Abstract: The rapid development of vision-based 3D perceptions, in conjunction with the inherent vulnerability of deep neural networks to adversarial examples, motivates us to investigate realistic ...

Abstract: Holistic 3D scene understanding from a single image is challenging due to the information loss in 2D-to-3D reconstruction. Existing approaches either explore object properties independently ...