Frédo Durand

When and how CNNs generalize to out-of-distribution category-viewpoint combinations

2020 · arXiv (Cornell University)

Object recognition and viewpoint estimation lie at the heart of visual understanding. Recent works suggest that convolutional neural networks (CNNs) fail to generalize to out-of-distribution (OOD) category-viewpoint combinations, ie. combinations not seen during training. In …