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Dilated Convolution

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Category: { Math }
Summary: For a convolution $$ f*h(x) = \sum_{s+t=x} f(s) h(t), $$ the dilated version of it is1 $$ f*_l h(x) = \sum_{s+t*l=x} f(s) h(t), $$ where $l$ is the dilation factor. Yu2015 Yu F, Koltun V. Multi-Scale Context Aggregation by Dilated Convolutions. arXiv [cs.CV]. 2015. Available: http://arxiv.org/abs/1511.07122  ↩︎
Pages: 24