62 citations · 223 across the 11 of their papers we have counts for
3 papers · 1 filter
HARD: Hard Augmentations for Robust Distillation
Arne F. Nix, Max F. Burg, Fabian H. Sinz
Knowledge distillation (KD) is a simple and successful method to transfer knowledge from a teacher to a student model solely based on functional activity. However, current KD has a…
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions
Paweł A. Pierzchlewicz, R. James Cotton, Mohammad Bashiri +1
Due to depth ambiguities and occlusions, lifting 2D poses to 3D is a highly ill-posed problem. Well-calibrated distributions of possible poses can make these ambiguities explicit a…
Towards robust vision by multi-task learning on monkey visual cortex
Shahd Safarani, Arne Nix, Konstantin Willeke +5
Deep neural networks set the state-of-the-art across many tasks in computer vision, but their generalization ability to image distortions is surprisingly fragile. In contrast, the…