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Domain Adaptation and Active Learning for Fine-Grained Recognition in the Field of Biodiversity


Oct 22, 2021
Bernd Gruner, Matthias Körschens, Björn Barz, Joachim Denzler

* https://sites.google.com/view/clvision2021/call-for-papers/accepted-papers 

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Causal Inference in Non-linear Time-series using Deep Networks and Knockoff Counterfactuals


Oct 18, 2021
Wasim Ahmad, Maha Shadaydeh, Joachim Denzler

* IEEE International Conference on Machine Learning and Applications (ICMLA) 2021 

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A Strong Baseline for the VIPriors Data-Efficient Image Classification Challenge


Sep 28, 2021
Björn Barz, Lorenzo Brigato, Luca Iocchi, Joachim Denzler


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Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning


Sep 14, 2021
Violeta Teodora Trifunov, Maha Shadaydeh, Björn Barz, Joachim Denzler

* ICMLA 2021 

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Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification


Aug 30, 2021
Lorenzo Brigato, Björn Barz, Luca Iocchi, Joachim Denzler

* Accepted at the 2nd Visual Inductive Priors for Data-Efficient Deep Learning Workshop (ICCV 2021) 

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WikiChurches: A Fine-Grained Dataset of Architectural Styles with Real-World Challenges


Aug 16, 2021
Björn Barz, Joachim Denzler

* 10 pages, 7 figures, 3 tables 

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Automatic Plant Cover Estimation with Convolutional Neural Networks


Jul 02, 2021
Matthias Körschens, Paul Bodesheim, Christine Römermann, Solveig Franziska Bucher, Mirco Migliavacca, Josephine Ulrich, Joachim Denzler


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Automatic Plant Cover Estimation with CNNs Automatic Plant Cover Estimation with Convolutional Neural Networks


Jun 21, 2021
Matthias Körschens, Paul Bodesheim, Christine Römermann, Solveig Franziska Bucher, Mirco Migliavacca, Josephine Ulrich, Joachim Denzler


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Self-Supervised Learning from Semantically Imprecise Data


Apr 22, 2021
Clemens-Alexander Brust, Björn Barz, Joachim Denzler

* 9 pages 

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EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task


Apr 16, 2021
Christian Requena-Mesa, Vitus Benson, Markus Reichstein, Jakob Runge, Joachim Denzler

* 8 pages, 8 figures, accepted at CVPR2021 workshop EarthVision 

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Towards Learning an Unbiased Classifier from Biased Data via Conditional Adversarial Debiasing


Mar 10, 2021
Christian Reimers, Paul Bodesheim, Jakob Runge, Joachim Denzler


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Counterfactual Generation with Knockoffs


Feb 01, 2021
Oana-Iuliana Popescu, Maha Shadaydeh, Joachim Denzler

* 12 pages, 10 figures 

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


Dec 16, 2020
Maha Shadaydeh, Lea Mueller, Dana Schneider, Martin Thuemmel, Thomas Kessler, Joachim Denzler

* arXiv admin note: text overlap with arXiv:1810.12171 

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EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts


Dec 11, 2020
Christian Requena-Mesa, Vitus Benson, Joachim Denzler, Jakob Runge, Markus Reichstein

* 4 pages, presented at Tackling Climate Change with Machine Learning at NeurIPS2020 

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Content-based Image Retrieval and the Semantic Gap in the Deep Learning Era


Nov 12, 2020
Björn Barz, Joachim Denzler

* CBIR workshop at ICPR 2020 

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Finding Relevant Flood Images on Twitter using Content-based Filters


Nov 11, 2020
Björn Barz, Kai Schröter, Ann-Christin Kra, Joachim Denzler

* ICPR 2020 Workshop on Machine Learning Advances Environmental Science (MAES) 

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Making Every Label Count: Handling Semantic Imprecision by Integrating Domain Knowledge


Oct 13, 2020
Clemens-Alexander Brust, Björn Barz, Joachim Denzler

* 9 pages pre-print. Accepted for publication at ICPR 2020 

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


Jul 04, 2020
Dimitri Korsch, Paul Bodesheim, Joachim Denzler


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


Jun 23, 2020
Nils Gählert, Jun-Jun Wan, Nicolas Jourdan, Jan Finkbeiner, Uwe Franke, Joachim Denzler

* 2020 IEEE IV Symposium 

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Visibility Guided NMS: Efficient Boosting of Amodal Object Detection in Crowded Traffic Scenes


Jun 15, 2020
Nils Gählert, Niklas Hanselmann, Uwe Franke, Joachim Denzler

* Machine Learning for Autonomous Driving Workshop at the 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada 

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Cityscapes 3D: Dataset and Benchmark for 9 DoF Vehicle Detection


Jun 14, 2020
Nils Gählert, Nicolas Jourdan, Marius Cordts, Uwe Franke, Joachim Denzler

* 2020 "Scalability in Autonomous Driving" CVPR Workshop 

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Active and Incremental Learning with Weak Supervision


Jan 20, 2020
Clemens-Alexander Brust, Christoph Käding, Joachim Denzler

* Accepted for publication in KI - K\"unstliche Intelligenz 

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Facial Behavior Analysis using 4D Curvature Statistics for Presentation Attack Detection


Nov 05, 2019
Martin Th√ľmmel, Sven Sickert, Joachim Denzler

* Manuscript submitted for publication in IEEE International Conference on Automatic Face & Gesture Recognition (FG) 

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LOST: A flexible framework for semi-automatic image annotation


Nov 04, 2019
Jonas Jäger, Gereon Reus, Joachim Denzler, Viviane Wolff, Klaus Fricke-Neuderth

* Under review at: Computer Vision and Image Understanding 

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Predicting Landscapes from Environmental Conditions Using Generative Networks


Sep 23, 2019
Christian Requena-Mesa, Markus Reichstein, Miguel Mahecha, Basil Kraft, Joachim Denzler

* Accepted conference paper at GCPR2019 

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Classification-Specific Parts for Improving Fine-Grained Visual Categorization


Sep 16, 2019
Dimitri Korsch, Paul Bodesheim, Joachim Denzler

* Presented at the GCPR2019 

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Self-supervised Data Bootstrapping for Deep Optical Character Recognition of Identity Documents


Aug 12, 2019
Oliver Mothes, Joachim Denzler

* 4 pages, 2 figures 

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