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 31–40 of 449 papers

Title	Date	Tasks	Status	Hype
Re-HOLD: Video Hand Object Interaction Reenactment via adaptive Layout-instructed Diffusion Model	Mar 21, 2025	DisentanglementHuman-Object Interaction Detection	—Unverified	0
Auto-Regressive Diffusion for Generating 3D Human-Object Interactions	Mar 21, 2025	Human-Object Interaction DetectionMamba	CodeCode Available	1
Reconstructing In-the-Wild Open-Vocabulary Human-Object Interactions	Mar 20, 2025	3D ReconstructionHuman-Object Interaction Detection	—Unverified	0
3D Human Interaction Generation: A Survey	Mar 17, 2025	Human-Object Interaction DetectionMotion Generation	—Unverified	0
Hoi2Anomaly: An Explainable Anomaly Detection Approach Guided by Human-Object Interaction	Mar 13, 2025	Anomaly DetectionHuman-Object Interaction Detection	—Unverified	0
GASPACHO: Gaussian Splatting for Controllable Humans and Objects	Mar 12, 2025	Human-Object Interaction DetectionObject	—Unverified	0
InteractEdit: Zero-Shot Editing of Human-Object Interactions in Images	Mar 12, 2025	AttributeHuman-Object Interaction Detection	—Unverified	0
End-to-End HOI Reconstruction Transformer with Graph-based Encoding	Mar 8, 2025	Human-Object Interaction Detection	—Unverified	0
From Infants to AI: Incorporating Infant-like Learning in Models Boosts Efficiency and Generalization in Learning Social Prediction Tasks	Mar 5, 2025	Human-Object Interaction Detection	—Unverified	0
SGC-Net: Stratified Granular Comparison Network for Open-Vocabulary HOI Detection	Mar 1, 2025	Human-Object Interaction DetectionLarge Language Model	CodeCode Available	1

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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