137 citations · 227 across the 23 of their papers we have counts for
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cs.CV2020★ 3 cited
When and how CNNs generalize to out-of-distribution category-viewpoint combinations
Spandan Madan, Timothy Henry, Jamell Dozier +6
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-di…
cs.CV2020
Robustness to Transformations Across Categories: Is Robustness To Transformations Driven by Invariant Neural Representations?
Hojin Jang, Syed Suleman Abbas Zaidi, Xavier Boix +4
Deep Convolutional Neural Networks (DCNNs) have demonstrated impressive robustness to recognize objects under transformations (eg. blur or noise) when these transformations are inc…