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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 449 papers

Title	Date	Tasks	Status	Hype
RoHOI: Robustness Benchmark for Human-Object Interaction Detection	Jul 12, 2025	Human-Object Interaction DetectionObject	CodeCode Available	0
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
VolumetricSMPL: A Neural Volumetric Body Model for Efficient Interactions, Contacts, and Collisions	Jun 29, 2025	Computational EfficiencyGPU	CodeCode Available	2
HOIverse: A Synthetic Scene Graph Dataset With Human Object Interactions	Jun 24, 2025	Graph GenerationHuman-Object Interaction Detection	—Unverified	0
On the Robustness of Human-Object Interaction Detection against Distribution Shift	Jun 22, 2025	BenchmarkingData Augmentation	—Unverified	0
Egocentric Human-Object Interaction Detection: A New Benchmark and Method	Jun 17, 2025	BenchmarkingHuman-Object Interaction Detection	—Unverified	0
InterActHuman: Multi-Concept Human Animation with Layout-Aligned Audio Conditions	Jun 11, 2025	Human AnimationHuman-Object Interaction Detection	—Unverified	0
HunyuanVideo-HOMA: Generic Human-Object Interaction in Multimodal Driven Human Animation	Jun 10, 2025	Human AnimationHuman-Object Interaction Detection	—Unverified	0
HOI-PAGE: Zero-Shot Human-Object Interaction Generation with Part Affordance Guidance	Jun 8, 2025	Human-Object Interaction DetectionHuman-Object Interaction Generation	—Unverified	0
Zero-Shot Temporal Interaction Localization for Egocentric Videos	Jun 4, 2025	Action LocalizationHuman-Object Interaction Detection	CodeCode Available	1

Show:10 25 50

← PrevPage 1 of 45Next →

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