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 131–140 of 449 papers

Title	Date	Tasks	Status	Score
Egocentric Human-Object Interaction Detection Exploiting Synthetic Data	Apr 14, 2022	Human-Object Interaction DetectionObject	CodeCode Available	5
Efficient Explicit Joint-level Interaction Modeling with Mamba for Text-guided HOI Generation	Mar 29, 2025	Human-Object Interaction DetectionMamba	CodeCode Available	5
PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction Detection	Dec 30, 2019	GPUHuman-Object Interaction Detection	CodeCode Available	5
Consistency Learning via Decoding Path Augmentation for Transformers in Human Object Interaction Detection	Apr 11, 2022	Human-Object Interaction Detectionobject-detection	CodeCode Available	5
Pose-aware Multi-level Feature Network for Human Object Interaction Detection	Sep 18, 2019	Human-Object Interaction DetectionObject	CodeCode Available	5
Pairwise Body-Part Attention for Recognizing Human-Object Interactions	Jul 28, 2018	feature selectionHuman-Object Interaction Detection	CodeCode Available	5
Object-centric Video Representation for Long-term Action Anticipation	Oct 31, 2023	Action AnticipationHuman-Object Interaction Detection	CodeCode Available	5
No-Frills Human-Object Interaction Detection: Factorization, Layout Encodings, and Training Techniques	Nov 14, 2018	Human-Object Interaction DetectionObject	CodeCode Available	5
Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual Manipulations	Jun 1, 2025	DeepFake DetectionFace Swapping	CodeCode Available	5
Comparative Analysis of CNN-based Spatiotemporal Reasoning in Videos	Sep 11, 2019	Action RecognitionHuman-Object Interaction Detection	CodeCode Available	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