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 201–210 of 449 papers

Title	Date	Tasks	Status	Hype
Mining Conditional Part Semantics with Occluded Extrapolation for Human-Object Interaction Detection	Jul 19, 2023	Human-Object Interaction DetectionObject	—Unverified	0
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	0
HOKEM: Human and Object Keypoint-based Extension Module for Human-Object Interaction Detection	Jun 25, 2023	Human-Object Interaction DetectionObject	—Unverified	0
First Place Solution to the CVPR'2023 AQTC Challenge: A Function-Interaction Centric Approach with Spatiotemporal Visual-Language Alignment	Jun 23, 2023	Human-Object Interaction Detection	CodeCode Available	1
Exploiting Multimodal Synthetic Data for Egocentric Human-Object Interaction Detection in an Industrial Scenario	Jun 21, 2023	Human-Object Interaction Detection	CodeCode Available	0
Human-Object Interaction Prediction in Videos through Gaze Following	Jun 6, 2023	Human-Object Interaction AnticipationHuman-Object Interaction Detection	CodeCode Available	1
An Abstract Specification of VoxML as an Annotation Language	May 22, 2023	Human Agent CollaborationHuman-Object Interaction Detection	—Unverified	0
Synthesizing Diverse Human Motions in 3D Indoor Scenes	May 21, 2023	Collision AvoidanceHuman-Object Interaction Detection	—Unverified	0
Boosting Human-Object Interaction Detection with Text-to-Image Diffusion Model	May 20, 2023	DiversityHuman-Object Interaction Detection	CodeCode Available	1
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	0

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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