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 211–220 of 449 papers

Title	Date	Tasks	Status
HOIMotion: Forecasting Human Motion During Human-Object Interactions Using Egocentric 3D Object Bounding Boxes	Jul 2, 2024	DecoderHuman-Object Interaction Detection	—Unverified
Human-Aware 3D Scene Generation with Spatially-constrained Diffusion Models	Jun 26, 2024	Collision AvoidanceHuman-Object Interaction Detection	—Unverified
Human Centred Object Co-Segmentation	Jun 12, 2016	Human-Object Interaction DetectionObject	—Unverified
HOI-M3:Capture Multiple Humans and Objects Interaction within Contextual Environment	Mar 30, 2024	Human-Object Interaction DetectionObject	—Unverified
COBE: Contextualized Object Embeddings from Narrated Instructional Video	Jul 14, 2020	Human-Object Interaction DetectionObject	—Unverified
Human-Object Interaction Detection Collaborated with Large Relation-driven Diffusion Models	Oct 26, 2024	Contrastive LearningHuman-Object Interaction Detection	—Unverified
HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment	Jan 1, 2024	Human-Object Interaction DetectionObject	—Unverified
HOIGen-1M: A Large-scale Dataset for Human-Object Interaction Video Generation	Mar 31, 2025	HallucinationHuman-Object Interaction Detection	—Unverified
Human-Object Interaction Detection via Disentangled Transformer	Apr 20, 2022	DecoderHuman-Object Interaction Detection	—Unverified
HOI-Diff: Text-Driven Synthesis of 3D Human-Object Interactions using Diffusion Models	Dec 11, 2023	Human-Object Interaction DetectionMotion Generation	—Unverified

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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