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 101–125 of 449 papers

Title	Date	Tasks	Status	Hype
DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction Detection	Oct 2, 2020	Human-Object Interaction Detection	CodeCode Available	1
Human-Object Interaction Detection:A Quick Survey and Examination of Methods	Sep 27, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
DRG: Dual Relation Graph for Human-Object Interaction Detection	Aug 26, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
ConsNet: Learning Consistency Graph for Zero-Shot Human-Object Interaction Detection	Aug 14, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Polysemy Deciphering Network for Robust Human-Object Interaction Detection	Aug 7, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Pose-based Modular Network for Human-Object Interaction Detection	Aug 5, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Polysemy Deciphering Network for Human-Object Interaction Detection	Aug 1, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Detecting Human-Object Interactions with Action Co-occurrence Priors	Aug 1, 2020	Human-Object Interaction Detection	CodeCode Available	1
LEMMA: A Multi-view Dataset for Learning Multi-agent Multi-task Activities	Jul 31, 2020	Action RecognitionAction Understanding	CodeCode Available	1
Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the Wild	Jul 30, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
Visual Compositional Learning for Human-Object Interaction Detection	Jul 24, 2020	Affordance RecognitionHuman-Object Interaction Detection	CodeCode Available	1
Detecting Human-Object Interactions with Action Co-occurrence Priors	Jul 17, 2020	Human-Object Interaction Detection	CodeCode Available	1
VPN: Learning Video-Pose Embedding for Activities of Daily Living	Jul 6, 2020	Action ClassificationAction Recognition	CodeCode Available	1
Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks	Jun 16, 2020	Graph Neural NetworkHuman-Object Interaction Detection	CodeCode Available	1
Discovering Human Interactions With Novel Objects via Zero-Shot Learning	Jun 1, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Detailed 2D-3D Joint Representation for Human-Object Interaction	Apr 17, 2020	Action UnderstandingHuman-Object Interaction Detection	CodeCode Available	1
PaStaNet: Toward Human Activity Knowledge Engine	Apr 2, 2020	Action DetectionHuman-Object Interaction Detection	CodeCode Available	1
Learning Human-Object Interaction Detection using Interaction Points	Mar 31, 2020	Human-Object Interaction DetectionKeypoint Detection	CodeCode Available	1
Use the Force, Luke! Learning to Predict Physical Forces by Simulating Effects	Mar 26, 2020	Human-Object Interaction Detection	CodeCode Available	1
VSGNet: Spatial Attention Network for Detecting Human Object Interactions Using Graph Convolutions	Mar 11, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Cascaded Human-Object Interaction Recognition	Mar 9, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Visual-Semantic Graph Attention Networks for Human-Object Interaction Detection	Jan 7, 2020	Graph AttentionHuman-Object Interaction Detection	CodeCode Available	1
HAKE: Human Activity Knowledge Engine	Apr 13, 2019	Action DetectionHuman-Object Interaction Detection	CodeCode Available	1
Transferable Interactiveness Knowledge for Human-Object Interaction Detection	Nov 20, 2018	Human-Object Interaction DetectionObject	CodeCode Available	1
iCAN: Instance-Centric Attention Network for Human-Object Interaction Detection	Aug 30, 2018	Human-Object Interaction DetectionObject	CodeCode Available	1

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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