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 176–200 of 449 papers

Title	Date	Tasks	Status
EgoGaussian: Dynamic Scene Understanding from Egocentric Video with 3D Gaussian Splatting	Jun 28, 2024	Human-Object Interaction DetectionObject	—Unverified
Contextual Guided Segmentation Framework for Semi-supervised Video Instance Segmentation	Jun 7, 2021	Human-Object Interaction DetectionInstance Segmentation	—Unverified
EgoChoir: Capturing 3D Human-Object Interaction Regions from Egocentric Views	May 22, 2024	Human-Object Interaction DetectionObject	—Unverified
Egocentric Human-Object Interaction Detection: A New Benchmark and Method	Jun 17, 2025	BenchmarkingHuman-Object Interaction Detection	—Unverified
Bilateral Adaptation for Human-Object Interaction Detection with Occlusion-Robustness	Jan 1, 2024	Human-Object Interaction Detectionobject-detection	—Unverified
AnchorCrafter: Animate CyberAnchors Saling Your Products via Human-Object Interacting Video Generation	Nov 26, 2024	Human-Object Interaction DetectionObject	—Unverified
ContextHOI: Spatial Context Learning for Human-Object Interaction Detection	Dec 12, 2024	Human-Object Interaction DetectionObject	—Unverified
Efficient Human-Object-Interaction (EHOI) Detection via Interaction Label Coding and Conditional Decision	Aug 13, 2024	Decision MakingHuman-Object Interaction Detection	—Unverified
Bi-Causal: Group Activity Recognition via Bidirectional Causality	Jan 1, 2024	Activity RecognitionGroup Activity Recognition	—Unverified
Effective Actor-centric Human-object Interaction Detection	Feb 24, 2022	Human-Object Interaction DetectionObject	—Unverified
Dynamic Scene Understanding from Vision-Language Representations	Jan 20, 2025	Grounded Situation RecognitionHuman-Human Interaction Recognition	—Unverified
Compositional Learning in Transformer-Based Human-Object Interaction Detection	Aug 11, 2023	Human-Object Interaction DetectionObject	—Unverified
Beyond Holistic Object Recognition: Enriching Image Understanding with Part States	Dec 15, 2016	Human-Object Interaction DetectionImage Captioning	—Unverified
An analysis of HOI: using a training-free method with multimodal visual foundation models when only the test set is available, without the training set	Aug 11, 2024	Human-Object Interaction Detection	—Unverified
A Deep Learning Approach to Object Affordance Segmentation	Apr 18, 2020	Deep LearningHuman-Object Interaction Detection	—Unverified
DropKey for Vision Transformer	Jan 1, 2023	Human-Object Interaction Detectionimage-classification	—Unverified
DropKey	Aug 4, 2022	Human-Object Interaction Detectionimage-classification	—Unverified
Compositional Learning for Human Object Interaction	Sep 1, 2018	Human-Object Interaction DetectionObject	—Unverified
DreamHOI: Subject-Driven Generation of 3D Human-Object Interactions with Diffusion Priors	Sep 12, 2024	Human-Object Interaction DetectionNeRF	—Unverified
Compositional 3D Human-Object Neural Animation	Apr 27, 2023	Human-Object Interaction DetectionNeRF	—Unverified
DPMix: Mixture of Depth and Point Cloud Video Experts for 4D Action Segmentation	Jul 31, 2023	Action SegmentationHuman-Object Interaction Detection	—Unverified
Do Deep Neural Networks Model Nonlinear Compositionality in the Neural Representation of Human-Object Interactions?	Mar 31, 2019	Human-Object Interaction DetectionObject	—Unverified
Complex Video Action Reasoning via Learnable Markov Logic Network	Jan 1, 2022	Action RecognitionHuman-Object Interaction Detection	—Unverified
Distillation Using Oracle Queries for Transformer-Based Human-Object Interaction Detection	Jan 1, 2022	Data AugmentationDecoder	—Unverified
Distillation of Human-Object Interaction Contexts for Action Recognition	Dec 17, 2021	Action RecognitionGraph Attention	—Unverified

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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