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 51–60 of 449 papers

Title	Date	Tasks	Status	Hype	Score
EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level Planning	Dec 11, 2023	BenchmarkingHuman-Object Interaction Detection	CodeCode Available	1	5
Efficient Adaptive Human-Object Interaction Detection with Concept-guided Memory	Sep 7, 2023	Human-Object Interaction DetectionRetrieval	CodeCode Available	1	5
BEHAVE: Dataset and Method for Tracking Human Object Interactions	Apr 14, 2022	3D Human Reconstruction3D Object Reconstruction	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
Affordance Transfer Learning for Human-Object Interaction Detection	Apr 7, 2021	Affordance DetectionAffordance Recognition	CodeCode Available	1	5
D3D-HOI: Dynamic 3D Human-Object Interactions from Videos	Aug 19, 2021	Human-Object Interaction DetectionObject	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
Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks	Jun 16, 2020	Graph Neural NetworkHuman-Object Interaction Detection	CodeCode Available	1	5
Exploiting Scene Graphs for Human-Object Interaction Detection	Aug 19, 2021	Human-Object Interaction DetectionObject	CodeCode Available	1	5
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	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