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Augment Your Batch: Improving Generalization Through Instance Repetition #12

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nocotan opened this issue Jan 2, 2021 · 0 comments

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nocotan commented Jan 2, 2021

一言でいうと

同じバッチ内のインスタンスを異なるデータ拡張によって水増しするbatch augmentationを提案．

論文リンク

CVPR2020
https://openaccess.thecvf.com/content_CVPR_2020/papers/Hoffer_Augment_Your_Batch_Improving_Generalization_Through_Instance_Repetition_CVPR_2020_paper.pdf

著者/所属機関

Elad Hoffer, Tal Ben-Nun, Itay Hubara, Niv Giladi, Torsten Hoefler, Daniel Soudry (Habana-Labs, Caesarea)

投稿日付(yyyy/MM/dd)

2020/06/13

概要

新規性・差分

batch augmentationを提案
実験結果から提案手法の有用性を示唆

手法

結果

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nocotan self-assigned this

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