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

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Showing 401–425 of 449 papers

Title	Date	Tasks	Status
DecAug: Augmenting HOI Detection via Decomposition	Oct 2, 2020	Data AugmentationDomain Generalization	—Unverified
VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing	May 16, 2024	Human-Object Interaction DetectionImage Generation	—Unverified
The Overlooked Classifier in Human-Object Interaction Recognition	Dec 13, 2021	ClassificationHuman-Object Interaction Detection	—Unverified
ERNet: Efficient and Reliable Human-Object Interaction Detection	Jan 26, 2023	Human-Object Interaction DetectionObject	CodeCode Available
Chairs Can be Stood on: Overcoming Object Bias in Human-Object Interaction Detection	Jul 6, 2022	Human-Object Interaction DetectionObject	CodeCode Available
Interaction Region Visual Transformer for Egocentric Action Anticipation	Nov 25, 2022	Action AnticipationHuman-Object Interaction Detection	CodeCode Available
Interactiveness Field in Human-Object Interactions	Apr 16, 2022	Human-Object Interaction DetectionObject	CodeCode Available
Exploiting CLIP for Zero-shot HOI Detection Requires Knowledge Distillation at Multiple Levels	Sep 10, 2023	Human-Object Interaction DetectionKnowledge Distillation	CodeCode Available
Exploiting Multimodal Synthetic Data for Egocentric Human-Object Interaction Detection in an Industrial Scenario	Jun 21, 2023	Human-Object Interaction Detection	CodeCode Available
Grounded Human-Object Interaction Hotspots from Video	Dec 11, 2018	Human-Object Interaction DetectionObject	CodeCode Available
No-Frills Human-Object Interaction Detection: Factorization, Layout Encodings, and Training Techniques	Nov 14, 2018	Human-Object Interaction DetectionObject	CodeCode Available
Recurrent Space-time Graph Neural Networks	Apr 11, 2019	Action RecognitionHuman-Object Interaction Detection	CodeCode Available
Object-centric Video Representation for Long-term Action Anticipation	Oct 31, 2023	Action AnticipationHuman-Object Interaction Detection	CodeCode Available
SHD360: A Benchmark Dataset for Salient Human Detection in 360° Videos	May 24, 2021	Human DetectionHuman-Object Interaction Detection	CodeCode Available
Leverage Interactive Affinity for Affordance Learning	Jan 1, 2023	Human-Object Interaction DetectionObject	CodeCode Available
Descriptive Caption Enhancement with Visual Specialists for Multimodal Perception	Dec 18, 2024	DescriptiveHuman-Object Interaction Detection	CodeCode Available
Pose-aware Multi-level Feature Network for Human Object Interaction Detection	Sep 18, 2019	Human-Object Interaction DetectionObject	CodeCode Available
Bilateral Collaboration with Large Vision-Language Models for Open Vocabulary Human-Object Interaction Detection	Jul 9, 2025	Human-Object Interaction DetectionLarge Language Model	CodeCode Available
Visual-Geometric Collaborative Guidance for Affordance Learning	Oct 15, 2024	Human-Object Interaction DetectionObject	CodeCode Available
HICO-DET-SG and V-COCO-SG: New Data Splits for Evaluating the Systematic Generalization Performance of Human-Object Interaction Detection Models	May 17, 2023	Human-Object Interaction DetectionSystematic Generalization	CodeCode Available
Rb-PaStaNet: A Few-Shot Human-Object Interaction Detection Based on Rules and Part States	Aug 14, 2020	Human-Object Interaction Detection	CodeCode Available
RoHOI: Robustness Benchmark for Human-Object Interaction Detection	Jul 12, 2025	Human-Object Interaction DetectionObject	CodeCode Available
Fine-grained Affordance Annotation for Egocentric Hand-Object Interaction Videos	Feb 7, 2023	Action AnticipationAction Recognition	CodeCode Available
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction Detection	Dec 30, 2019	GPUHuman-Object Interaction Detection	CodeCode Available
Fine-Grained Multi-View Hand Reconstruction Using Inverse Rendering	Jul 8, 2024	Human-Object Interaction DetectionInverse Rendering	CodeCode Available

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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