
Online Next-Best-View Planning for Accuracy Optimization Using an Extended E-Criterion
Michael Trummer and Christoph Munkelt and Joachim Denzler.
IAPR International Conference on Pattern Recognition (ICPR). 2010.
[bibtex] [pdf]
2009
View Planning for 3D Reconstruction Using Time-of-Flight Camera Data
Christoph Munkelt and Michael Trummer and Peter Kuehmstedt and Gunther Notni and Joachim Denzler.
DAGM 2009. 2009.
[bibtex]
Combining Appearance and Range Based Information For Multi-Class Generic Object Recognition
Doaa Hegazy and Joachim Denzler.
Iberoamerican Congress on Pattern Recognition (CIARP). 2009.
[bibtex]
Generic 3D Object Recognition From Time-of-Flight Images Using Boosted Combined Shape Features
Doaa Hegazy and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). 2009.
[bibtex] [pdf]
Learning with Few Examples by Transferring Feature Relevance
Erik Rodner and Joachim Denzler.
Annual Symposium of the German Association for Pattern Recognition (DAGM). Pages 252-261. 2009.
[bibtex] [pdf]
Randomized Probabilistic Latent Semantic Analysis for Scene Recognition
Erik Rodner and Joachim Denzler.
Iberoamerican Congress on Pattern Recognition (CIARP). Pages 945-953. 2009.
[bibtex] [pdf]
Robustness of Different Features for One-class Classification and Anomaly Detection in Wire Ropes
Esther-Sabrina Platzer and Joachim Denzler and Herbert Süße and Josef Nägele and Karl-Heinz Wehking.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 171-178. 2009.
[bibtex] [pdf]
HMM-based Defect Localization in Wire Ropes - A new Approach to Unusual Subsequence Recognition
Esther-Sabrina Platzer and Josef Nägele and Karl-Heinz Wehking and Joachim Denzler.
Annual Symposium of the German Association for Pattern Recognition (DAGM). Pages 442-451. 2009.
[bibtex] [pdf] [abstract]
Experimentelle Auswertung von Unsicherheitsmaßen auf relativen Posen für die Multikamerakalibrierung
Ferid Bajramovic and Joachim Denzler.
Publikationen der Deutschen Gesellschaft für Photogrammetrie und Fernerkundung (DGPF), 29. Tagung, Jena 2009. Pages 119-126. 2009.
[bibtex] [pdf]
Using Common Field of View Detection for Multi Camera Calibration
Ferid Bajramovic and Marcel Brückner and Joachim Denzler.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 113-120. 2009.
[bibtex] [pdf]
Experimental Comparison of Wide Baseline Correspondence Algorithms for Multi Camera Calibration
Ferid Bajramovic and Michael Koch and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 458-463. 2009.
[bibtex] [pdf]
A Framework for Actively Selecting Viewpoints in Object Recognition
Frank Deinzer and Christian Derichs and Joachim Denzler and Heinrich Niemann.
International Journal of Pattern Recognition and Artificial Intelligence. 23 (4) : pp. 765-799. 2009. World Scientific Publishing
[bibtex] [pdf]
Geometric and Probabilistic Image Dissimilarity Measures for Common Field of View Detection
Marcel Brückner and Ferid Bajramovic and Joachim Denzler.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 2052-2057. 2009.
[bibtex] [pdf]
Temporal Estimation of the 3d Guide-Wire Position using 2d X-ray Images
Marcel Brückner and Frank Deinzer and Joachim Denzler.
Medical Image Computing and Computer-Assisted Intervention (MICCAI). Pages 386-393. 2009.
[bibtex] [pdf]
Pedestrian Detection by Probabilistic Component Assembly
Martin Rapus and Stefan Munder and Gregory Baratoff and Joachim Denzler.
Annual Symposium of the German Association for Pattern Recognition (DAGM). Pages 91-100. 2009.
[bibtex] [pdf]
Global Context Extraction for Object Recognition Using a Combination of Range and Visual Features
Michael Kemmler and Erik Rodner and Joachim Denzler.
Dynamic 3D Imaging Workshop. Pages 96-109. 2009.
[bibtex] [pdf]
Principal component analysis of fourier transforms discriminates visual art from other image categories
Michael Koch and Joachim Denzler and Christoph Redies.
ECVP Abstract Supplement. Pages 49. 2009.
[bibtex] [abstract]
Combined GKLT Feature Tracking and Reconstruction for Next Best View Planning
Michael Trummer and Christoph Munkelt and Joachim Denzler.
DAGM 2009. Pages 161-170. 2009.
[bibtex] [pdf]
Extending GKLT Tracking: Feature Tracking for Controlled Environments with Integrated Uncertainty Estimation
Michael Trummer and Christoph Munkelt and Joachim Denzler.
IAPR Scandinavian Conference on Image Analysis (SCIA). Pages 460-469. 2009.
[bibtex] [pdf]
Coarse Registration of 3D Surface Triangulations Based on Moment Invariants with Applications to Object Alignment and Identification
Michael Trummer and Herbert Süße and Joachim Denzler.
IEEE International Conference on Computer Vision (ICCV). pp. 1273-1279. 2009.
[bibtex] [pdf]
Guided KLT Tracking Using Camera Parameters in Consideration of Uncertainty
Michael Trummer and Joachim Denzler and Christoph Munkelt.
VISIGRAPP 2008. Pages 252-261. 2009.
[bibtex]
2008
Boosting Colored Local Features For Generic Object Recognition
Doaa Hegazy and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 18 (2) : pp. 323-327. 2008.
[bibtex]
Generic Object Recognition using Boosted Combined Features
Doaa Hegazy and Joachim Denzler.
Robot Vision. 4931 : pp. 355-366. 2008.
[bibtex]
Performance Comparison and Evaluation of AdaBoost and SoftBoost Algorithms on Generic Object Recognition
Doaa Hegazy and Joachim Denzler.
International Conference on Machine Learning and Pattern Recognition (MLPR). Pages 70-74. 2008.
[bibtex] [pdf]
Difference of Boxes Filters Revisited: Shadow Suppression and Efficient Character Segmentation
Erik Rodner and Herbert Süße and Wolfgang Ortmann and Joachim Denzler.
IAPR Workshop on Document Analysis Systems. Pages 263-269. 2008.
[bibtex] [pdf] [presentation] [abstract]
Learning with Few Examples using a Constrained Gaussian Prior on Randomized Trees
Erik Rodner and Joachim Denzler.
Vision, Modelling, and Visualization Workshop (VMV). Pages 159-168. 2008.
[bibtex] [pdf]
3D Blood Flow Reconstruction from 2D Angiograms
Esther-Sabrina Platzer and Frank Deinzer and Dietrich Paulus and Joachim Denzler.
Bildverarbeitung für die Medizin 2008 - Algorithmen, Systeme, Anwendungen. Pages 288-292. 2008.
[bibtex] [pdf] [abstract]
Challenging Anomaly Detection in Wire Ropes Using Linear Prediction Combined with One-class Classification
Esther-Sabrina Platzer and Joachim Denzler and Herbert Süße and Josef Nägele and Karl-Heinz Wehking.
International Fall Workshop on Vision, Modelling, and Visualization (VMV). Pages 343-352. 2008.
[bibtex] [pdf] [abstract]
Efficient Adaptive Combination of Histograms for Real-Time Tracking
Ferid Bajramovic and Benjamin Deutsch and Christoph Gräßl and Joachim Denzler.
EURASIP Journal on Image and Video Processing, special issue Video Tracking in Complex Scenes for Surveillance Applications. 2008 : pp. 1-11. 2008.
[bibtex] [pdf]
An Efficient Shortest Triangle Paths Algorithm for Uncertainty-based Multi Camera Calibration
Ferid Bajramovic and Joachim Denzler.
Workshop on Omnidirectional Vision (OMNIVIS). 2008.
[bibtex]
Global Uncertainty-based Selection of Relative Poses for Multi Camera Calibration
Ferid Bajramovic and Joachim Denzler.
British Machine Vision Conference (BMVC). Pages 745-754. 2008.
[bibtex] [pdf]
Experimental Evaluation of Relative Pose Estimation Algorithms
Marcel Brückner and Ferid Bajramovic and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 431-438. 2008.
[bibtex] [pdf]
Pedestrian Recognition Using Combined Low-Resolution Depth and Intensity Images
Martin Rapus and Stefan Munder and Gregory Baratoff and Joachim Denzler.
IEEE Intelligent Vehicles Symposium. Pages 632-636. 2008.
[bibtex] [pdf] [abstract]
KLT Tracking Using Intrinsic and Extrinsic Camera Parameters in Consideration of Uncertainty
Michael Trummer and Joachim Denzler and Christoph Munkelt.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 346-351. 2008.
[bibtex] [pdf]
On Fusion of Range and Intensity Information Using Graph-Cut for Planar Patch Segmentation
Olaf Kähler and Erik Rodner and Joachim Denzler.
International Journal of Intelligent Systems Technologies and Applications. 5 (3/4) : pp. 365-373. 2008.
[bibtex] [pdf] [abstract]
Implicit Feedback between Reconstruction and Tracking in a Combined Optimization Approach
Olaf Kähler and Joachim Denzler.
Proceedings 30th Annual Symposium of the German Association for Pattern Recognition (DAGM2008). Pages 274-283. 2008.
[bibtex] [abstract]
Robust Real-Time SFM in a Combined Formulation of Tracking and Reconstruction
Olaf Kähler and Joachim Denzler.
International Fall Workshop Vision, Modelling, and Visualization (VMV). Pages 283-292. 2008.
[bibtex] [abstract]
2007
Benchmarking 3D Reconstructions from Next Best View Planning
Christoph Munkelt and Michael Trummer and Stefan Wenhardt and Joachim Denzler.
Machine Vision Applications (MVA). Pages 552-555. 2007.
[bibtex] [pdf]
Artists portray human faces with the Fourier statistics of complex natural scenes
Christoph Redies and Jan Hänisch and Marko Blickhan and Joachim Denzler.
Network: Computation in Neural Systems. 18 (3) : pp. 235-248. 2007.
[bibtex] [pdf] [web] [abstract]
Fractal-like image statistics in visual art: similarity to natural scenes
Christoph Redies and Jens Hasenstein and Joachim Denzler.
Spatial Vision. 21 (1-2) : pp. 97-117. 2007.
[bibtex] [pdf] [web]
Boosting Colored Local Features For Generic Object Recognition
Doaa Hegazy and Joachim Denzler.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). 2007. Extended abstract
[bibtex] [pdf]
Self-calibration with Partially Known Rotations
Ferid Bajramovic and Joachim Denzler.
DAGM Symposium on Pattern Recognition. Pages 1-10. 2007.
[bibtex] [pdf] [abstract]
Reading out 2D Barcode PDF417
Michael Trummer and Joachim Denzler.
Progress in Pattern Recognition, Springer, London. pp. 179-185. 2007.
[bibtex] [pdf]
On Fusion of Range and Intensity Information Using Graph-Cut for Planar Patch Segmentation
Olaf Kähler and Erik Rodner and Joachim Denzler.
Proceedings Dynamic 3D Imaging Workshop. Pages 113-121. 2007. also appeared in International Journal of Intelligent Systems Technologies and Applications, Vol. 5, No. 3/4, pp.365-373
[bibtex] [abstract]
Detecting Coplanar Feature Points in Handheld Image Sequences
Olaf Kähler and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 447-452. 2007.
[bibtex] [pdf] [abstract]
Rigid Motion Constraints for Tracking Planar Objects
Olaf Kähler and Joachim Denzler.
Proceedings 29th Annual Symposium of the German Association for Pattern Recognition (DAGM2007). Pages 102-111. 2007.
[bibtex] [abstract]
2006
A Comparison of Nearest Neighbor Search Algorithms for Generic Object Recognition
Bajramovic F. and Frank Mattern and Nicholas Butko and Joachim Denzler.
Advanced Concepts for Intelligent Vision Systems. Pages 1186-1197. 2006.
[bibtex] [pdf] [abstract]
Precise 3D Measurement with Standard Means and Minimal User Interaction -- Extended Single-view Reconstruction
Michael Trummer and Joachim Denzler and Herbert Süße.
International Conference on the Application of Computer Science and Mathematics in Architecture and Civil Engineering. 2006.
[bibtex] [pdf]
Detection of Planar Patches in Handheld Image Sequences
Olaf Kähler and Joachim Denzler.
Proceedings Photogrammetric Computer Vision 2006. Pages 37-42. 2006.
[bibtex] [pdf] [abstract]
An Information Theoretic Approach for Next Best View Planning in 3-D Reconstruction
Stefan Wenhardt and Benjamin Deutsch and Joachim Hornegger and Heinrich Niemann and Joachim Denzler.
International Conference on Pattern Recognition (ICPR). Pages 103-106. 2006.
[bibtex] [pdf] [abstract]
2005
A Comparative Evaluation of Template and Histogram Based 2D Tracking Algorithms
Benjamin Deutsch and Christoph Gräßl and Ferid Bajramovic and Joachim Denzler.
DAGM Symposium on Pattern Recognition. Pages 269-276. 2005.
[bibtex] [pdf] [abstract]
Efficient Combination of Histograms for Real-Time Tracking Using Mean-Shift and Trust-Region Optimization
Ferid Bajramovic and Christoph Gräßl and Joachim Denzler.
DAGM Symposium on Pattern Recognition. Pages 254-261. 2005.
[bibtex] [pdf] [abstract]
Adaptive Performance-Based Classifier Combination for Generic Object Recognition
Frank Mattern and Torsten Rohlfing and Joachim Denzler.
Vision, Modeling, and Visualization. Pages 139-146. 2005.
[bibtex] [pdf]
Metrische 3-D-Vermessung einer Straßenszene mit Spezialwissen unter minimaler Interaktion -- Erweiterte monokulare Rekonstruktion
Michael Trummer and Herbert Süße and Joachim Denzler and F. Ditrich.
Publikationen der Deutschen Geselllschaft für Photogrammetrie, Fernerkundung und Geoinformation e.V.. 14 : pp. 39-46. 2005.
[bibtex] [pdf]
Self-Organizing, Adaptive Data Fusion for 3d Object Tracking
Olaf Kähler and Joachim Denzler.
ARCS 2005 - Organic and Pervasive Computing, Workshops Proceedings. Pages 109-116. 2005.
[bibtex] [pdf]
2004
Active Sensing Strategies for Robotic Platforms, with an Application in Vision-Based Gripping
Benjamin Deutsch and Frank Deinzer and Matthias Zobel and Joachim Denzler.
International Conference on Informatics in Control, Automation and Robotics. Pages 169-176. 2004.
[bibtex] [pdf]
Multi-Step Entropy Based Sensor Control for Visual Object Tracking
Benjamin Deutsch and Matthias Zobel and Joachim Denzler and Heinrich Niemann.
DAGM 2004: Pattern Recognition. Pages 359-366. 2004.
[bibtex] [pdf]
Comparison of Appearance Based Methods for Generic Object Recognition
Frank Mattern and Joachim Denzler.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 14 (2) : pp. 255-261. 2004.
[bibtex] [pdf]
Image-Based Modeling and its Application in Image Processing
Heinrich Niemann and Joachim Denzler and Benno Heigl and Florian Vogt and Christoph H. Schick and Sophie M. Krüger and Werner Hohenberger.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 14 (2) : pp. 184-189. 2004.
[bibtex] [pdf]
Calibration of Real Scenes for the Reconstruction of Dynamic Light Fields
Ingo Scholz and Joachim Denzler and Heinrich Niemann.
IEICE Transactions on Information \& Systems. E87-D (1) : pp. 42-49. 2004.
[bibtex] [pdf]
Hierarchical Sensor Data Fusion by Probabilistic Cue Integration for Robust 3--D Object Tracking
Olaf Kähler and Joachim Denzler and Jochen Triesch.
IEEE Southwest Symposium on Image Analysis and Interpretation. Pages 216-220. 2004.
[bibtex] [pdf]
On Minimizing Errors in 3-D-Reconstruction for Stereo Camera Systems
Stefan Wenhardt and Joachim Denzler and Heinrich Niemann.
7th International Conference on Pattern Recognition and Image Analysis 2004: New Information Technologies. Pages 562-565. 2004.
[bibtex]
Progressive Attenuation Fields: Fast 2D-3D Image Registration Without Precomputation
Torsten Rohlfing and Daniel B. Russakoff and Joachim Denzler and Calvin R. Maurer.
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI). Pages 631-638. 2004.
[bibtex] [web] [abstract]
Markerless Real-Time Target Region Tracking: Application to Frameless Sterotactic Radiosurgery
Torsten Rohlfing and Joachim Denzler and Daniel B. Russakoff and Christoph Gräßl and Calvin R. Maurer.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 5-12. 2004.
[bibtex]
2003
Viewpoint Selection - Planning Optimal Sequences of Views for Object Recognition
Frank Deinzer and Joachim Denzler and Heinrich Niemann.
International Conference on Computer Analysis of Images and Patterns (CAIP). Pages 65-73. 2003.
[bibtex] [pdf] [abstract]
Comparison of Appearance Based Methods for Generic Object Recognition
Frank Mattern and Joachim Denzler.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). 2003.
[bibtex] [pdf]
Image-Based Modeling and its Application in Image Processing
Heinrich Niemann and Joachim Denzler and Benno Heigl and Florian Vogt and Christoph H. Schick and Sophie M. Krüger and Werner Hohenberger.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 14-17. 2003.
[bibtex]
Plenoptic Models in Robot Vision
Joachim Denzler and Benno Heigl and Matthias Zobel and Heinrich Niemann.
Künstliche Intelligenz. pp. 62-68. 2003.
[bibtex] [pdf]
Information Theoretic Focal Length Selection for Real-Time Active 3-D Object Tracking
Joachim Denzler and Matthias Zobel and Heinrich Niemann.
International Conference on Computer Vision. Pages 400-407. 2003.
[bibtex] [pdf]
How Fusion of Multiple Views Can Improve Object Recognition in Real-World Environments
Marcin Grzegorzek and Frank Deinzer and Michael Reinhold and Joachim Denzler and Heinrich Niemann.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 553-560. 2003. isbn = 3-89838-048-3
[bibtex] [pdf]
MOBSY: Integration of Vision and Dialogue in Service Robots
Matthias Zobel and Joachim Denzler and Benno Heigl and Elmar Nöth and Dietrich Paulus and Jochen Schmidt and Georg Stemmer.
Machine Vision and Applications. 14 (1) : pp. 26-34. 2003.
[bibtex]
Bayesian controller versus traditional controllers
Rainer Deventer and Joachim Denzler and Heinrich Niemann.
2003 International Conference on Computational Intelligence for Modelling Control and Automation. 2003.
[bibtex] [pdf]
Using Test Plans for Bayesian Modeling
Rainer Deventer and Joachim Denzler and Heinrich Niemann and Oliver Kreis.
Machine Learning and Data Mining in Pattern Recognition. Pages 307-316. 2003.
[bibtex] [pdf] [abstract]
2002
Appearance Based Generic Object Modeling and Recognition Using Probabilistic Principal Component Analysis
Christopher Drexler and Frank Mattern and Joachim Denzler.
DAGM Symposium of Pattern Recognition. Pages 100-108. 2002. isbn = 3-540-44209-X
[bibtex] [pdf] [abstract]
Generic Hierarchic Object Models and Classification based on Probabilistic PCA
Christopher Drexler and Frank Mattern and Joachim Denzler.
IAPR Workshop on Machine Vision Applications. Pages 435-438. 2002. isbn = 4-901122-02-9
[bibtex] [pdf] [abstract]
Improving Object Recognition By Fusion Of Multiple Views
Frank Deinzer and Joachim Denzler and Heinrich Niemann.
Indian Conference on Computer Vision Graphics and Image Processing. Pages 161-166. 2002.
[bibtex]
Calibration of Real Scenes for the Reconstruction of Dynamic Light Fields
Ingo Scholz and Joachim Denzler and Heinrich Niemann.
. Pages 32-35. 2002. isbn = 4-901122-02-9
[bibtex] [pdf]
Information Theoretic Sensor Data Selection for Active Object Recognition and State Estimation
Joachim Denzler and Christopher M. Brown.
IEEE Transactions on Pattern Analysis and Machine Intelligence. 24 (2) : pp. 145-157. 2002.
[bibtex] [pdf]
On Optimal Camera Parameter Selection in Kalman Filter Based Object Tracking
Joachim Denzler and Matthias Zobel and Heinrich Niemann.
Pattern Recognition. Pages 17-25. 2002. isbn = 3-540-44209-X
[bibtex] [pdf]
Probabilistic Integration of Cues From Multiple Cameras
Joachim Denzler and Matthias Zobel and Jochen Triesch.
Dynamic Perception. Pages 309-314. 2002.
[bibtex] [pdf]
Binocular 3-D Object Tracking with Varying Focal Lengths
Matthias Zobel and Joachim Denzler and Heinrich Niemann.
IASTED International Conference on Signal Processing, Pattern Recognition, and Application. Pages 325-330. 2002.
[bibtex] [pdf] [abstract]
Entropy Based Camera Control for Visual Object Tracking
Matthias Zobel and Joachim Denzler and Heinrich Niemann.
International Conference on Image Processing (ICIP). Pages 901-904. 2002.
[bibtex] [pdf] [abstract]
Application of Bayesian controllers to dynamic system
Rainer Deventer and Joachim Denzler and Heinrich Niemann.
Workshop in Hybrid Intelligent Systems (HIS). Pages 555-569. 2002.
[bibtex] [pdf]
Bayesian Control of Dynamic Systems (to be published)
Rainer Deventer and Joachim Denzler and Heinrich Niemann. 2002.
[bibtex]
Using Non-Markov models for the control of Dynamic Systems
Rainer Deventer and Joachim Denzler and Heinrich Niemann.
Engineering of Intelligent Systems (EIS). Pages 70 (complete pa. 2002.
[bibtex] [pdf] [abstract]
2001
On Fusion of Multiple Views for Active Object Recognition
Frank Deinzer and Joachim Denzler and Heinrich Niemann.
. Pages 239-245. 2001.
[bibtex]
Optimal Camera Parameter Selection for State Estimation with Applications in Object Recognition
Joachim Denzler and Christopher M. Brown and Heinrich Niemann.
. Pages 305-312. 2001.
[bibtex] [pdf]
MOBSY: Integration of Vision and Dialogue in Service Robots
Matthias Zobel and Joachim Denzler and Benno Heigl and Elmar Nöth and Dietrich Paulus and Jochen Schmidt and Georg Stemmer.
Computer Vision Systems, Proceedings Second International Workshop, ICVS 2001 Vancouver, Canada, July 7-8, 2001. Pages 50-62. 2001. Lecture Notes in Computer Science 2095
[bibtex] [pdf]
Demonstration von Bildverarbeitung und Sprachverstehen in der Dienstleistungsrobotik
Matthias Zobel and Joachim Denzler and Benno Heigl and Elmar Nöth and Paulus D. and Jochen Schmidt and Georg Stemmer.
Autonome Mobile Systeme 2001, 17. Fachgespräch, Stuttgart, 11./12. Oktober 2001. Pages 141-147. 2001.
[bibtex] [pdf]
2000
Combining Computer Graphics and Computer Vision for Probabilistic Visual Robot Navigation
Benno Heigl and Joachim Denzler and Heinrich Niemann.
Enhanced and Synthetic Vision 2000. Pages 226-235. 2000. issn: 0277786X
[bibtex] [pdf]
Active Computer Vision System
Dietrich Paulus and Christopher Drexler and Michael Reinhold and Matthias Zobel and Joachim Denzler.
Computer Architectures for Machine Perception. Pages 18-27. 2000.
[bibtex] [pdf]
Active Knowledge-Based Scene Analysis
Dietrich Paulus and Ulrike Ahlrichs and Benno Heigl and Joachim Denzler and Joachim Hornegger and Matthias Zobel and Heinrich Niemann.
videre. 1 (4) : 2000. online-journal
[bibtex] [pdf]
Classifier Independent Viewpoint Selection for 3-D Object Recognition
Frank Deinzer and Joachim Denzler and Heinrich Niemann.
Mustererkennung 2000. Pages 237-244. 2000. isbn = 3-540-67886-7
[bibtex] [pdf]
Viewpoint Selection - A Classifier Independent Learning Approach
Frank Deinzer and Joachim Denzler and Heinrich Niemann.
IEEE Southwest Symposium on Image Analysis and Interpretation. Pages 209-213. 2000.
[bibtex] [pdf]
Active Vision
Joachim Denzler. 2000.
[bibtex]
Object Tracking in Image Sequences
Joachim Denzler and Matthias Zobel. 2000.
[bibtex]
Robust Facial Feature Localization by Coupled Features
Matthias Zobel and Arnd Gebhard and Dietrich Paulus and Joachim Denzler and Heinrich Niemann.
IEEE International Conference on Automatic Face and Gesture Recognition (FG). Pages 2-7. 2000.
[bibtex] [pdf] [abstract]
Active Appearance-Based Object Recognition Using Viewpoint Selection
Michael Reinhold and Frank Deinzer and Joachim Denzler and Dietrich Paulus and J. Pösl.
Vision Modeling and Visualization 99. Pages 105-112. 2000.
[bibtex]
Control of Dynamic Systems Using Bayesian Networks
Rainer Deventer and Joachim Denzler and Heinrich Niemann.
IBERAMIA/SBIA Workshops (Atibaia, S\~ao Paulo, Brazil). Pages 33-39. 2000.
[bibtex] [pdf] [abstract]
Non-linear modeling of a production process by hybrid Bayesian Networks
Rainer Deventer and Joachim Denzler and Heinrich Niemann.
European Conference on Artificial Intelligence. Pages 576-580. 2000.
[bibtex] [pdf]
Sichtbasierte Personeneskortierung mittels einer autonomen mobilen Plattform
Ralf Schug and Matthias Zobel and Joachim Denzler and Heinrich Niemann.
Robotik 2000: Leistungsstand - Anwendungen - Visionen - Trends. Pages 459-464. 2000.
[bibtex] [pdf] [abstract]
1999
Plenoptic Modeling and Rendering from Image Sequences Taken by a Hand-Held Camera
Benno Heigl and Reinhard Koch and Marc Pollefeys and Joachim Denzler and Luc Van Gool.
Mustererkennung 1999. Pages 94-101. 1999.
[bibtex] [pdf] [abstract]
Probabilistisch modellierte Blicksteuerung zur Selbstlokalisation anhand natürlicher Landmarken
Christopher Drexler and Carmen Frank and Joachim Denzler and Heinrich Niemann.
Autonome Mobile Systeme. Pages 221-230. 1999.
[bibtex] [pdf] [abstract]
Active Knowledge Based Scene Analysis
Dietrich Paulus and Ulrike Ahlrichs and Benno Heigl and Joachim Denzler and Joachim Hornegger and Heinrich Niemann.
Computer Vision Systems. 1999.
[bibtex] [pdf]
Radial Representation of Active Contours
Joachim Denzler.
CVonline: The Evolving, Distributed, Non-Proprietary, On-Line Compendium of Computer Vision. 1999. http://www.dai.ed.ac.uk/CVonline/
[bibtex]
Active Rays: Polar-transformed Active Contours for Real-Time Contour Tracking
Joachim Denzler and Heinrich Niemann.
Journal on Real-Time Imaging. 5 (3) : pp. 203-213. 1999.
[bibtex]
Coupling Rays - Probabilistic Modeling of Spatial Dependencies
Matthias Zobel and Joachim Denzler and Heinrich Niemann.
International Conference on Imaging Science, Systems, and Technology (CISST). Pages 416-422. 1999.
[bibtex] [pdf]
Tracking of Probabilistically Coupled Features
Matthias Zobel and Joachim Denzler and Heinrich Niemann.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 133-140. 1999.
[bibtex]
Knowledge Based Image and Speech Analysis for Service Robots
Ulrike Ahlrichs and Fischer J. and Joachim Denzler and Christopher Drexler and Heinrich Niemann and Elmar Nöth and Dietrich Paulus.
Integration of Speech and Image Understanding. Pages 21-47. 1999.
[bibtex] [pdf]
1998
On the Application of Lightfield Reconstruction for Statistical Object Recognition
Benno Heigl and Joachim Denzler and Heinrich Niemann.
European Signal Processing Conference (EUSIPCO). Pages 1101-1104. 1998.
[bibtex] [pdf]
The Dialogue with the Scene: Probabilistic Knowledge Based Active Vision
Joachim Denzler.
Knowledge Based Computer Vision. Pages 44-45. 1998. Dagstuhl Seminar Report 196
[bibtex]
An Efficient Combination of 2D and 3D Shape Description for Contour Based Tracking of Moving Objects
Joachim Denzler and Benno Heigl and Heinrich Niemann.
Computer Vision - ECCV 98. Pages 843-857. 1998. Lecture Notes in Computer Science puplisher: Springer Verlag
[bibtex] [pdf]
1997
Model Based Extraction of Articulated Objects in Image Sequences for Gait Analysis
Dorthe Meyer and Joachim Denzler and Heinrich Niemann.
Fourth International Conference on Image Processing. Pages 78-81. 1997.
[bibtex] [pdf]
Aktives Sehen zur Echtzeitobjektverfolgung
Joachim Denzler. 1997.
[bibtex]
Active Rays: Polar-transformed Active Contours for Real-Time Contour Tracking
Joachim Denzler and Heinrich Niemann.
Journal on Real-Time Imaging. pp. (to appear). 1997. (to appear)
[bibtex] [pdf]
COBOLT: Ein System zur datengetriebenen Verfolgung bewegter Objekte in Echtzeit
Joachim Denzler and Heinrich Niemann.
Mustererkennung 1997. Pages 209-216. 1997.
[bibtex] [pdf]
Real-Time Pedestrian Tracking in Natural Scenes
Joachim Denzler and Heinrich Niemann.
Computer Analysis of Images and Patterns, CAIP'97, Kiel 1997. Pages 42-49. 1997. Lecture Notes in Computer Science puplisher: Springer Verlag
[bibtex] [pdf]
Analysis of Voice-Onset Using Active Rays and Hidden Markov Models
O. Jesorsky and Joachim Denzler and E. Nöth and T. Wittenberg.
Advances in Quantitative Laryngoscopy. Pages 51-58. 1997.
[bibtex] [pdf]
1996
3D Data Driven Prediction for Active Contour Models based on Geometric Bounding Volumes
Joachim Denzler and Heinrich Niemann.
Pattern Reconition Letters. 17 (11) : pp. 1171-1178. 1996.
[bibtex] [pdf]
3D Data Driven Prediction for Active Contour Models with Application to Car Tracking
Joachim Denzler and Heinrich Niemann.
IAPR Workshop on Machine Vision Applications. Pages 204-207. 1996.
[bibtex] [pdf]
A New Energy Term Combining Kalman-Filter and Active Contour Models for Object Tracking
Joachim Denzler and Heinrich Niemann.
Machine Graphics \& Vision. 5 (1/2) : pp. 157-165. 1996.
[bibtex] [pdf]
Active Rays: A New Approach to Contour Tracking
Joachim Denzler and Heinrich Niemann.
Speech and Image Understanding. Pages 301-310. 1996.
[bibtex] [pdf]
Active Rays: A New Approach to Contour Tracking
Joachim Denzler and Heinrich Niemann.
International Journal of Computing and Information Technology. 4 (1) : pp. 9-16. 1996.
[bibtex] [pdf]
Echtzeitobjektverfolgung mit aktiven Strahlen
Joachim Denzler and Heinrich Niemann.
Mustererkennung 1996. Pages 84-91. 1996.
[bibtex] [pdf]
Statistical Approach to Classification of Flow Patterns for Motion Detection
Joachim Denzler and V. Schle&ssuml; and Dietrich Paulus and Heinrich Niemann.
International Conference on Image Processing (ICIP). Pages I/517-I/520. 1996.
[bibtex] [pdf]
Sprachgesteuerte Fovealisierung und Vergenz
Ulrike Ahlrichs and Joachim Denzler and Ralf Kompe and Heinrich Niemann.
Aktives Sehen in biologischen und technischen Systemen. Pages 52-59. 1996.
[bibtex] [pdf] [abstract]
1995
Farbsegmentierung für aktives Sehen
Joachim Denzler and Benno Heigl and Dietrich Paulus.
Erster Workshop Farbbildverarbeitung. Pages 9-12. 1995.
[bibtex] [pdf]
Combination of Simple Vision Modules for Robust Real-Time Motion Tracking
Joachim Denzler and Heinrich Niemann.
European Transactions on Telecommunications. 5 (3) : pp. 275-286. 1995.
[bibtex] [pdf] [abstract]
Evaluating the Performance of Active Contour Models for Real-Time Object Tracking
Joachim Denzler and Heinrich Niemann.
Asian Conference on Computer Vision (ACCV). Pages II/341-II/345. 1995.
[bibtex] [pdf] [abstract]
1994
Active Motion Detection and Object Tracking
Joachim Denzler and Dietrich Paulus.
International Conference on Image Processing (ICIP). Pages 635-639. 1994.
[bibtex] [pdf] [abstract]
A Two Stage Real-Time Object Tracking System
Joachim Denzler and Heinrich Niemann. 1994.
[bibtex] [pdf] [abstract]
A Two Stage Real-Time Object Tracking System
Joachim Denzler and Heinrich Niemann.
International Journal of Computing and Information Technology. 2 (3) : pp. 211-222. 1994.
[bibtex] [pdf]
Learning, Tracking and Recognition of 3D-Objects
Joachim Denzler and R. Beß and Joachim Hornegger and Heinrich Niemann and Dietrich Paulus.
International Conference on Intelligent Robots and Systems. Pages 89-96. 1994. adress: München
[bibtex] [pdf] [abstract]
1993
Möglichkeiten und Grenzen aktiven Sehens mit passiven Sensoren
Dietrich Paulus and Joachim Denzler.
Autonome Mobile Systeme 1993. Pages 275-287. 1993.
[bibtex] [abstract]
Going Back to the Source: Inverse Filtering of the Speech Signal with ANNs
Joachim Denzler and Ralf Kompe and Adnreas Kießling and Heinrich Niemann and Elmar Nöth.
EUROSPEECH. Pages 111-114. 1993.
[bibtex] [pdf] [abstract]