DecAug: Augmenting HOI Detection via Decomposition

Yichen Xie

Hao-Shu Fang

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Dian Shao (邵典)

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Yong-Lu Li (李永露)

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Cewu Lu (卢策吾)

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Keywords:

visual relationship detectionGenerative Adversarial NetworksHuman-object interactionlocal objecthuman centricMore(15+)

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We propose a novel data augmentation method, DecAug, for Human-object interaction detection, which mainly includes two components: local object appearance augmentation and global spatial correlation augmentation

Abstract:

Human-object interaction (HOI) detection requires a large amount of annotated data. Current algorithms suffer from insufficient training samples and category imbalance within datasets. To increase data efficiency, in this paper, we propose an efficient and effective data augmentation method called DecAug for HOI detection. Based on our ...More

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