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 171–180 of 449 papers

Title	Date	Tasks	Status	Hype
HandyPriors: Physically Consistent Perception of Hand-Object Interactions with Differentiable Priors	Nov 28, 2023	Human-Object Interaction DetectionObject	—Unverified	0
CG-HOI: Contact-Guided 3D Human-Object Interaction Generation	Nov 27, 2023	Human-Object Interaction DetectionHuman-Object Interaction Generation	—Unverified	0
Generating Human-Centric Visual Cues for Human-Object Interaction Detection via Large Vision-Language Models	Nov 26, 2023	Human-Object Interaction Detection	—Unverified	0
Neural-Logic Human-Object Interaction Detection	Nov 16, 2023	DecoderHuman-Object Interaction Detection	CodeCode Available	1
Detecting Any Human-Object Interaction Relationship: Universal HOI Detector with Spatial Prompt Learning on Foundation Models	Nov 7, 2023	DecoderHuman-Object Interaction Detection	CodeCode Available	1
Towards a Unified Transformer-based Framework for Scene Graph Generation and Human-object Interaction Detection	Nov 3, 2023	Graph GenerationHuman-Object Interaction Detection	—Unverified	0
Object-centric Video Representation for Long-term Action Anticipation	Oct 31, 2023	Action AnticipationHuman-Object Interaction Detection	CodeCode Available	0
Open-Set Image Tagging with Multi-Grained Text Supervision	Oct 23, 2023	Human-Object Interaction DetectionOpen Set Learning	CodeCode Available	4
Hierarchical Generation of Human-Object Interactions with Diffusion Probabilistic Models	Oct 3, 2023	DiversityHuman-Object Interaction Detection	—Unverified	0
Object Motion Guided Human Motion Synthesis	Sep 28, 2023	DenoisingHuman-Object Interaction Detection	—Unverified	0

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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