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 341–350 of 449 papers

Title	Date	Tasks	Status
What to look at and where: Semantic and Spatial Refined Transformer for detecting human-object interactions	Apr 2, 2022	DecoderHuman-Object Interaction Detection	—Unverified
MSTR: Multi-Scale Transformer for End-to-End Human-Object Interaction Detection	Mar 28, 2022	DecoderHuman-Object Interaction Detection	—Unverified
Iwin: Human-Object Interaction Detection via Transformer with Irregular Windows	Mar 20, 2022	Human-Object Interaction DetectionObject	—Unverified
The Overlooked Classifier in Human-Object Interaction Recognition	Mar 10, 2022	ClassificationHuman-Object Interaction Detection	—Unverified
NeuralHOFusion: Neural Volumetric Rendering under Human-object Interactions	Feb 25, 2022	Human-Object Interaction DetectionMulti-Task Learning	—Unverified
Effective Actor-centric Human-object Interaction Detection	Feb 24, 2022	Human-Object Interaction DetectionObject	—Unverified
Highlighting Object Category Immunity for the Generalization of Human-Object Interaction Detection	Feb 19, 2022	Human-Object Interaction DetectionObject	CodeCode Available
Webly Supervised Concept Expansion for General Purpose Vision Models	Feb 4, 2022	Human-Object Interaction DetectionImage Retrieval	—Unverified
Multi-Stage Deep Transfer Learning for EmIoT-enabled Human-Computer Interaction	Feb 3, 2022	Human-Object Interaction Detectiontext-to-speech	—Unverified
DexVIP: Learning Dexterous Grasping with Human Hand Pose Priors from Video	Feb 1, 2022	Deep Reinforcement LearningHuman-Object Interaction Detection	—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