Search Results for author: Jamell Dozier

Found 3 papers, 2 papers with code

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

2 code implementations15 Jul 2020 Spandan Madan, Timothy Henry, Jamell Dozier, Helen Ho, Nishchal Bhandari, Tomotake Sasaki, Frédo Durand, Hanspeter Pfister, Xavier Boix

In this paper, we investigate when and how such OOD generalization may be possible by evaluating CNNs trained to classify both object category and 3D viewpoint on OOD combinations, and identifying the neural mechanisms that facilitate such OOD generalization.

Object Recognition Viewpoint Estimation

Do Deep Neural Networks for Segmentation Understand Insideness?

no code implementations25 Sep 2019 Kimberly M Villalobos, Vilim Stih, Amineh Ahmadinejad, Jamell Dozier, Andrew Francl, Frederico Azevedo, Tomotake Sasaki, Xavier Boix

At the heart of image segmentation lies the problem of determining whether a pixel is inside or outside a region, which we denote as the "insideness" problem.

Image Segmentation Segmentation +1

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