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 181–190 of 449 papers

Title	Date	Tasks	Status	Hype
Object Motion Guided Human Motion Synthesis	Sep 28, 2023	DenoisingHuman-Object Interaction Detection	—Unverified	0
DECO: Dense Estimation of 3D Human-Scene Contact In The Wild	Sep 26, 2023	Contact DetectionDense contact estimation	CodeCode Available	1
ENIGMA-51: Towards a Fine-Grained Understanding of Human-Object Interactions in Industrial Scenarios	Sep 26, 2023	Action DetectionHuman-Object Interaction Detection	—Unverified	0
Detection and Localization of Firearm Carriers in Complex Scenes for Improved Safety Measures	Sep 17, 2023	Human-Object Interaction Detection	—Unverified	0
Physically Plausible Full-Body Hand-Object Interaction Synthesis	Sep 14, 2023	Human-Object Interaction DetectionObject	—Unverified	0
Exploiting CLIP for Zero-shot HOI Detection Requires Knowledge Distillation at Multiple Levels	Sep 10, 2023	Human-Object Interaction DetectionKnowledge Distillation	CodeCode Available	0
Efficient Adaptive Human-Object Interaction Detection with Concept-guided Memory	Sep 7, 2023	Human-Object Interaction DetectionRetrieval	CodeCode Available	1
InterDiff: Generating 3D Human-Object Interactions with Physics-Informed Diffusion	Aug 31, 2023	3D Human DynamicsHuman Dynamics	CodeCode Available	2
CHORUS: Learning Canonicalized 3D Human-Object Spatial Relations from Unbounded Synthesized Images	Aug 23, 2023	Common Sense ReasoningDiversity	—Unverified	0
HODN: Disentangling Human-Object Feature for HOI Detection	Aug 20, 2023	DecoderHuman 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