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 321–330 of 449 papers

Title	Date	Tasks	Status	Hype
GTNet:Guided Transformer Network for Detecting Human-Object Interactions	Aug 2, 2021	Human-Object Interaction DetectionObject	CodeCode Available	1
Neural Free-Viewpoint Performance Rendering under Complex Human-object Interactions	Aug 1, 2021	4D reconstructionDynamic Reconstruction	—Unverified	0
Spot What Matters: Learning Context Using Graph Convolutional Networks for Weakly-Supervised Action Detection	Jul 28, 2021	Action DetectionHuman-Object Interaction Detection	CodeCode Available	1
Is Object Detection Necessary for Human-Object Interaction Recognition?	Jul 27, 2021	Human-Object Interaction DetectionObject	—Unverified	0
Hierarchical Video Prediction Using Relational Layouts for Human-Object Interactions	Jun 19, 2021	Human-Object Interaction DetectionObject	—Unverified	0
Dynamics-Regulated Kinematic Policy for Egocentric Pose Estimation	Jun 10, 2021	Egocentric Pose EstimationHuman-Object Interaction Detection	CodeCode Available	1
Contextual Guided Segmentation Framework for Semi-supervised Video Instance Segmentation	Jun 7, 2021	Human-Object Interaction DetectionInstance Segmentation	—Unverified	0
ST-HOI: A Spatial-Temporal Baseline for Human-Object Interaction Detection in Videos	May 25, 2021	Action DetectionHuman-Object Interaction Anticipation	CodeCode Available	1
SHD360: A Benchmark Dataset for Salient Human Detection in 360° Videos	May 24, 2021	Human DetectionHuman-Object Interaction Detection	CodeCode Available	0
Human Object Interaction Detection using Two-Direction Spatial Enhancement and Exclusive Object Prior	May 7, 2021	Human-Object Interaction DetectionObject	—Unverified	0

Show:10 25 50

← PrevPage 33 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