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Brox's with Publications

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2020
Journal
Motion segmentation and multiple object tracking by correlation co-clustering   Paperkeuper_tpami20.pdf doi>
Margret Keuper, S. Tang, B. Andres, Thomas Brox, B. Schiele
IEEE Transactions on Pattern Analysis and Machine Intelligence, 42(1): 140-153, Jan 2020

Conference
Recovering the Imperfect: Cell Segmentation in the Presence of Dynamically Localized Proteins  
Özgün Çiçek, Yassine Marrakchi, E. Antwi, B. DiVentura, Thomas Brox
MICCAI Workshop on Medical Image Learning with Less Labels and Imperfect Data, Springer, Oct 2020
SELF: learning to filter noisy labels with self-ensembling  
Tam Nguyen, C. Mummadi, T. Ngo, Tam Nguyen, L. Beggel, Thomas Brox
International Conference on Learning Representations (ICLR), 2020
Understanding and robustifying differentiable architecture search   Paperpaper-robust_darts.pdf
A. Zela, T. Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, F. Hutter
International Conference on Learning Representations (ICLR), 2020
FlowControl: Optical Flow Based Visual Servoing   Paperpaper-flowcontrol.pdf
Max Argus, L. Hermann, J. Long, Thomas Brox
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2020
DiskMask: Focusing Object Features for Accurate Instance Segmentation of Elongated or Overlapping Objects   PaperISBI20_DiskMask_finalSubmission_IEEE_CR.pdf doi>
Anton Böhm, Nikolaus Mayer, Thomas Brox
IEEE International Symposium on Biomedical Imaging (ISBI), 2020
Adaptive Curriculum Generation from Demonstrations for Sim-to-Real Visuomotor Control   Paperpaper-ACG.pdf
L. Hermann, Max Argus, A. Eitel, Artemij Amiranashvili, W. Burgard, Thomas Brox
IEEE International Conference on Robotics and Automation (ICRA), 2020
Multimodal Future Localization and Emergence Prediction for Objects in Egocentric View with a Reachability Prior   Paperpaper-04909.pdf
Osama Makansi, Özgün Çiçek, Kevin Buchicchio, Thomas Brox
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR): 4354-4363, 2020
 
2019
Journal
U-Net – Deep Learning for Cell Counting, Detection, and Morphometry   Paperpaper-U-Net.pdf doi> Project
Thorsten Falk, Dominic Mai, Robert Bensch, Özgün Çiçek, Ahmed Abdulkadir, Yassine Marrakchi, Anton Böhm, J. Deubner, Z. Jäckel, K. Seiwald, A. Dovzhenko, O. Tietz, C. Dal Bosco, S. Walsh, D. Saltukoglu, T. Tay, M. Prinz, K. Palme, M. Simons, I. Diester, Thomas Brox, Olaf Ronneberger
Nature Methods, 16: 67-70, 2019
Non-smooth non-convex Bregman minimization: unification and new algorithms   PaperAbstrBregMin.pdf doi>
Peter Ochs, J. Fadili, Thomas Brox
Journal of Optimization Theory and Applications, 2019
DeepTAM: Deep Tracking and Mapping with Convolutional Neural Networks   Paperpaper-deeptam-ijcv.pdf Project
Huizhong Zhou, Benjamin Ummenhofer, Thomas Brox
International Journal of Computer Vision, 2019
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency   Paperpaper-s4gan.pdf
Sudhanshu Mittal, Maxim Tatarchenko, Thomas Brox
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019

Conference
Self-supervised 3D Shape and Viewpoint Estimation from Single Images for Robotics   Paperss3d_paper.pdf
O. Mees, Maxim Tatarchenko, Thomas Brox, W. Burgard
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2019
Automated Boxwood Topiary Trimming with a Robotic Arm and Integrated Stereo Vision   Paperpaper-MB19.pdf doi>
D. Kaljaca, Nikolaus Mayer, B. Vroegindeweij, A. Mencarelli, E. van Henten, Thomas Brox
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), IEEE: 5542--5549, Nov 2019
Anomaly Detection With Multiple-Hypotheses Predictions   Papernguyen_icml19.pdf
Tam Nguyen, Z. Lou, M. Klar, Thomas Brox
IEEE International Conference on Machine Learning (ICML), 2019
CAM-Convs: Camera-Aware Multi-Scale Convolutions for Single-View Depth   Paperpaper-camconvs.pdf
J. Facil, Benjamin Ummenhofer, Huizhong Zhou, L. Montesano, Thomas Brox, J. Civera
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2019
What Do Single-view 3D Reconstruction Networks Learn?   Paperpaper-s3d.pdf
Maxim Tatarchenko, S. Richter, R. Ranftl, Z. Li, V. Koltun, Thomas Brox
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2019
Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction   Paperpaper-multimodal-future-prediction.pdf
Osama Makansi, Eddy Ilg, Özgün Çiçek, Thomas Brox
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2019
Defending against universal perturbations with shared adversarial training   Papermummadi_iccv2019.pdf
C. Mummadi, Thomas Brox, J. Metzen
IEEE International Conference on Computer Vision (ICCV), 2019
AutoDispNet: Improving Disparity Estimation With AutoML   Paperpaper-iccv2019-autodispnet.pdf
Tonmoy Saikia, Yassine Marrakchi, A. Zela, F. Hutter, Thomas Brox
IEEE International Conference on Computer Vision (ICCV), 2019
FreiHAND: Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images   Paperzimmermann_iccv19.pdf Project
Christian Zimmermann, D. Ceylan, J. Yang, B. Russell, Max Argus, Thomas Brox
IEEE International Conference on Computer Vision (ICCV), 2019
Group pruning using a bounded lp norm for group gating and regularization   Papermummadi_gcpr19.pdf
C. Mummadi, T. Genewein, D. Zhang, Thomas Brox, V. Fischer
German Conference on Pattern Recognition (GCPR), Springer, LNCS, 2019
DeepUSPS: deep robust unsupervised saliency prediction via self-supervision   Papernguyen_nips19.pdf
Tam Nguyen, M. Dax, C. Mummadi, N. Ngo, Tam Nguyen, Z. Lou, Thomas Brox
Advances in Neural Information Processing Systems (NeurIPS), 2019

Others
Parting with Illusions about Deep Active Learning   Paperpaper-al.pdf
Sudhanshu Mittal, Maxim Tatarchenko, Özgün Çiçek, Thomas Brox
Technical Report 1912.05361, arXiv(1912.05361), 2019
 
2018
Journal
Artistic style transfer for videos and spherical images   Paperruder_ijcv18.pdf doi>
Manuel Ruder, Alexey Dosovitskiy, Thomas Brox
International Journal of Computer Vision, 126(11): 1199-1219, Nov 2018
What Makes Good Synthetic Training Data for Learning Disparity and Optical Flow Estimation?   Paperpaper-1801.06397.pdf doi> Project
Nikolaus Mayer, Eddy Ilg, Philipp Fischer, C. Hazirbas, D. Cremers, Alexey Dosovitskiy, Thomas Brox
International Journal of Computer Vision, 126(9): 942-960, 2018

Conference
TD or not TD: Analyzing the Role of Temporal Differencing in Deep Reinforcement Learning   Paperpaper-tdornottd.pdf Project
Artemij Amiranashvili, A. Dosovitskiy, V. Koltun, Thomas Brox
International Conference on Learning Representations (ICLR), 2018
DPDB-Net: Exploiting Dense Connections for Convolutional Encoders   Paperpaper-Oliveira18icra.pdf
Gabriel Leivas Oliveira, W. Burgard, Thomas Brox
IEEE International Conference on Robotics and Automation (ICRA), IEEE, 2018
3D Human Pose Estimation in RGBD Images for Robotic Task Learning   Paperpaper-Rgb-Pose3D-Task-Learning.pdf Project
Christian Zimmermann, T. Welschehold, C. Dornhege, W. Burgard, Thomas Brox
IEEE International Conference on Robotics and Automation (ICRA), 2018
Box2Pix: Single-Shot Instance Segmentation by Assigning Pixels to Object Boxes   Paperpaper-box2pix.pdf
Jonas Uhrig, E. Rehder, B. Fröhlich, U. Franke, Thomas Brox
IEEE Intelligent Vehicles Symposium (IV), 2018

Display the complete list (184 publications)
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