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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–160 of 449 papers

Title	Date	Tasks	Status	Hype
Discovering Syntactic Interaction Clues for Human-Object Interaction Detection	Jan 1, 2024	DecoderHuman-Object Interaction Detection	—Unverified	0
Exploring Pose-Aware Human-Object Interaction via Hybrid Learning	Jan 1, 2024	Human-Object Interaction DetectionObject	—Unverified	0
Learning from Observer Gaze: Zero-Shot Attention Prediction Oriented by Human-Object Interaction Recognition	Jan 1, 2024	Human-Object Interaction Detection	—Unverified	0
HOIAnimator: Generating Text-prompt Human-object Animations using Novel Perceptive Diffusion Models	Jan 1, 2024	DenoisingHuman-Object Interaction Detection	—Unverified	0
Person in Place: Generating Associative Skeleton-Guidance Maps for Human-Object Interaction Image Editing	Jan 1, 2024	Human-Object Interaction DetectionObject	CodeCode Available	1
HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment	Jan 1, 2024	Human-Object Interaction DetectionObject	—Unverified	0
UnionDet: Union-Level Detector Towards Real-Time Human-Object Interaction Detection	Dec 19, 2023	Human-Object Interaction Detectionobject-detection	—Unverified	0
Pose2Gaze: Eye-body Coordination during Daily Activities for Gaze Prediction from Full-body Poses	Dec 19, 2023	Activity RecognitionGaze Prediction	—Unverified	0
Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI	Dec 17, 2023	DiversityFew-Shot Learning	—Unverified	0
Primitive-based 3D Human-Object Interaction Modelling and Programming	Dec 17, 2023	3D ReconstructionHuman-Object Interaction Detection	—Unverified	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