Attack on Scene Flow using Point Clouds

arXiv:2404.13621v1 Announce Type: cross
Abstract: Deep neural networks have made significant advancements in accurately estimating scene flow using point clouds, which is vital for many applications like video analysis, action recognition, and navigation. Robustness of these techniques, however, remains a concern, particularly in the face of adversarial attacks that have been proven to deceive state-of-the-art deep neural networks in many domains. Surprisingly, the robustness of scene flow networks against such attacks has not been thoroughly investigated. To address this problem, …

abstract action recognition adversarial adversarial attacks analysis applications arxiv attacks cs.cv cs.lg cs.mm face flow however navigation networks neural networks recognition robustness type video video analysis vital