Browsing CBMM Memo Series by Author "Pfister, Hanspeter"
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On the Capability of Neural Networks to Generalize to Unseen Category-Pose Combinations
Madan, Spandan; Henry, Timothy; Dozier, Jamell; Ho, Helen; Bhandari, Nishchal; e.a. (Center for Brains, Minds and Machines (CBMM), 2020-07-17)Recognizing an object’s category and pose lies at the heart of visual understanding. Recent works suggest that deep neural networks (DNNs) often fail to generalize to category-pose combinations not seen during training. ... -
Three approaches to facilitate DNN generalization to objects in out-of-distribution orientations and illuminations
Sakai, Akira; Sunagawa, Taro; Madan, Spandan; Suzuki, Kanata; Katoh, Takashi; e.a. (Center for Brains, Minds and Machines (CBMM), 2022-01-26)The training data distribution is often biased towards objects in certain orientations and illumination conditions. While humans have a remarkable capability of recognizing objects in out-of-distribution (OoD) orientations ...