Articles with "spatial sparsification" as a keyword



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Dynamic Spatial Sparsification for Efficient Vision Transformers and Convolutional Neural Networks

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Published in 2022 at "IEEE transactions on pattern analysis and machine intelligence"

DOI: 10.48550/arxiv.2207.01580

Abstract: In this paper, we present a new approach for model acceleration by exploiting spatial sparsity in visual data. We observe that the final prediction in vision Transformers is only based on a subset of the… read more here.

Keywords: asymmetric computation; dynamic spatial; spatial sparsification; vision transformers ... See more keywords