Human-Object Interaction Detection

Human-Object Interaction (HOI) detection is a task of identifying "a set of interactions" in an image, which involves the i) localization of the subject (i.e., humans) and target (i.e., objects) of interaction, and ii) the classification of the interaction labels.

Papers

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Showing 121–130 of 449 papers

Title	Date	Tasks	Status	Hype	Score
Person in Place: Generating Associative Skeleton-Guidance Maps for Human-Object Interaction Image Editing	Jan 1, 2024	Human-Object Interaction DetectionObject	CodeCode Available	1	5
EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level Planning	Dec 11, 2023	BenchmarkingHuman-Object Interaction Detection	CodeCode Available	1	5
Spot What Matters: Learning Context Using Graph Convolutional Networks for Weakly-Supervised Action Detection	Jul 28, 2021	Action DetectionHuman-Object Interaction Detection	CodeCode Available	1	5
Transferable Interactiveness Knowledge for Human-Object Interaction Detection	Jan 25, 2021	Human-Object Interaction DetectionObject	CodeCode Available	1	5
End-to-End Human Object Interaction Detection with HOI Transformer	Mar 8, 2021	Human-Object Interaction Detectionobject-detection	CodeCode Available	1	5
Pose-aware Multi-level Feature Network for Human Object Interaction Detection	Sep 18, 2019	Human-Object Interaction DetectionObject	CodeCode Available	0	5
Bilateral Collaboration with Large Vision-Language Models for Open Vocabulary Human-Object Interaction Detection	Jul 9, 2025	Human-Object Interaction DetectionLarge Language Model	CodeCode Available	0	5
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction Detection	Dec 30, 2019	GPUHuman-Object Interaction Detection	CodeCode Available	0	5
PersonaHOI: Effortlessly Improving Personalized Face with Human-Object Interaction Generation	Jan 10, 2025	Human-Object Interaction DetectionHuman-Object Interaction Generation	CodeCode Available	0	5
Contextual Action Recognition with R*CNN	May 5, 2015	Action RecognitionAttribute	CodeCode Available	0	5

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All datasets HICO-DET V-COCO HICO VidHOI Ambiguious-HOI MECCANO

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Ours (PViC+)	mAP	46.49	—	Unverified
2	RLIPv2 (Swin-L)	mAP	45.09	—	Unverified
3	PViC-SwinL	mAP	44.32	—	Unverified
4	SOV-STG (Swin-L)	mAP	43.35	—	Unverified
5	DiffHOI	mAP	41.5	—	Unverified
6	ViPLO	mAP	37.22	—	Unverified
7	FGAHOI	mAP	37.18	—	Unverified
8	ERNet	mAP	36.89	—	Unverified
9	CQL+GEN-VLKT-L	mAP	36.03	—	Unverified
10	QAHOI (Swin-L)	mAP	35.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RLIPv2	AP(S1)	72.1	—	Unverified
2	MUREN	AP(S1)	68.8	—	Unverified
3	STIP	AP(S1)	66	—	Unverified
4	DiffHOI	AP(S1)	65.7	—	Unverified
5	OCN (ResNet101)	AP(S1)	65.3	—	Unverified
6	OCN (ResNet50)	AP(S1)	64.2	—	Unverified
7	CDN (ResNet101)	AP(S1)	63.91	—	Unverified
8	HOICLIP	AP(S1)	63.5	—	Unverified
9	QPIC + CPC	MAP	63.1	—	Unverified
10	Body Part Interactiveness	AP(S1)	63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DEFR	mAP	65.6	—	Unverified
2	HAKE	mAP	47.1	—	Unverified
3	PaStaNet	mAP	46.3	—	Unverified
4	RelViT	mAP	43.98	—	Unverified
5	Pairwise-Part	mAP	39.9	—	Unverified
6	Mallya & Lazebnik	mAP	36.1	—	Unverified
7	Girdhar & Ramanan	mAP	34.6	—	Unverified
8	R*CNN	mAP	28.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HOI4ABOT	Detection: Full (mAP@0.5)	11.12	—	Unverified
2	ST-GAZE	Detection: Full (mAP@0.5)	10.4	—	Unverified
3	STTRAN	Detection: Full (mAP@0.5)	7.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DJ-RN	mAP	10.37	—	Unverified
2	iCAN	mAP	8.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SlowFast + FasterRCNN	mAP@0.5 role	25.93	—	Unverified