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 26–50 of 449 papers

Title	Date	Tasks	Status	Hype	Score
BEHAVE: Dataset and Method for Tracking Human Object Interactions	Apr 14, 2022	3D Human Reconstruction3D Object Reconstruction	CodeCode Available	1	5
DRG: Dual Relation Graph for Human-Object Interaction Detection	Aug 26, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1	5
Dynamics-Regulated Kinematic Policy for Egocentric Pose Estimation	Jun 10, 2021	Egocentric Pose EstimationHuman-Object Interaction Detection	CodeCode Available	1	5
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer	Dec 3, 2021	GPUHuman-Object Interaction Detection	CodeCode Available	1	5
GEN-VLKT: Simplify Association and Enhance Interaction Understanding for HOI Detection	Mar 26, 2022	DecoderHuman-Object Interaction Detection	CodeCode Available	1	5
FGAHOI: Fine-Grained Anchors for Human-Object Interaction Detection	Jan 8, 2023	Human-Object Interaction DetectionObject	CodeCode Available	1	5
Exploring Structure-aware Transformer over Interaction Proposals for Human-Object Interaction Detection	Jun 13, 2022	Human-Object Interaction DetectionObject	CodeCode Available	1	5
Detailed 2D-3D Joint Representation for Human-Object Interaction	Apr 17, 2020	Action UnderstandingHuman-Object Interaction Detection	CodeCode Available	1	5
Exploring the Potential of Large Foundation Models for Open-Vocabulary HOI Detection	Apr 9, 2024	Human-Object Interaction DetectionWorld Knowledge	CodeCode Available	1	5
First Place Solution to the CVPR'2023 AQTC Challenge: A Function-Interaction Centric Approach with Spatiotemporal Visual-Language Alignment	Jun 23, 2023	Human-Object Interaction Detection	CodeCode Available	1	5
Category Query Learning for Human-Object Interaction Classification	Mar 24, 2023	ClassificationDecoder	CodeCode Available	1	5
Articulated 3D Human-Object Interactions from RGB Videos: An Empirical Analysis of Approaches and Challenges	Sep 12, 2022	3D ReconstructionHuman-Object Interaction Detection	CodeCode Available	1	5
ConsNet: Learning Consistency Graph for Zero-Shot Human-Object Interaction Detection	Aug 14, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1	5
D3D-HOI: Dynamic 3D Human-Object Interactions from Videos	Aug 19, 2021	Human-Object Interaction DetectionObject	CodeCode Available	1	5
DECO: Dense Estimation of 3D Human-Scene Contact In The Wild	Sep 26, 2023	Contact DetectionDense contact estimation	CodeCode Available	1	5
Cascaded Human-Object Interaction Recognition	Mar 9, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1	5
Full-Body Articulated Human-Object Interaction	Dec 20, 2022	Action RecognitionHuman-Object Interaction Detection	CodeCode Available	1	5
Detecting Human-Object Interactions with Action Co-occurrence Priors	Jul 17, 2020	Human-Object Interaction Detection	CodeCode Available	1	5
Detecting Any Human-Object Interaction Relationship: Universal HOI Detector with Spatial Prompt Learning on Foundation Models	Nov 7, 2023	DecoderHuman-Object Interaction Detection	CodeCode Available	1	5
Detecting Human-Object Interactions with Object-Guided Cross-Modal Calibrated Semantics	Feb 1, 2022	Human-Object Interaction DetectionObject	CodeCode Available	1	5
Detecting Human-Object Interactions with Action Co-occurrence Priors	Aug 1, 2020	Human-Object Interaction Detection	CodeCode Available	1	5
ACP++: Action Co-occurrence Priors for Human-Object Interaction Detection	Sep 9, 2021	Human-Object Interaction Detection	CodeCode Available	1	5
DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction Detection	Oct 2, 2020	Human-Object Interaction Detection	CodeCode Available	1	5
Auto-Regressive Diffusion for Generating 3D Human-Object Interactions	Mar 21, 2025	Human-Object Interaction DetectionMamba	CodeCode Available	1	5
Affordance Transfer Learning for Human-Object Interaction Detection	Apr 7, 2021	Affordance DetectionAffordance Recognition	CodeCode Available	1	5

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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