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Brox's with Publications

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2023
Journal
Modelling long-term thermal comfort conditions in urban environments using a deep convolutional encoder-decoder as a computational shortcut   doi>
F. Briegel, Osama Makansi, A. Matzarakis, Thomas Brox, A. Christen
Urban Climate, 47, Jan 2023

Conference
Bridging the gap to real-world object-centric learning   Paper4501_bridging_the_gap_to_real_world.pdf
M. Seitzer, M. Horn, A. Zadaianchuk, D. Zietlow, T. Xiao, C. Simon-Gabriel, T. He, Z. Zhang, B. Schölkopf, Thomas Brox, F. Locatello
International Conference on Learning Representations (ICLR), 2023
Unsupervised semantic segmentation with self-supervised object-centric representations   Paper3900_unsupervised_semantic_segmentation.pdf
A. Zadaianchuk, M. Kleindessner, Y. Zhu, F. Locatello, Thomas Brox
International Conference on Learning Representations (ICLR), 2023
Open-vocabulary Attribute Detection   Paperpaper-ovad23.pdf Code/data
Maria A. Bravo, Sudhanshu Mittal, Simon Ging, Thomas Brox
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2023

Others
Best Practices in Active Learning for Semantic Segmentation   Paperpaper-ALSS.pdf
Sudhanshu Mittal, J. Niemeijer, J. Schäfer, Thomas Brox
Technical Report 2302.04075, arXiv(2302.04075), 2023
 
2022
Journal
3D pose estimation enables virtual head fixation in freely moving rats   Paper2022.04.14.488303v1.full.pdf doi>
A. Schneider, Christian Zimmermann, M. Alyahyay, F. Steenbergen, Thomas Brox, I. Diester
Neuron, 110(13): 2080-2093, Jul 2022
Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding   Papermelbaum2022.pdf doi>
Svenja Melbaum, E. Russo, D. Eriksson, A. Schneider, D. Durstewitz, Thomas Brox, I. Diester
Nature Communications, 2022

Conference
You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction   Paperpaper-explainable-trajectory-prediction-iclr.pdf
Osama Makansi, J. von Kügelgen, F. Locatello, P. Gehler, D. Janzing, Thomas Brox, B. Schölkopf
International Conference on Learning Representations (ICLR), 2022
A Benchmark and a Baseline for Robust Multi-view Depth Estimation   Paperpaper-a_benchmark_and_a_baseline_for_robust_depth_estimation.pdf Code/data
Philipp Schröppel, Jan Bechtold, Artemij Amiranashvili, Thomas Brox
IEEE International Conference on 3D Vision (3DV), Sep 2022
Towards Understanding Adversarial Robustness of Optical Flow Networks   Paperpaper-understanding-flow-robustness.pdf Code/data
Simon Schrodi, Tonmoy Saikia, Thomas Brox
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022
SF2SE3: Clustering Scene Flow into SE (3)-Motions via Proposal and Selection   Paperpaper-sf2se3_clustering_scene_flow_into_se3_motions.pdf Code/data
L. Sommer, Philipp Schröppel, Thomas Brox
German Conference on Pattern Recognition (GCPR), 2022
Localized Vision-Language Matching for Open-vocabulary Object Detection   Paperpaper-open-vocabulary-detection-gcpr.pdf Code/data
Maria A. Bravo, Sudhanshu Mittal, Thomas Brox
German Conference on Pattern Recognition (GCPR), 2022
Probing Contextual Diversity for Dense Out-of-Distribution Detection   Paperpaper-MOoSe.pdf
Silvio Galesso, Maria A. Bravo, M. Naouar, Thomas Brox
European Conference on Computer Vision (ECCV) Workshops, 2022
Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives   Paperpaper-RINCE.pdf Code/data
David T. Hoffmann, N. Behrmann, J. Gall, Thomas Brox, M. Noroozi
AAAI Conference on Artificial Intelligence, 2022
 
2021
Journal
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency   Paperpaper-s4gan.pdf doi>
Sudhanshu Mittal, Maxim Tatarchenko, Thomas Brox
IEEE Transactions on Pattern Analysis and Machine Intelligence, 43(4): 1369-1379, 2021
Deep learning is widely applicable to phenotyping embryonic development and disease   doi>
T. Naert, Ö. Cicek, P. Ogar, M. Buergi, N. Shaidani, M. Kaminski, Y. Xu, K. Grand, M. Vujanovic, D. Prata, F. Hildebrandt, Thomas Brox, Olaf Ronneberger, F. Voigt, F. Helmchen, J. Loffing, M. Horb, H. Willsey, S. Lienkamp
Development, 148(21), 2021
MAIN: Multi-Attention Instance Network for video segmentation   PaperMAIN_paper.pdf doi>
J. León Alcázar, Maria A. Bravo, G. Jeanneret, A. Thabet, Thomas Brox, P. Arbeláez, B. Ghanem
Computer Vision and Image Understanding, 210: 103240, 2021

Conference
Fighting Class Imbalance with Contrastive Learning   Paperpaper-miccai.pdf
Yassine Marrakchi, Osama Makansi, Thomas Brox
Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Temporal shift GAN for large scale video generation   PaperMunoz_Temporal_Shift_GAN_for_Large_Scale_Video_Generation_WACV_2021_paper.pdf
A. Munoz, Mohammadreza Zolfaghari, Max Argus, Thomas Brox
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2021
Fostering Generalization in Single-view 3D Reconstruction by Learning a Hierarchy of Local and Global Shape Priors   Paperpaper-jb1.pdf
Jan Bechtold, Maxim Tatarchenko, V. Fischer, Thomas Brox
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2021
Improving robustness against common corruptions with frequency biased models   Paperpaper.pdf
Tonmoy Saikia, C. Schmid, Thomas Brox
IEEE International Conference on Computer Vision (ICCV), 2021
CrossCLR: cross-modal contrastive learning for multi-modal video representations   PaperzolfaghariICCV2021.pdf
Mohammadreza Zolfaghari, Y. Zhu, P. Gehler, Thomas Brox
IEEE International Conference on Computer Vision (ICCV), 2021
On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors   Paperpaper-future-prediction-iccv.pdf
Osama Makansi, Özgün Çiçek, Yassine Marrakchi, Thomas Brox
IEEE International Conference on Computer Vision (ICCV), 2021
Essentials for Class Incremental Learning   Paperpaper-CCIL.pdf
Sudhanshu Mittal, Silvio Galesso, Thomas Brox
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Workshops, Jun 2021
Semi-Supervised Disparity Estimation with Deep Feature Reconstruction   Paperpaper-Semi_Supervised_Disparity_Estimation_with_Deep_Feature_Reconstruction.pdf
J. Guerrero-Viu, S. Izquierdo, Philipp Schröppel, Thomas Brox
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Workshops, Jun 2021
Multi-headed Neural Ensemble Search   Paperpaper-udl.pdf
A. Narayanan, A. Zela, Tonmoy Saikia, Thomas Brox, F. Hutter
ICML Workshop on Uncertainty and Robustness in Deep Learning (UDL), 2021
Towards improving robustness of compressed CNNs   Paperpaper-udl.pdf
J. Hoffmann, S. Agnihotri, Tonmoy Saikia, Thomas Brox
ICML Workshop on Uncertainty and Robustness in Deep Learning (UDL), 2021
Contrastive Representation Learning for Hand Shape Estimation   Paperpaper-ContrastiveHandShape.pdf Project
Christian Zimmermann, Max Argus, Thomas Brox
German Conference on Pattern Recognition (GCPR), 2021
Explicitly modeled attention maps for image classification   PaperAAAImain.pdf
A. Tan, Tam Nguyen, M. Dax, M. Nießner, Thomas Brox
AAAI Conference on Artificial Intelligence, 2021
 
2020
Journal
DeepTAM: Deep Tracking and Mapping with Convolutional Neural Networks   Paperpaper-deeptam-ijcv.pdf doi> Project
Huizhong Zhou, Benjamin Ummenhofer, Thomas Brox
International Journal of Computer Vision, 128: 756-769, 2020

Display the complete list (213 publications)
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