T
Thomas Brox
Researcher at University of Freiburg
Publications - 353
Citations - 127470
Thomas Brox is an academic researcher from University of Freiburg. The author has contributed to research in topics: Segmentation & Optical flow. The author has an hindex of 99, co-authored 329 publications receiving 94431 citations. Previous affiliations of Thomas Brox include Dresden University of Technology & University of California, Berkeley.
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Improving robustness against common corruptions with frequency biased models
TL;DR: In this article, a mixture of two expert models specializing in high and low-frequency robustness was introduced to improve the performance of CNNs on corrupted images without degrading in-distribution performance.
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DropletAI: Deep Learning-Based Classification of Fluids with Different Ohnesorge Numbers during Non-Contact Dispensing
Pranshul Sardana,Mohammadreza Zolfaghari,Guilherme José Miotto,Roland Zengerle,Thomas Brox,Peter Koltay,Sabrina Kartmann +6 more
TL;DR: In this article , the authors compared seven different CNN architectures to classify five liquids with different Ohnesorge numbers, and the best performing model was based on the ECOmini-18 architecture.
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Multi-headed Neural Ensemble Search
TL;DR: Multi-headed Ensemble Search (MES) as discussed by the authors extends neural ensemble search to multi-headed ensembles, which consist of a shared backbone attached to multiple prediction heads.