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 201–210 of 449 papers

Title	Date	Tasks	Status
Human-Object Interaction with Vision-Language Model Guided Relative Movement Dynamics	Mar 24, 2025	Human-Object Interaction DetectionLanguage Modeling	—Unverified
HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment	Jan 1, 2024	Human-Object Interaction DetectionObject	—Unverified
Graphing the Future: Activity and Next Active Object Prediction using Graph-based Activity Representations	Sep 12, 2022	Graph MatchingHuman-Object Interaction Detection	—Unverified
HOIMotion: Forecasting Human Motion During Human-Object Interactions Using Egocentric 3D Object Bounding Boxes	Jul 2, 2024	DecoderHuman-Object Interaction Detection	—Unverified
HOI-PAGE: Zero-Shot Human-Object Interaction Generation with Part Affordance Guidance	Jun 8, 2025	Human-Object Interaction DetectionHuman-Object Interaction Generation	—Unverified
HOIverse: A Synthetic Scene Graph Dataset With Human Object Interactions	Jun 24, 2025	Graph GenerationHuman-Object Interaction Detection	—Unverified
HOKEM: Human and Object Keypoint-based Extension Module for Human-Object Interaction Detection	Jun 25, 2023	Human-Object Interaction DetectionObject	—Unverified
Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense	Sep 4, 2019	3D Human Pose EstimationHuman-Object Interaction Detection	—Unverified
HORP: Human-Object Relation Priors Guided HOI Detection	Jan 1, 2025	Human-Object Interaction DetectionObject	—Unverified
GLOVER: Generalizable Open-Vocabulary Affordance Reasoning for Task-Oriented Grasping	Nov 19, 2024	Common Sense ReasoningHuman-Object Interaction Detection	—Unverified

Show:10 25 50

← PrevPage 21 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