Recovering the Imperfect: Cell Segmentation in the Presence of Dynamically Localized Proteins

Nov 20, 2020
Özgün Çiçek, Yassine Marrakchi, Enoch Boasiako Antwi, Barbara Di Ventura, Thomas Brox

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* Accepted at MICCAI Workshop on Medical Image Learning with Less Labels and Imperfect Data, 2020 

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COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning

Nov 01, 2020
Simon Ging, Mohammadreza Zolfaghari, Hamed Pirsiavash, Thomas Brox

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* 27 pages, 5 figures, 19 tables. To be published in the 34th conference on Neural Information Processing Systems (NeurIPS 2020). The first two authors contributed equally to this work 

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Beyond Single Stage Encoder-Decoder Networks: Deep Decoders for Semantic Image Segmentation

Jul 19, 2020
Gabriel L. Oliveira, Senthil Yogamani, Wolfram Burgard, Thomas Brox

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Scaling Imitation Learning in Minecraft

Jul 06, 2020
Artemij Amiranashvili, Nicolai Dorka, Wolfram Burgard, Vladlen Koltun, Thomas Brox

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FlowControl: Optical Flow Based Visual Servoing

Jul 01, 2020
Max Argus, Lukas Hermann, Jon Long, Thomas Brox

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Explicitly Modeled Attention Maps for Image Classification

Jun 14, 2020
Andong Tan, Duc Tam Nguyen, Maximilian Dax, Matthias Niessner, Thomas Brox

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* 12 pages, 3 figures 

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Multimodal Future Localization and Emergence Prediction for Objects in Egocentric View with a Reachability Prior

Jun 08, 2020
Osama Makansi, Özgün Cicek, Kevin Buchicchio, Thomas Brox

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* In CVPR 2020 

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Multi-Variate Temporal GAN for Large Scale Video Generation

Apr 04, 2020
Andres Muñoz, Mohammadreza Zolfaghari, Max Argus, Thomas Brox

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* 13 pages, 13 figures 

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Optimized Generic Feature Learning for Few-shot Classification across Domains

Jan 22, 2020
Tonmoy Saikia, Thomas Brox, Cordelia Schmid

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Parting with Illusions about Deep Active Learning

Dec 11, 2019
Sudhanshu Mittal, Maxim Tatarchenko, Özgün Çiçek, Thomas Brox

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Adaptive Curriculum Generation from Demonstrations for Sim-to-Real Visuomotor Control

Oct 31, 2019
Lukas Hermann, Max Argus, Andreas Eitel, Artemij Amiranashvili, Wolfram Burgard, Thomas Brox

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Self-supervised 3D Shape and Viewpoint Estimation from Single Images for Robotics

Oct 17, 2019
Oier Mees, Maxim Tatarchenko, Thomas Brox, Wolfram Burgard

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* Accepted at the 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). Video at https://www.youtube.com/watch?v=oQgHG9JdMP4 

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SELF: Learning to Filter Noisy Labels with Self-Ensembling

Oct 04, 2019
Duc Tam Nguyen, Chaithanya Kumar Mummadi, Thi Phuong Nhung Ngo, Thi Hoai Phuong Nguyen, Laura Beggel, Thomas Brox

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DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision

Sep 28, 2019
Duc Tam Nguyen, Maximilian Dax, Chaithanya Kumar Mummad, Thi Phuong Nhung Ngo, Thi Hoai Phuong Nguyen, Zhongyu Lou, Thomas Brox

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* NeuRIPS-2019 (Vancouver, Canada) 

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Understanding and Robustifying Differentiable Architecture Search

Sep 20, 2019
Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter

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* 28 pages, 25 figures 

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FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images

Sep 13, 2019
Christian Zimmermann, Duygu Ceylan, Jimei Yang, Bryan Russell, Max Argus, Thomas Brox

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* Accepted to ICCV 2019, Project page: https://lmb.informatik.uni-freiburg.de/projects/freihand/ 

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Semi-Supervised Semantic Segmentation with High- and Low-level Consistency

Aug 15, 2019
Sudhanshu Mittal, Maxim Tatarchenko, Thomas Brox

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Group Pruning using a Bounded-Lp norm for Group Gating and Regularization

Aug 09, 2019
Chaithanya Kumar Mummadi, Tim Genewein, Dan Zhang, Thomas Brox, Volker Fischer

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* German Conference on Pattern Recognition (GCPR) 2019, 12 main pages, 3 pages of appendix, 4 figures, 2 tables 

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Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction

Jun 09, 2019
Osama Makansi, Eddy Ilg, Özgün Cicek, Thomas Brox

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* In CVPR 2019 

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Robust Learning Under Label Noise With Iterative Noise-Filtering

Jun 01, 2019
Duc Tam Nguyen, Thi-Phuong-Nhung Ngo, Zhongyu Lou, Michael Klar, Laura Beggel, Thomas Brox

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AutoDispNet: Improving Disparity Estimation with AutoML

May 17, 2019
Tonmoy Saikia, Yassine Marrakchi, Arber Zela, Frank Hutter, Thomas Brox

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What Do Single-view 3D Reconstruction Networks Learn?

May 09, 2019
Maxim Tatarchenko, Stephan R. Richter, René Ranftl, Zhuwen Li, Vladlen Koltun, Thomas Brox

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Learning Representations for Predicting Future Activities

May 09, 2019
Mohammadreza Zolfaghari, Özgün Çiçek, Syed Mohsin Ali, Farzaneh Mahdisoltani, Can Zhang, Thomas Brox

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* 14 pages, ICCV 2019 submission, Code and Models: https://github.com/lmb-freiburg/PreFAct 

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MAIN: Multi-Attention Instance Network for Video Segmentation

Apr 11, 2019
Juan Leon Alcazar, Maria A. Bravo, Ali K. Thabet, Guillaume Jeanneret, Thomas Brox, Pablo Arbelaez, Bernard Ghanem

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CAM-Convs: Camera-Aware Multi-Scale Convolutions for Single-View Depth

Apr 03, 2019
Jose M. Facil, Benjamin Ummenhofer, Huizhong Zhou, Luis Montesano, Thomas Brox, Javier Civera

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* Camera ready version for CVPR 2019. Project page: http://webdiis.unizar.es/~jmfacil/camconvs/ 

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CrossNorm: Normalization for Off-Policy TD Reinforcement Learning

Feb 14, 2019
Aditya Bhatt, Max Argus, Artemij Amiranashvili, Thomas Brox

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Motion Perception in Reinforcement Learning with Dynamic Objects

Jan 10, 2019
Artemij Amiranashvili, Alexey Dosovitskiy, Vladlen Koltun, Thomas Brox

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Defending against Universal Perturbations with Shared Adversarial Training

Dec 10, 2018
Chaithanya Kumar Mummadi, Thomas Brox, Jan Hendrik Metzen

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Consistency-based anomaly detection with adaptive multiple-hypotheses predictions

Oct 31, 2018
Duc Tam Nguyen, Zhongyu Lou, Michael Klar, Thomas Brox

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