Joachim Denzler

Orcid: 0000-0002-3193-3300

Affiliations:
  • Friedrich Schiller University Jena, Institute of Computer Science


According to our database1, Joachim Denzler authored at least 305 papers between 1993 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Embracing the black box: Heading towards foundation models for causal discovery from time series data.
CoRR, 2024

JeFaPaTo - A joint toolbox for blinking analysis and facial features extraction.
CoRR, 2024

Deep Learning-based Group Causal Inference in Multivariate Time-series.
CoRR, 2024

When Medical Imaging Met Self-Attention: A Love Story That Didn't Quite Work out.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

Reducing Bias in Pre-Trained Models by Tuning While Penalizing Change.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

Privacy-Preserving Face Recognition in Hybrid Frequency-Color Domain.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

2023
Gradient Statistics-Based Multi-Objective Optimization in Physics-Informed Neural Networks.
Sensors, October, 2023

Automated Visual Monitoring of Nocturnal Insects with Light-based Camera Traps.
CoRR, 2023

Let's Get the FACS Straight: Reconstructing Obstructed Facial Features.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

Interpreting Art by Leveraging Pre-Trained Models.
Proceedings of the 18th International Conference on Machine Vision and Applications, 2023

From Faces to Volumes - Measuring Volumetric Asymmetry in 3D Facial Palsy Scans.
Proceedings of the Advances in Visual Computing - 18th International Symposium, 2023

Using 2D and 3D Face Representations to Generate Comprehensive Facial Electromyography Intensity Maps.
Proceedings of the Advances in Visual Computing - 18th International Symposium, 2023

Analyzing the Behavior of Cauliflower Harvest-Readiness Models by Investigating Feature Relevances.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Unified Automatic Plant Cover and Phenology Prediction.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Improving Data Efficiency for Plant Cover Prediction with Label Interpolation and Monte-Carlo Cropping.
Proceedings of the Pattern Recognition - 45th DAGM German Conference, 2023

Simplified Concrete Dropout - Improving the Generation of Attribution Masks for Fine-Grained Classification.
Proceedings of the Pattern Recognition - 45th DAGM German Conference, 2023

Beyond Debiasing: Actively Steering Feature Selection via Loss Regularization.
Proceedings of the Pattern Recognition - 45th DAGM German Conference, 2023

Improved Obstructed Facial Feature Reconstruction for Emotion Recognition with Minimal Change CycleGANs.
Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2023

2022
Generative adversarial networks for biomedical time series forecasting and imputation.
J. Biomed. Informatics, 2022

Image Classification with Small Datasets: Overview and Benchmark.
CoRR, 2022

Is it worth it? An experimental comparison of six deep- and classical machine learning methods for unsupervised anomaly detection in time series.
CoRR, 2022

Sequential Causal Effect Variational Autoencoder: Time Series Causal Link Estimation under Hidden Confounding.
CoRR, 2022

Causal Discovery using Model Invariance through Knockoff Interventions.
CoRR, 2022

Image Classification With Small Datasets: Overview and Benchmark.
IEEE Access, 2022

Beyond Global Average Pooling: Alternative Feature Aggregations for Weakly Supervised Localization.
Proceedings of the 17th International Joint Conference on Computer Vision, 2022

Self-supervised Learning from Semantically Imprecise Data.
Proceedings of the 17th International Joint Conference on Computer Vision, 2022

Weakly-supervised Localization of Multiple Objects in Images using Cosine Loss.
Proceedings of the 17th International Joint Conference on Computer Vision, 2022

Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High German.
Proceedings of the 18th Workshop on Multiword Expressions, 2022

Automatic Objective Severity Grading of Peripheral Facial Palsy Using 3D Radial Curves Extracted from Point Clouds.
Proceedings of the Challenges of Trustable AI and Added-Value on Health, 2022

Towards a Unified Benchmark for Monocular Radial Distortion Correction and the Importance of Testing on Real-World Data.
Proceedings of the Pattern Recognition and Artificial Intelligence, 2022

Occlusion-Robustness of Convolutional Neural Networks via Inverted Cutout.
Proceedings of the 26th International Conference on Pattern Recognition, 2022

Investigating Neural Network Training on a Feature Level Using Conditional Independence.
Proceedings of the Computer Vision - ECCV 2022 Workshops, 2022

Outcome Prediction and Murmur Detection in Sets of Phonocardiograms by a Deep Learning-Based Ensemble Approach.
Proceedings of the Computing in Cardiology, 2022

2021
Domain Adaptation and Active Learning for Fine-Grained Recognition in the Field of Biodiversity.
CoRR, 2021

A Strong Baseline for the VIPriors Data-Efficient Image Classification Challenge.
CoRR, 2021

Towards Learning an Unbiased Classifier from Biased Data via Conditional Adversarial Debiasing.
CoRR, 2021

Counterfactual Generation with Knockoffs.
CoRR, 2021

A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model.
IEEE Access, 2021

Analyzing the Direction of Emotional Influence in Nonverbal Dyadic Communication: A Facial-Expression Study.
IEEE Access, 2021

Lightweight Filtering of Noisy Web Data: Augmenting Fine-grained Datasets with Selected Internet Images.
Proceedings of the 16th International Joint Conference on Computer Vision, 2021

WikiChurches: A Fine-Grained Dataset of Architectural Styles with Real-World Challenges.
Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1, 2021

Detecting Scenes in Fiction Using the Embedding Delta Signal.
Proceedings of the Shared Task on Scene Segmentation co-located with the 17th Conference on Natural Language Processing (KONVENS 2021), 2021

Facial Behavior Analysis using 4D Curvature Statistics for Presentation Attack Detection.
Proceedings of the 9th IEEE International Workshop on Biometrics and Forensics, 2021

Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning.
Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021

Causal Inference in Non-linear Time-series using Deep Networks and Knockoff Counterfactuals.
Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021

Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Automatic Plant Cover Estimation with Convolutional Neural Networks.
Proceedings of the 51. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2021 - Computer Science & Sustainability, Berlin, Germany, 27. September, 2021

Deep Learning Pipeline for Automated Visual Moth Monitoring: Insect Localization and Species Classification.
Proceedings of the 51. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2021 - Computer Science & Sustainability, Berlin, Germany, 27. September, 2021

Carpe Diem: A Lifelong Learning Tool for Automated Wildlife Surveillance.
Proceedings of the 51. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2021 - Computer Science & Sustainability, Berlin, Germany, 27. September, 2021

Exploiting Web Images for Moth Species Classification.
Proceedings of the 51. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2021 - Computer Science & Sustainability, Berlin, Germany, 27. September, 2021

Minimizing the Annotation Effort for Detecting Wildlife in Camera Trap Images with Active Learning.
Proceedings of the 51. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2021 - Computer Science & Sustainability, Berlin, Germany, 27. September, 2021

Conditional Adversarial Debiasing: Towards Learning Unbiased Classifiers from Biased Data.
Proceedings of the Pattern Recognition - 43rd DAGM German Conference, DAGM GCPR 2021, Bonn, Germany, September 28, 2021

Investigating the Consistency of Uncertainty Sampling in Deep Active Learning.
Proceedings of the Pattern Recognition - 43rd DAGM German Conference, DAGM GCPR 2021, Bonn, Germany, September 28, 2021

Weakly Supervised Segmentation Pretraining for Plant Cover Prediction.
Proceedings of the Pattern Recognition - 43rd DAGM German Conference, DAGM GCPR 2021, Bonn, Germany, September 28, 2021

End-to-End Learning of Fisher Vector Encodings for Part Features in Fine-Grained Recognition.
Proceedings of the Pattern Recognition - 43rd DAGM German Conference, DAGM GCPR 2021, Bonn, Germany, September 28, 2021

EarthNet2021: A Large-Scale Dataset and Challenge for Earth Surface Forecasting as a Guided Video Prediction Task.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

Conditional Dependence Tests Reveal the Usage of ABCD Rule Features and Bias Variables in Automatic Skin Lesion Classification.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

2020
Region-Based Edge Convolutions With Geometric Attributes for the Semantic Segmentation of Large-Scale 3-D Point Clouds.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

The Whole Is More Than Its Parts? From Explicit to Implicit Pose Normalization.
IEEE Trans. Pattern Anal. Mach. Intell., 2020

Active and Incremental Learning with Weak Supervision.
Künstliche Intell., 2020

Do We Train on Test Data? Purging CIFAR of Near-Duplicates.
J. Imaging, 2020

Analysing the Direction of Emotional Influence in Nonverbal Dyadic Communication: A Facial-Expression Study.
CoRR, 2020

EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts.
CoRR, 2020

End-to-end Learning of a Fisher Vector Encoding for Part Features in Fine-grained Recognition.
CoRR, 2020

Single-Shot 3D Detection of Vehicles from Monocular RGB Images via Geometry Constrained Keypoints in Real-Time.
CoRR, 2020

Visibility Guided NMS: Efficient Boosting of Amodal Object Detection in Crowded Traffic Scenes.
CoRR, 2020

Sensor Artificial Intelligence and its Application to Space Systems - A White Paper.
CoRR, 2020

Cityscapes 3D: Dataset and Benchmark for 9 DoF Vehicle Detection.
CoRR, 2020

Deep Learning on Small Datasets without Pre-Training using Cosine Loss.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2020

Automatic and Objective Facial Palsy Grading Index Prediction Using Deep Feature Regression.
Proceedings of the Medical Image Understanding and Analysis - 24th Annual Conference, 2020

Single-Shot 3D Detection of Vehicles from Monocular RGB Images via Geometrically Constrained Keypoints in Real-Time.
Proceedings of the IEEE Intelligent Vehicles Symposium, 2020

Making Every Label Count: Handling Semantic Imprecision by Integrating Domain Knowledge.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Finding Relevant Flood Images on Twitter Using Content-Based Filters.
Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

Content-Based Image Retrieval and the Semantic Gap in the Deep Learning Era.
Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

Determining the Relevance of Features for Deep Neural Networks.
Proceedings of the Computer Vision - ECCV 2020, 2020

Towards Confirmable Automated Plant Cover Determination.
Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020

2019
Detecting Regions of Maximal Divergence for Spatio-Temporal Anomaly Detection.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

Deep learning and process understanding for data-driven Earth system science.
Nat., 2019

LOST: A flexible framework for semi-automatic image annotation.
CoRR, 2019

Facial Behavior Analysis using 4D Curvature Statistics for Presentation Attack Detection.
CoRR, 2019

Self-supervised Data Bootstrapping for Deep Optical Character Recognition of Identity Documents.
CoRR, 2019

Enhancing Flood Impact Analysis using Interactive Retrieval of Social Media Images.
CoRR, 2019

Hierarchy-Based Image Embeddings for Semantic Image Retrieval.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2019

Causal Inference in Nonverbal Dyadic Communication with Relevant Interval Selection and Granger Causality.
Proceedings of the 14th International Joint Conference on Computer Vision, 2019

Active Learning for Deep Object Detection.
Proceedings of the 14th International Joint Conference on Computer Vision, 2019

Beyond Bounding Boxes: Using Bounding Shapes for Real-Time 3D Vehicle Detection from Monocular RGB Images.
Proceedings of the 2019 IEEE Intelligent Vehicles Symposium, 2019

Registration of High Resolution Sar and Optical Satellite Imagery Using Fully Convolutional Networks.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Edge-Convolution Point Net for Semantic Segmentation of Large-Scale Point Clouds.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

ELPephants: A Fine-Grained Dataset for Elephant Re-Identification.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection.
Proceedings of the Pattern Recognition, 2019

Time-Frequency Causal Inference Uncovers Anomalous Events in Environmental Systems.
Proceedings of the Pattern Recognition, 2019

Predicting Landscapes from Environmental Conditions Using Generative Networks.
Proceedings of the Pattern Recognition, 2019

Classification-Specific Parts for Improving Fine-Grained Visual Categorization.
Proceedings of the Pattern Recognition, 2019

Not Just a Matter of Semantics: The Relationship Between Visual and Semantic Similarity.
Proceedings of the Pattern Recognition, 2019

Integrating Domain Knowledge: Using Hierarchies to Improve Deep Classifiers.
Proceedings of the Pattern Recognition - 5th Asian Conference, 2019

2018
Towards Automatic Identification of Elephants in the Wild.
CoRR, 2018

Not just a matter of semantics: the relationship between visual similarity and semantic similarity.
CoRR, 2018

Automatic Query Image Disambiguation for Content-based Image Retrieval.
Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2018), 2018

MB-Net: MergeBoxes for Real-Time 3D Vehicles Detection.
Proceedings of the 2018 IEEE Intelligent Vehicles Symposium, 2018

Predicting Landscapes as Seen from Space from Environmental Conditions.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Putting User Reputation on the Map: Unsupervised Quality Control for Crowdsourced Historical Data.
Proceedings of the 2nd ACM SIGSPATIAL Workshop on Geospatial Humanities, 2018

Information-Theoretic Active Learning for Content-Based Image Retrieval.
Proceedings of the Pattern Recognition - 40th German Conference, 2018

Active Learning for Regression Tasks with Expected Model Output Changes.
Proceedings of the British Machine Vision Conference 2018, 2018

2017
Multi-marker tracking for large-scale X-ray stereo video data.
Signal Process. Image Commun., 2017

Emergent Techniques and Applications for Big Visual Data.
Int. J. Digit. Multim. Broadcast., 2017

Large-Scale Gaussian Process Inference with Generalized Histogram Intersection Kernels for Visual Recognition Tasks.
Int. J. Comput. Vis., 2017

Her2 Challenge Contest: A Detailed Assessment of Automated Her2 Scoring Algorithms in Whole Slide Images of Breast Cancer Tissues.
CoRR, 2017

Fast Learning and Prediction for Object Detection using Whitened CNN Features.
CoRR, 2017

Automatic Classification of Cancerous Tissue in Laserendomicroscopy Images of the Oral Cavity using Deep Learning.
CoRR, 2017

Anatomical Landmark Tracking by One-shot Learned Priors for Augmented Active Appearance Models.
Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017) - Volume 6: VISAPP, Porto, Portugal, February 27, 2017

Using Color Difference Equations for Calculating Gradient Images.
Proceedings of the 13th International Conference on Signal-Image Technology & Internet-Based Systems, 2017

From corners to rectangles - Directional road sign detection using learned corner representations.
Proceedings of the IEEE Intelligent Vehicles Symposium, 2017

Towards unconstrained content recognition of additional traffic signs.
Proceedings of the IEEE Intelligent Vehicles Symposium, 2017

Unsupervised Group Activity Detection by Hierarchical Dirichlet Processes.
Proceedings of the Image Analysis and Recognition - 14th International Conference, 2017

Towards Automated Visual Monitoring of Individual Gorillas in the Wild.
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

Generalized Orderless Pooling Performs Implicit Salient Matching.
Proceedings of the IEEE International Conference on Computer Vision, 2017

One-Shot Learned Priors in Augmented Active Appearance Models for Anatomical Landmark Tracking.
Proceedings of the Computer Vision, Imaging and Computer Graphics - Theory and Applications, 2017

A Feedback Estimation Approach for Therapeutic Facial Training.
Proceedings of the 12th IEEE International Conference on Automatic Face & Gesture Recognition, 2017

Judging Aesthetic Quality in Paintings Based on Artistic Inspired Color Features.
Proceedings of the 2017 International Conference on Digital Image Computing: Techniques and Applications, 2017

Semantic Segmentation of Outdoor Areas Using 3D Moment Invariants and Contextual Cues.
Proceedings of the Pattern Recognition - 39th German Conference, 2017

Finding the Unknown: Novelty Detection with Extreme Value Signatures of Deep Neural Activations.
Proceedings of the Pattern Recognition - 39th German Conference, 2017

2016
ImageNet pre-trained models with batch normalization.
CoRR, 2016

Maximally Divergent Intervals for Anomaly Detection.
CoRR, 2016

Active and Continuous Exploration with Deep Neural Networks and Expected Model Output Changes.
CoRR, 2016

Neither Quick Nor Proper - Evaluation of QuickProp for Learning Deep Neural Networks.
CoRR, 2016

Color: A Crucial Factor for Aesthetic Quality Assessment in a Subjective Dataset of Paintings.
CoRR, 2016

Facial Paresis Index Prediction by Exploiting Active Appearance Models for Compact Discriminative Features.
Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2016), 2016

Unsupervised Framework for Interactions Modeling between Multiple Objects.
Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2016), 2016

Additional traffic sign detection using learned corner representations.
Proceedings of the 2016 IEEE Intelligent Vehicles Symposium, 2016

Watch, Ask, Learn, and Improve: a lifelong learning cycle for visual recognition.
Proceedings of the 24th European Symposium on Artificial Neural Networks, 2016

Convolutional Neural Networks as a Computational Model for the Underlying Processes of Aesthetics Perception.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

Large-Scale Active Learning with Approximations of Expected Model Output Changes.
Proceedings of the Pattern Recognition - 38th German Conference, 2016

Chimpanzee Faces in the Wild: Log-Euclidean CNNs for Predicting Identities and Attributes of Primates.
Proceedings of the Pattern Recognition - 38th German Conference, 2016

SeaCLEF 2016: Object Proposal Classification for Fish Detection in Underwater Videos.
Proceedings of the Working Notes of CLEF 2016, 2016

Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches.
Proceedings of the British Machine Vision Conference 2016, 2016

Impatient DNNs - Deep Neural Networks with Dynamic Time Budgets.
Proceedings of the British Machine Vision Conference 2016, 2016

Vegetation Segmentation in Cornfield Images Using Bag of Words.
Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2016

Fine-Tuning Deep Neural Networks in Continuous Learning Scenarios.
Proceedings of the Computer Vision - ACCV 2016 Workshops, 2016

2015
Fine-grained Recognition Datasets for Biodiversity Analysis.
CoRR, 2015

Local Novelty Detection in Multi-class Recognition Problems.
Proceedings of the 2015 IEEE Winter Conference on Applications of Computer Vision, 2015

Convolutional Patch Networks with Spatial Prior for Road Detection and Urban Scene Understanding.
Proceedings of the VISAPP 2015, 2015

Fine-grained classification of identity document types with only one example.
Proceedings of the 14th IAPR International Conference on Machine Vision Applications, 2015

Beyond thinking in common categories: Predicting obstacle vulnerability using large random codebooks.
Proceedings of the 14th IAPR International Conference on Machine Vision Applications, 2015

Additional Traffic Sign Detection - A Comparative Study.
Proceedings of the IEEE 18th International Conference on Intelligent Transportation Systems, 2015

Interactive Image Retrieval for Biodiversity Research.
Proceedings of the Pattern Recognition - 37th German Conference, 2015

Road Condition Estimation Based on Spatio-Temporal Reflection Models.
Proceedings of the Pattern Recognition - 37th German Conference, 2015

Active learning and discovery of object categories in the presence of unnameable instances.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

2014
Intrinsic and extrinsic active self-calibration of multi-camera systems.
Mach. Vis. Appl., 2014

Seeing through bag-of-visual-word glasses: towards understanding quantization effects in feature extraction methods.
CoRR, 2014

ARTOS - Adaptive Real-Time Object Detection System.
CoRR, 2014

A combination of generative and discriminative models for fast unsupervised activity recognition from traffic scene videos.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2014

A Graph-based MAP Solution for Multi-person Tracking using Multi-camera Systems.
Proceedings of the VISAPP 2014, 2014

Robust Pictorial Structures for X-ray Animal Skeleton Tracking.
Proceedings of the VISAPP 2014, 2014

Regularized Geometric Hulls for Nucleus Segmentation from Microscopy Images.
Proceedings of the Medical Image Understanding and Analysis, 2014

Quantitative Analysis of Pathological Mitochondrial Morphology in Neuronal Cells in Confocal Laser Scanning Microscopy Images.
Proceedings of the International Work-Conference on Bioinformatics and Biomedical Engineering, 2014

Selecting Influential Examples: Active Learning with Expected Model Output Changes.
Proceedings of the Computer Vision - ECCV 2014, 2014

JenAesthetics Subjective Dataset: Analyzing Paintings by Subjective Scores.
Proceedings of the Computer Vision - ECCV 2014 Workshops, 2014

Explorative Analysis of Heterogeneous, Unstructured, and Uncertain Data - A Computer Science Perspective on Biodiversity Research.
Proceedings of the DATA 2014, 2014

A Hierarchical Bayesian Approach for Unsupervised Cell Phenotype Clustering.
Proceedings of the Pattern Recognition - 36th German Conference, 2014

Exemplar-Specific Patch Features for Fine-Grained Recognition.
Proceedings of the Pattern Recognition - 36th German Conference, 2014

Instance-Weighted Transfer Learning of Active Appearance Models.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Nonparametric Part Transfer for Fine-Grained Recognition.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Part Detector Discovery in Deep Convolutional Neural Networks.
Proceedings of the Computer Vision - ACCV 2014, 2014

2013
Enhanced anomaly detection in wire ropes by combining structure and appearance.
Pattern Recognit. Lett., 2013

One-class classification with Gaussian processes.
Pattern Recognit., 2013

Large-scale gaussian process multi-class classification for semantic segmentation and facade recognition.
Mach. Vis. Appl., 2013

2D and 3D analysis of animal locomotion from biplanar X-ray videos using augmented active appearance models.
EURASIP J. Image Video Process., 2013

Fine-grained Categorization - Short Summary of our Entry for the ImageNet Challenge 2012.
CoRR, 2013

Facial Landmark Localization and Feature Extraction for Therapeutic Face Exercise Classification.
Proceedings of the Computer Vision, Imaging and Computer Graphics - Theory and Applications, 2013

Automated Classification of Therapeutic Face Exercises using the Kinect.
Proceedings of the VISAPP 2013, 2013

Approximations of Gaussian Process Uncertainties for Visual Recognition Problems.
Proceedings of the Image Analysis, 18th Scandinavian Conference, 2013

Efficient Measuring of Facial Action Unit Activation Intensities using Active Appearance Models.
Proceedings of the 13. IAPR International Conference on Machine Vision Applications, 2013

JAR-Aibo: A Multi-view Dataset for Evaluation of Model-Free Action Recognition Systems.
Proceedings of the New Trends in Image Analysis and Processing - ICIAP 2013, 2013

Hierarchical Dirichlet Processes for unsupervised online multi-view action perception using Temporal Self-Similarity features.
Proceedings of the Seventh International Conference on Distributed Smart Cameras, 2013

Labeling Examples That Matter: Relevance-Based Active Learning with Gaussian Processes.
Proceedings of the Pattern Recognition - 35th German Conference, 2013

Kernel Null Space Methods for Novelty Detection.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

Temporal Self-Similarity for Appearance-Based Action Recognition in Multi-View Setups.
Proceedings of the Computer Analysis of Images and Patterns, 2013

Accurate 3D Multi-marker Tracking in X-ray Cardiac Sequences Using a Two-Stage Graph Modeling Approach.
Proceedings of the Computer Analysis of Images and Patterns, 2013

How Self-Similar are Artworks at Different Levels of Spatial Resolution?.
Proceedings of the 9th International Symposium on Computational Aesthetics in Graphics, 2013

2012
Tracking and Reconstruction in a Combined Optimization Approach.
IEEE Trans. Pattern Anal. Mach. Intell., 2012

An Efficient Shortest Triangle Paths Algorithm Applied to Multi-camera Self-calibration.
J. Math. Imaging Vis., 2012

Fast and Robust Landmark Tracking in X-ray Locomotion Sequences Containing Severe Occlusions.
Proceedings of the 17th International Workshop on Vision, Modeling, and Visualization, 2012

Semantic Segmentation using GrabCut.
Proceedings of the VISAPP 2012, 2012

Scale-independent Spatio-temporal Statistical Shape Representations for 3D Human Action Recognition.
Proceedings of the ICPRAM 2012, 2012

Finding discriminative features for Raman spectroscopy.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Efficient semantic segmentation with Gaussian processes and histogram intersection kernels.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Data association for multi-object Tracking-by-Detection in multi-camera networks.
Proceedings of the Sixth International Conference on Distributed Smart Cameras, 2012

Multi-person Tracking-by-Detection Based on Calibrated Multi-camera Systems.
Proceedings of the Computer Vision and Graphics - International Conference, 2012

PHOG analysis of self-similarity in aesthetic images.
Proceedings of the Human Vision and Electronic Imaging XVII, 2012

Large-Scale Gaussian Process Classification with Flexible Adaptive Histogram Kernels.
Proceedings of the Computer Vision - ECCV 2012, 2012

PHOG-Derived Aesthetic Measures Applied to Color Photographs of Artworks, Natural Scenes and Objects.
Proceedings of the Computer Vision - ECCV 2012. Workshops and Demonstrations, 2012

As Time Goes by - Anytime Semantic Segmentation with Iterative Context Forests.
Proceedings of the Pattern Recognition, 2012

Divergence-Based One-Class Classification Using Gaussian Processes.
Proceedings of the British Machine Vision Conference, 2012

Analyzing the Subspaces Obtained by Dimensionality Reduction for Human Action Recognition from 3d Data.
Proceedings of the Ninth IEEE International Conference on Advanced Video and Signal-Based Surveillance, 2012

Semantic Segmentation with Millions of Features: Integrating Multiple Cues in a Combined Random Forest Approach.
Proceedings of the Computer Vision - ACCV 2012, 2012

Rapid Uncertainty Computation with Gaussian Processes and Histogram Intersection Kernels.
Proceedings of the Computer Vision, 2012

2011
Learning with few examples for binary and multiclass classification using regularization of randomized trees.
Pattern Recognit. Lett., 2011

Extrinsic Self-Calibration of Time-of-Flight Cameras using a Combination of 3D and Intensity Descriptors.
Proceedings of the 16th International Workshop on Vision, Modeling, and Visualization, 2011

Anatomical Landmark Tracking for the Analysis of Animal Locomotion in X-ray Videos Using Active Appearance Models.
Proceedings of the Image Analysis - 17th Scandinavian Conference, 2011

One-Class Classification for Anomaly Detection in Wire Ropes with Gaussian Processes in a Few Lines of Code.
Proceedings of the IAPR Conference on Machine Vision Applications (IAPR MVA 2011), 2011

A Method for Fast Composing of Images Captured from Deformed Documents by a Quadocular Scanner Setup.
Proceedings of the IAPR Conference on Machine Vision Applications (IAPR MVA 2011), 2011

Exploiting the Manhattan-world assumption for extrinsic self-calibration of multi-modal sensor networks.
Proceedings of the IEEE International Conference on Computer Vision, 2011

Multi-view Active Appearance Models for the X-Ray Based Analysis of Avian Bipedal Locomotion.
Proceedings of the Pattern Recognition - 33rd DAGM Symposium, Frankfurt/Main, Germany, August 31, 2011

Combining Structure and Appearance for Anomaly Detection in Wire Ropes.
Proceedings of the Computer Analysis of Images and Patterns, 2011

2010
Analysis of Structural Dependencies for the Automatic Visual Inspection of Wire Ropes.
Proceedings of the 15th International Workshop on Vision, Modeling, and Visualization, 2010

An Analysis-by-Synthesis Approach to Rope Condition Monitoring.
Proceedings of the Advances in Visual Computing - 6th International Symposium, 2010

Online Next-Best-View Planning for Accuracy Optimization Using an Extended E-Criterion.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

A Fast Approach for Pixelwise Labeling of Facade Images.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

One-Shot Learning of Object Categories Using Dependent Gaussian Processes.
Proceedings of the Pattern Recognition, 2010

Classification of Microorganisms via Raman Spectroscopy Using Gaussian Processes.
Proceedings of the Pattern Recognition, 2010

Active Self-calibration of Multi-camera Systems.
Proceedings of the Pattern Recognition, 2010

Multi-View Planning for Simultaneous Coverage and Accuracy Optimisation.
Proceedings of the British Machine Vision Conference, 2010

One-Class Classification with Gaussian Processes.
Proceedings of the Computer Vision - ACCV 2010, 2010

2009
A Framework for Actively Selecting Viewpoints in Object Recognition.
Int. J. Pattern Recognit. Artif. Intell., 2009

Using Common Field of View Detection for Multi Camera Calibration.
Proceedings of the 14th International Workshop on Vision, Modeling, and Visualization, 2009

On the Suitability of Different Features for Anomaly Detection in Wire Ropes.
Proceedings of the Computer Vision, Imaging and Computer Graphics. Theory and Applications, 2009

Robustness of Different Features for One-class Classification and Anomaly Detection in Wire Ropes.
Proceedings of the VISAPP 2009 - Proceedings of the Fourth International Conference on Computer Vision Theory and Applications, Lisboa, Portugal, February 5-8, 2009, 2009

Generic 3D Object Recognition from Time-of-Flight Images using Boosted Combined Shape Features.
Proceedings of the VISAPP 2009 - Proceedings of the Fourth International Conference on Computer Vision Theory and Applications, Lisboa, Portugal, February 5-8, 2009, 2009

Experimental Comparison of Wide Baseline Correspondence Algorithms for Multi Camera Calibration.
Proceedings of the VISAPP 2009 - Proceedings of the Fourth International Conference on Computer Vision Theory and Applications, Lisboa, Portugal, February 5-8, 2009, 2009

Extending GKLT Tracking - Feature Tracking for Controlled Environments with Integrated Uncertainty Estimation.
Proceedings of the Image Analysis, 16th Scandinavian Conference, 2009

Temporal Estimation of the 3d Guide-Wire Position Using 2d X-ray Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Coarse registration of 3D surface triangulations based on moment invariants with applications to object alignment and identification.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Combined GKLT Feature Tracking and Reconstruction for Next Best View Planning.
Proceedings of the Pattern Recognition, 2009

Learning with Few Examples by Transferring Feature Relevance.
Proceedings of the Pattern Recognition, 2009

Pedestrian Detection by Probabilistic Component Assembly.
Proceedings of the Pattern Recognition, 2009

HMM-Based Defect Localization in Wire Ropes - A New Approach to Unusual Subsequence Recognition.
Proceedings of the Pattern Recognition, 2009

View Planning for 3D Reconstruction Using Time-of-Flight Camera Data.
Proceedings of the Pattern Recognition, 2009

Global Context Extraction for Object Recognition Using a Combination of Range and Visual Features.
Proceedings of the Dynamic 3D Imaging, DAGM 2009 Workshop, 2009

Geometric and probabilistic image dissimilarity measures for common field of view detection.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Randomized Probabilistic Latent Semantic Analysis for Scene Recognition.
Proceedings of the Progress in Pattern Recognition, 2009

Combining Appearance and Range Based Information for Multi-class Generic Object Recognition.
Proceedings of the Progress in Pattern Recognition, 2009

2008
On fusion of range and intensity information using Graph-Cut for planar patch segmentation.
Int. J. Intell. Syst. Technol. Appl., 2008

Efficient Adaptive Combination of Histograms for Real-Time Tracking.
EURASIP J. Image Video Process., 2008

Learning with Few Examples using a Constrained Gaussian Prior on Randomized Trees.
Proceedings of the 13th International Fall Workshop on Vision, Modeling, and Visualization, 2008

Challenging Anomaly Detection in Wire Ropes Using Linear Prediction Combined with One-class Classification.
Proceedings of the 13th International Fall Workshop on Vision, Modeling, and Visualization, 2008

Robust Real-Time SFM in a Combined Formulation of Tracking and Reconstruction.
Proceedings of the 13th International Fall Workshop on Vision, Modeling, and Visualization, 2008

Guided KLT Tracking Using Camera Parameters in Consideration of Uncertainty.
Proceedings of the Computer Vision and Computer Graphics. Theory and Applications, 2008

KLT Tracking Using Intrinsic and Extrinsic Camera Parameters in Consideration of Uncertainty.
Proceedings of the VISAPP 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008, 2008

Experimental Evaluation of Relative Pose Estimation Algorithms.
Proceedings of the VISAPP 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008, 2008

Generic Object Recognition Using Boosted Combined Features.
Proceedings of the Robot Vision, Second International Workshop, 2008

Difference of Boxes Filters Revisited: Shadow Suppression and Efficient Character Segmentation.
Proceedings of the Eighth IAPR International Workshop on Document Analysis Systems, 2008

Implicit Feedback between Reconstruction and Tracking in a Combined Optimization Approach.
Proceedings of the Pattern Recognition, 2008

Global Uncertainty-based Selection of Relative Poses for Multi Camera Calibration.
Proceedings of the British Machine Vision Conference 2008, Leeds, UK, September 2008, 2008

3D Blood Flow Reconstruction from 2D Angiograms.
Proceedings of the Bildverarbeitung für die Medizin 2008, 2008

2007
Detecting coplanar feature points in handheld image sequences.
Proceedings of the VISAPP 2007: Proceedings of the Second International Conference on Computer Vision Theory and Applications, Barcelona, Spain, March 8-11, 2007, 2007

Benchmarking 3D Reconstructions from Next Best View Planning.
Proceedings of the IAPR Conference on Machine Vision Applications (IAPR MVA 2007), 2007

Rigid Motion Constraints for Tracking Planar Objects.
Proceedings of the Pattern Recognition, 2007

Self-calibration with Partially Known Rotations.
Proceedings of the Pattern Recognition, 2007

2006
An Information Theoretic Approach for Next Best View Planning in 3-D Reconstruction.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

06311 Abstracts Collection -- Sensor Data and Information Fusion in Computer Vision and Medicine.
Proceedings of the Sensor Data and Information Fusion in Computer Vision and Medicine, 30.07., 2006

06311 Executive Summary -- Sensor Data and Information Fusion in Computer Vision and Medicine.
Proceedings of the Sensor Data and Information Fusion in Computer Vision and Medicine, 30.07., 2006

Integrated Viewpoint Fusion and Viewpoint Selection for Optimal Object Recognition.
Proceedings of the British Machine Vision Conference 2006, 2006

A Comparison of Nearest Neighbor Search Algorithms for Generic Object Recognition.
Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2006

Aspects of Optimal Viewpoint Selection and Viewpoint Fusion.
Proceedings of the Computer Vision, 2006

2005
Markerless real-time 3-D target region tracking by motion backprojection from projection images.
IEEE Trans. Medical Imaging, 2005

Appearance-based recognition of 3-D objects by cluttered background and occlusions.
Pattern Recognit., 2005

Dynamic Light Field Reconstruction and Rendering for Multiple Moving Objects.
Proceedings of the IAPR Conference on Machine Vision Applications (IAPR MVA 2005), 2005

Multi-step active object tracking with entropy based optimal actions using the sequential Kalman filter.
Proceedings of the 2005 International Conference on Image Processing, 2005

A Comparative Evaluation of Template and Histogram Based 2D Tracking Algorithms.
Proceedings of the Pattern Recognition, 27th DAGM Symposium, Vienna, Austria, August 31, 2005

Efficient Combination of Histograms for Real-Time Tracking Using Mean-Shift and Trust-Region Optimization.
Proceedings of the Pattern Recognition, 27th DAGM Symposium, Vienna, Austria, August 31, 2005

Self-Organizing, Adaptive Data Fusion for 3d Object Tracking.
Proceedings of the 18th International Conference on Architecture of Computing Systems, 2005

2004
Calibration of Real Scenes for the Reconstruction of Dynamic Light Fields.
IEICE Trans. Inf. Syst., 2004

Markerless Real-Time Target Region Tracking: Application to Frameless Sterotactic Radiosurgery.
Proceedings of the 9th International Fall Workshop on Vision, Modeling, and Visualization, 2004

Progressive Attenuation Fields: Fast 2D-3D Image Registration Without Precomputation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004

Active Sensing Strategies for Robotic Platforms, with an Application in Vision-Based Gripping.
Proceedings of the ICINCO 2004, 2004

Multi-step Entropy Based Sensor Control for Visual Object Tracking.
Proceedings of the Pattern Recognition, 26th DAGM Symposium, August 30, 2004

2003
MOBSY: Integration of vision and dialogue in service robots.
Mach. Vis. Appl., 2003

Plenoptic Models in Robot Vision.
Künstliche Intell., 2003

How Fusion of Multiple Views Can Improve Object Recognition in Real-World Environments.
Proceedings of the 8th International Fall Workshop on Vision, Modeling, and Visualization, 2003

Using Test Plans for Bayesian Modeling.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2003

Information Theoretic Focal Length Selection for Real-Time Active 3-D Object Tracking.
Proceedings of the 9th IEEE International Conference on Computer Vision (ICCV 2003), 2003

Viewpoint Selection - Planning Optimal Sequences of Views for Object Recognition.
Proceedings of the Computer Analysis of Images and Patterns, 10th International Conference, 2003

2002
Information Theoretic Sensor Data Selection for Active Object Recognition and State Estimation.
IEEE Trans. Pattern Anal. Mach. Intell., 2002

Generic Hierarchic Object Models and Classification Based on Probabilistic PCA.
Proceedings of the IAPR Conference on Machine Vision Applications (IAPR MVA 2002), 2002

Improving Object Recognition by Fusion of Multiple Views.
Proceedings of the ICVGIP 2002, 2002

Entropy based camera control for visual object tracking.
Proceedings of the 2002 International Conference on Image Processing, 2002

Appearance Based Generic Object Modeling and Recognition Using Probabilistic Principal Component Analysis.
Proceedings of the Pattern Recognition, 2002

On Optimal Camera Parameter Selection in Kalman Filter Based Object Tracking.
Proceedings of the Pattern Recognition, 2002

2001
Application of Bayesian Controllers to Dynamic Systems.
Proceedings of the Hybrid Information Systems, 2001

Optimal Camera Parameter Selection for State Estimation with Applications in Object Recognition.
Proceedings of the Pattern Recognition, 2001

On Fusion of Multiple Views for Active Object Recognition.
Proceedings of the Pattern Recognition, 2001

Demonstration von Bildverarbeitung und Sprachverstehen in der Dienstleistungsrobotik.
Proceedings of the Autonome Mobile Systeme 2001, 2001

2000
Active Appearance-Based Object Recognition Using Viewpoint Selection.
Proceedings of the 5th International Fall Workshop on Vision Modeling and Visualization, 2000

Viewpoint Selection-A Classifier Independent Learning Approach.
Proceedings of the 4th IEEE Southwest Symposium on Image Analysis and Interpretation, 2000

Robust Facial Feature Localization by Coupled Features.
Proceedings of the 4th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2000), 2000

Classifier Independent Viewpoint Selection for 3-D Object Recognition.
Proceedings of the Mustererkennung 2000, 2000

Active Computer Vision System.
Proceedings of the Fifth International Workshop on Computer Architectures for Machine Perception (CAMP 2000), 2000

1999
Active Rays: Polar-transformed Active Contours for Real-Time Contour Tracking.
Real Time Imaging, 1999

Active Knowledge-Based Scene Analysis.
Proceedings of the Computer Vision Systems, First International Conference, 1999

Plenoptic Modeling and Rendering from Image Sequences Taken by Hand-Held Camera.
Proceedings of the Mustererkennung 1999, 1999

Probabilistisch modellierte Blicksteuerung zur Selbstlokalisation anhand natürlicher Landmarken.
Proceedings of the Autonome Mobile Systeme 1999, 1999

1998
On the application of light field reconstruction for statistical object recognition.
Proceedings of the 9th European Signal Processing Conference, 1998

An Efficient Combination of 2D and 3D Shape Descriptions for Contour Based Tracking of Moving Objects.
Proceedings of the Computer Vision, 1998

1997
Model Based Extraction of Articulated Objects in Image Sequences for Gait Analysis.
Proceedings of the Proceedings 1997 International Conference on Image Processing, 1997

COBOLT: Ein System zur datengetriebenen Verfolgung bewegter Objekte in Echtzeit.
Proceedings of the Mustererkennung 1997, 1997

Real-Time Pedestrian Tracking in Natural Scenes.
Proceedings of the Computer Analysis of Images and Patterns, 7th International Conference, 1997

Aktives Sehen zur Echtzeitobjektverfolgung.
PhD thesis, 1997

1996
3D data driven prediction for active contour models based on geometric bounding volumes.
Pattern Recognit. Lett., 1996

3D Data Driven Prediction for Active Contour Models with Application to Car Tracking.
Proceedings of IAPR Workshop on Machine Vision Applications, 1996

Statistical approach to classification of flow patterns for motion detection.
Proceedings of the Proceedings 1996 International Conference on Image Processing, 1996

Echtzeitobjektverfolgung mit Aktiven Strahlen.
Proceedings of the Mustererkennung 1996, 1996

1995
Combination of simple vision modules for robust real-time motion tracking.
Eur. Trans. Telecommun., 1995

1994
Learning, tracking and recognition of 3D objects.
Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, 1994

Active Motion Detection and Object Tracking.
Proceedings of the Proceedings 1994 International Conference on Image Processing, 1994

1993
Going back to the source: inverse filtering of the speech signal with ANNs.
Proceedings of the Third European Conference on Speech Communication and Technology, 1993


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