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 376–400 of 449 papers

Title	Date	Tasks	Status	Hype
Joint Hand-object 3D Reconstruction from a Single Image with Cross-branch Feature Fusion	Jun 28, 2020	3D ReconstructionDepth Estimation	—Unverified	0
Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks	Jun 16, 2020	Graph Neural NetworkHuman-Object Interaction Detection	CodeCode Available	1
Diagnosing Rarity in Human-Object Interaction Detection	Jun 10, 2020	Human-Object Interaction DetectionObject	—Unverified	0
Object-Occluded Human Shape and Pose Estimation From a Single Color Image	Jun 1, 2020	3D Human Pose Estimation3D Human Shape Estimation	—Unverified	0
Discovering Human Interactions With Novel Objects via Zero-Shot Learning	Jun 1, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Novel Human-Object Interaction Detection via Adversarial Domain Generalization	May 22, 2020	Domain GeneralizationHuman-Object Interaction Detection	—Unverified	0
Localizing Firearm Carriers by Identifying Human-Object Pairs	May 19, 2020	Human-Object Interaction DetectionObject	—Unverified	0
A Deep Learning Approach to Object Affordance Segmentation	Apr 18, 2020	Deep LearningHuman-Object Interaction Detection	—Unverified	0
Detailed 2D-3D Joint Representation for Human-Object Interaction	Apr 17, 2020	Action UnderstandingHuman-Object Interaction Detection	CodeCode Available	1
Spatial Priming for Detecting Human-Object Interactions	Apr 9, 2020	Human-Object Interaction DetectionObject	—Unverified	0
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
GID-Net: Detecting Human-Object Interaction with Global and Instance Dependency	Mar 11, 2020	Human-Object Interaction DetectionObject	—Unverified	0
Cascaded Human-Object Interaction Recognition	Mar 9, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
TPPO: A Novel Trajectory Predictor with Pseudo Oracle	Feb 4, 2020	Autonomous DrivingHuman-Object Interaction Detection	—Unverified	0
Classifying All Interacting Pairs in a Single Shot	Jan 13, 2020	AllHuman-Object Interaction Detection	—Unverified	0
Visual-Semantic Graph Attention Networks for Human-Object Interaction Detection	Jan 7, 2020	Graph AttentionHuman-Object Interaction Detection	CodeCode Available	1
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction Detection	Dec 30, 2019	GPUHuman-Object Interaction Detection	CodeCode Available	0
Generating Videos of Zero-Shot Compositions of Actions and Objects	Dec 5, 2019	Human-Object Interaction DetectionObject	—Unverified	0
Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Actions in First Person Video	Nov 25, 2019	Action AnticipationHuman-Object Interaction Detection	CodeCode Available	0
Tell Me What They're Holding: Weakly-supervised Object Detection with Transferable Knowledge from Human-object Interaction	Nov 19, 2019	Human-Object Interaction DetectionObject	—Unverified	0
Deep Contextual Attention for Human-Object Interaction Detection	Oct 17, 2019	Human-Object Interaction DetectionObject	—Unverified	0
Relation Parsing Neural Network for Human-Object Interaction Detection	Oct 1, 2019	Human-Object Interaction DetectionObject	—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