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 101–125 of 449 papers

Title	Date	Tasks	Status	Hype
Distance-Aware Occlusion Detection with Focused Attention	Aug 23, 2022	DecoderHuman-Object Interaction Detection	CodeCode Available	1
PaStaNet: Toward Human Activity Knowledge Engine	Apr 2, 2020	Action DetectionHuman-Object Interaction Detection	CodeCode Available	1
Polysemy Deciphering Network for Robust Human-Object Interaction Detection	Aug 7, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Pose-based Modular Network for Human-Object Interaction Detection	Aug 5, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
Glance and Focus: Memory Prompting for Multi-Event Video Question Answering	Jan 3, 2024	Action DetectionHuman-Object Interaction Detection	CodeCode Available	1
QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information	Mar 9, 2021	Human-Object Interaction Concept DiscoveryHuman-Object Interaction Detection	CodeCode Available	1
BEHAVE: Dataset and Method for Tracking Human Object Interactions	Apr 14, 2022	3D Human Reconstruction3D Object Reconstruction	CodeCode Available	1
DRG: Dual Relation Graph for Human-Object Interaction Detection	Aug 26, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning	Apr 24, 2022	Human-Object Interaction DetectionObject	CodeCode Available	1
RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection	Sep 5, 2022	Human-Object Interaction DetectionRelation	CodeCode Available	1
HOTR: End-to-End Human-Object Interaction Detection with Transformers	Apr 28, 2021	DecoderHuman-Object Interaction Detection	CodeCode Available	1
Dynamics-Regulated Kinematic Policy for Egocentric Pose Estimation	Jun 10, 2021	Egocentric Pose EstimationHuman-Object Interaction Detection	CodeCode Available	1
Spot What Matters: Learning Context Using Graph Convolutional Networks for Weakly-Supervised Action Detection	Jul 28, 2021	Action DetectionHuman-Object Interaction Detection	CodeCode Available	1
Efficient Adaptive Human-Object Interaction Detection with Concept-guided Memory	Sep 7, 2023	Human-Object Interaction DetectionRetrieval	CodeCode Available	1
ConsNet: Learning Consistency Graph for Zero-Shot Human-Object Interaction Detection	Aug 14, 2020	Human-Object Interaction DetectionObject	CodeCode Available	1
ST-HOI: A Spatial-Temporal Baseline for Human-Object Interaction Detection in Videos	May 25, 2021	Action DetectionHuman-Object Interaction Anticipation	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
The MECCANO Dataset: Understanding Human-Object Interactions from Egocentric Videos in an Industrial-like Domain	Oct 12, 2020	Action RecognitionActive Object Detection	CodeCode Available	1
Exploring Predicate Visual Context in Detecting Human-Object Interactions	Aug 11, 2023	Human-Object Interaction DetectionObject	CodeCode Available	1
Unseen No More: Unlocking the Potential of CLIP for Generative Zero-shot HOI Detection	Aug 12, 2024	Human-Object Interaction DetectionZero-Shot Human-Object Interaction Detection	CodeCode Available	1
ViPLO: Vision Transformer based Pose-Conditioned Self-Loop Graph for Human-Object Interaction Detection	Apr 17, 2023	Human-Object Interaction DetectionQuantization	CodeCode Available	1
EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level Planning	Dec 11, 2023	BenchmarkingHuman-Object Interaction Detection	CodeCode Available	1
Visual-Semantic Graph Attention Networks for Human-Object Interaction Detection	Jan 7, 2020	Graph AttentionHuman-Object Interaction Detection	CodeCode Available	1
Mining Cross-Person Cues for Body-Part Interactiveness Learning in HOI Detection	Jul 28, 2022	Human-Object Interaction Detection	CodeCode Available	1
Zero-Shot Temporal Interaction Localization for Egocentric Videos	Jun 4, 2025	Action LocalizationHuman-Object Interaction Detection	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