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Differentiable Patch Selection for Image Recognition #168

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yiskw713 opened this issue Jul 12, 2021 · 0 comments
Open

Differentiable Patch Selection for Image Recognition #168

yiskw713 opened this issue Jul 12, 2021 · 0 comments
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high resolution image recognition

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@yiskw713
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yiskw713 commented Jul 12, 2021 •
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概要

image

高解像度画像中から小さい物体や領域を認識するタスク(上図)において、有用な箇所(パッチ)を取り出す手法を提案。

微分可能なtop-kの取り出しに基づいており、パッチの取り出し自体も学習可能。
後段に任意のネットワークを組み込み、end-to-endでの学習が可能。

提案手法

image

実験

image

image

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@yiskw713