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When and how convolutional neural networks generalize to out-of-distribution category–viewpoint combinations

Spandan Madan, Timothy Henry, Jamell Dozier, Helen Ho, Nishchal Bhandari, Tomotake Sasaki, Frédo Durand, Hanspeter Pfister, Xavier Boix

2022Nature Machine Intelligence28 citationsDOIOpen Access PDF

Topics & Concepts

GeneralizationObject (grammar)Artificial intelligenceComputer scienceConvolutional neural networkArtificial neural networkCategorizationInvariant (physics)Machine learningCognitive neuroscience of visual object recognitionPattern recognition (psychology)MathematicsMathematical analysisMathematical physicsDomain Adaptation and Few-Shot LearningAdvanced Neural Network ApplicationsDigital Imaging for Blood Diseases
When and how convolutional neural networks generalize to out-of-distribution category–viewpoint combinations | Litcius