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Differentiable Patch Selection for Image Recognition

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), (2021)

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Abstract

Neural Networks require large amounts of memory and compute to process high resolution images, even when only a small part of the image is actually informative for the task at hand. We propose a method based on a differentiable Top-K operator to select the most relevant parts of the input to efficiently process high resolution images. O...More

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Author
Jean-Baptiste Cordonnier
Jean-Baptiste Cordonnier
Aravindh Mahendran
Aravindh Mahendran
Alexey Dosovitskiy
Alexey Dosovitskiy
Dirk Weissenborn
Dirk Weissenborn
Jakob Uszkoreit
Jakob Uszkoreit
Thomas Unterthiner
Thomas Unterthiner
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