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 26–50 of 449 papers

Title	Date	Tasks	Status	Hype
BEHAVE: Dataset and Method for Tracking Human Object Interactions	Apr 14, 2022	3D Human Reconstruction3D Object Reconstruction	CodeCode Available	1
EZ-HOI: VLM Adaptation via Guided Prompt Learning for Zero-Shot HOI Detection	Oct 31, 2024	Human-Object Interaction DetectionLarge Language Model	CodeCode Available	1
FGAHOI: Fine-Grained Anchors for Human-Object Interaction Detection	Jan 8, 2023	Human-Object Interaction DetectionObject	CodeCode Available	1
From My View to Yours: Ego-Augmented Learning in Large Vision Language Models for Understanding Exocentric Daily Living Activities	Jan 10, 2025	Human-Object Interaction DetectionKnowledge Distillation	CodeCode Available	1
GEN-VLKT: Simplify Association and Enhance Interaction Understanding for HOI Detection	Mar 26, 2022	DecoderHuman-Object Interaction Detection	CodeCode Available	1
Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer	Dec 3, 2021	GPUHuman-Object Interaction Detection	CodeCode Available	1
Discovering A Variety of Objects in Spatio-Temporal Human-Object Interactions	Nov 14, 2022	Human-Object Interaction DetectionObject	CodeCode Available	1
Diagnosing Human-object Interaction Detectors	Aug 16, 2023	ClassificationHuman-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
EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level Planning	Dec 11, 2023	BenchmarkingHuman-Object Interaction Detection	CodeCode Available	1
Category Query Learning for Human-Object Interaction Classification	Mar 24, 2023	ClassificationDecoder	CodeCode Available	1
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
Detecting Human-Object Interactions with Action Co-occurrence Priors	Jul 17, 2020	Human-Object Interaction Detection	CodeCode Available	1
Detecting Human-Object Interaction via Fabricated Compositional Learning	Mar 15, 2021	Affordance RecognitionHuman-Object Interaction Detection	CodeCode Available	1
Cascaded Human-Object Interaction Recognition	Mar 9, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction Detection	Oct 2, 2020	Human-Object Interaction Detection	CodeCode Available	1
Full-Body Articulated Human-Object Interaction	Dec 20, 2022	Action RecognitionHuman-Object Interaction Detection	CodeCode Available	1
Discovering Human-Object Interaction Concepts via Self-Compositional Learning	Mar 27, 2022	Affordance RecognitionHuman-Object Interaction Concept Discovery	CodeCode Available	1
Disentangled Pre-training for Human-Object Interaction Detection	Apr 2, 2024	Action RecognitionDecoder	CodeCode Available	1
DRG: Dual Relation Graph for Human-Object Interaction Detection	Aug 26, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Dynamics-Regulated Kinematic Policy for Egocentric Pose Estimation	Jun 10, 2021	Egocentric Pose EstimationHuman-Object Interaction Detection	CodeCode Available	1
ACP++: Action Co-occurrence Priors for Human-Object Interaction Detection	Sep 9, 2021	Human-Object Interaction Detection	CodeCode Available	1
ConsNet: Learning Consistency Graph for Zero-Shot Human-Object Interaction Detection	Aug 14, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Auto-Regressive Diffusion for Generating 3D Human-Object Interactions	Mar 21, 2025	Human-Object Interaction DetectionMamba	CodeCode Available	1
Affordance Transfer Learning for Human-Object Interaction Detection	Apr 7, 2021	Affordance DetectionAffordance Recognition	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 ([email protected])	11.12	—	Unverified
2	ST-GAZE	Detection: Full ([email protected])	10.4	—	Unverified
3	STTRAN	Detection: Full ([email protected])	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	[email protected] role	25.93	—	Unverified