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 251–275 of 449 papers

Title	Date	Tasks	Status	Hype
RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection	Sep 5, 2022	Human-Object Interaction DetectionRelation	CodeCode Available	1
Grounded Affordance from Exocentric View	Aug 28, 2022	DiversityHuman-Object Interaction Detection	CodeCode Available	1
Distance-Aware Occlusion Detection with Focused Attention	Aug 23, 2022	DecoderHuman-Object Interaction Detection	CodeCode Available	1
DropKey	Aug 4, 2022	Human-Object Interaction Detectionimage-classification	—Unverified	0
Mining Cross-Person Cues for Body-Part Interactiveness Learning in HOI Detection	Jul 28, 2022	Human-Object Interaction Detection	CodeCode Available	1
SAVCHOI: Detecting Suspicious Activities using Dense Video Captioning with Human Object Interactions	Jul 24, 2022	Dense CaptioningDense Video Captioning	—Unverified	0
Geometric Features Informed Multi-person Human-object Interaction Recognition in Videos	Jul 19, 2022	Human-Object Interaction Detection	CodeCode Available	1
Knowledge Guided Bidirectional Attention Network for Human-Object Interaction Detection	Jul 16, 2022	DecoderHuman-Object Interaction Detection	—Unverified	0
Towards Hard-Positive Query Mining for DETR-based Human-Object Interaction Detection	Jul 12, 2022	Human-Object Interaction DetectionObject	CodeCode Available	1
A Skeleton-aware Graph Convolutional Network for Human-Object Interaction Detection	Jul 11, 2022	Human-Object Interaction DetectionObject	CodeCode Available	0
Learning Continuous Grasping Function with a Dexterous Hand from Human Demonstrations	Jul 11, 2022	Human-Object Interaction Detectionmotion retargeting	CodeCode Available	1
Learning Structured Representations of Visual Scenes	Jul 9, 2022	Human-Object Interaction DetectionRepresentation Learning	—Unverified	0
Chairs Can be Stood on: Overcoming Object Bias in Human-Object Interaction Detection	Jul 6, 2022	Human-Object Interaction DetectionObject	CodeCode Available	0
Distance Matters in Human-Object Interaction Detection	Jul 5, 2022	Human-Object Interaction DetectionObject	CodeCode Available	0
Learn to Predict How Humans Manipulate Large-sized Objects from Interactive Motions	Jun 25, 2022	Graph Neural NetworkHuman-Object Interaction Detection	—Unverified	0
Exploring Structure-aware Transformer over Interaction Proposals for Human-Object Interaction Detection	Jun 13, 2022	Human-Object Interaction DetectionObject	CodeCode Available	1
Precise Affordance Annotation for Egocentric Action Video Datasets	Jun 11, 2022	Action AnticipationAffordance Recognition	—Unverified	0
Spatial Parsing and Dynamic Temporal Pooling networks for Human-Object Interaction detection	Jun 7, 2022	Human-Object Interaction DetectionObject	—Unverified	0
Video-based Human-Object Interaction Detection from Tubelet Tokens	Jun 4, 2022	Human-Object Interaction Detection	—Unverified	0
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions	May 27, 2022	BenchmarkingFew-Shot Image Classification	CodeCode Available	1
Interaction Replica: Tracking Human-Object Interaction and Scene Changes From Human Motion	May 5, 2022	Human-Object Interaction DetectionObject	—Unverified	0
COUCH: Towards Controllable Human-Chair Interactions	May 1, 2022	Human-Object Interaction DetectionObject	—Unverified	0
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning	Apr 24, 2022	Human-Object Interaction DetectionObject	CodeCode Available	1
Persistent-Transient Duality in Human Behavior Modeling	Apr 21, 2022	Human-Object Interaction Detectionmotion prediction	—Unverified	0
Human-Object Interaction Detection via Disentangled Transformer	Apr 20, 2022	DecoderHuman-Object Interaction 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