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 101–110 of 449 papers

Title	Date	Tasks	Status	Hype
A Plug-and-Play Method for Rare Human-Object Interactions Detection by Bridging Domain Gap	Jul 31, 2024	Human-Object Interaction DetectionImage Reconstruction	CodeCode Available	0
StackFLOW: Monocular Human-Object Reconstruction by Stacked Normalizing Flow with Offset	Jul 30, 2024	Human-Object Interaction DetectionObject	CodeCode Available	1
Monocular Human-Object Reconstruction in the Wild	Jul 30, 2024	DiversityHuman-Object Interaction Detection	CodeCode Available	1
Kinematics-based 3D Human-Object Interaction Reconstruction from Single View	Jul 19, 2024	Human-Object Interaction Detection	—Unverified	0
F-HOI: Toward Fine-grained Semantic-Aligned 3D Human-Object Interactions	Jul 17, 2024	Human-Object Interaction DetectionLanguage Modelling	—Unverified	0
HIMO: A New Benchmark for Full-Body Human Interacting with Multiple Objects	Jul 17, 2024	BenchmarkingHuman-Object Interaction Detection	—Unverified	0
CycleHOI: Improving Human-Object Interaction Detection with Cycle Consistency of Detection and Generation	Jul 16, 2024	Human-Object Interaction Detection	—Unverified	0
NODE-Adapter: Neural Ordinary Differential Equations for Better Vision-Language Reasoning	Jul 11, 2024	Domain GeneralizationHuman-Object Interaction Detection	—Unverified	0
Fine-Grained Multi-View Hand Reconstruction Using Inverse Rendering	Jul 8, 2024	Human-Object Interaction DetectionInverse Rendering	CodeCode Available	0
RAM: Retrieval-Based Affordance Transfer for Generalizable Zero-Shot Robotic Manipulation	Jul 5, 2024	Human-Object Interaction DetectionRetrieval	CodeCode Available	2

Show:10 25 50

← PrevPage 11 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