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 151–160 of 449 papers

Title	Date	Tasks	Status	Score
Leverage Interactive Affinity for Affordance Learning	Jan 1, 2023	Human-Object Interaction DetectionObject	CodeCode Available	5
Learning Human-Object Interactions by Graph Parsing Neural Networks	Aug 23, 2018	Human-Object Interaction DetectionObject	CodeCode Available	5
Interaction Region Visual Transformer for Egocentric Action Anticipation	Nov 25, 2022	Action AnticipationHuman-Object Interaction Detection	CodeCode Available	5
Interactiveness Field in Human-Object Interactions	Apr 16, 2022	Human-Object Interaction DetectionObject	CodeCode Available	5
Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Actions in First Person Video	Nov 25, 2019	Action AnticipationHuman-Object Interaction Detection	CodeCode Available	5
Descriptive Caption Enhancement with Visual Specialists for Multimodal Perception	Dec 18, 2024	DescriptiveHuman-Object Interaction Detection	CodeCode Available	5
Focusing on what to decode and what to train: SOV Decoding with Specific Target Guided DeNoising and Vision Language Advisor	Jul 5, 2023	DecoderDenoising	CodeCode Available	5
Fine-Grained Multi-View Hand Reconstruction Using Inverse Rendering	Jul 8, 2024	Human-Object Interaction DetectionInverse Rendering	CodeCode Available	5
Fine-grained Affordance Annotation for Egocentric Hand-Object Interaction Videos	Feb 7, 2023	Action AnticipationAction Recognition	CodeCode Available	5
HICO-DET-SG and V-COCO-SG: New Data Splits for Evaluating the Systematic Generalization Performance of Human-Object Interaction Detection Models	May 17, 2023	Human-Object Interaction DetectionSystematic Generalization	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