TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	REMOVE
Human-Object Interaction Detection	HICO-DET	CQL+GEN-VLKT-L	mAP	36.03	# 8
Human-Object Interaction Detection	HICO-DET	CQL+GEN-VLKT-B	mAP	35.36	# 10

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Category Query Learning for Human-Object Interaction Classification

CVPR 2023 · Chi Xie, Fangao Zeng, Yue Hu, Shuang Liang, Yichen Wei ·

Unlike most previous HOI methods that focus on learning better human-object features, we propose a novel and complementary approach called category query learning. Such queries are explicitly associated to interaction categories, converted to image specific category representation via a transformer decoder, and learnt via an auxiliary image-level classification task. This idea is motivated by an earlier multi-label image classification method, but is for the first time applied for the challenging human-object interaction classification task. Our method is simple, general and effective. It is validated on three representative HOI baselines and achieves new state-of-the-art results on two benchmarks.