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 361–370 of 449 papers

Title	Date	Tasks	Status
A self-organizing neural network architecture for learning human-object interactions	Oct 5, 2017	Human-Object Interaction DetectionObject	—Unverified
whu-nercms at trecvid2021:instance search task	Oct 30, 2021	Action DetectionFace Detection	—Unverified
Autonomous Character-Scene Interaction Synthesis from Text Instruction	Oct 4, 2024	Human-Object Interaction Detection	—Unverified
Weakly Supervised Learning of Affordances	May 10, 2016	Human-Object Interaction DetectionImage Segmentation	—Unverified
AvatarGO: Zero-shot 4D Human-Object Interaction Generation and Animation	Oct 9, 2024	Human-Object Interaction DetectionHuman-Object Interaction Generation	—Unverified
A Deep Learning Approach to Object Affordance Segmentation	Apr 18, 2020	Deep LearningHuman-Object Interaction Detection	—Unverified
Beyond Holistic Object Recognition: Enriching Image Understanding with Part States	Dec 15, 2016	Human-Object Interaction DetectionImage Captioning	—Unverified
Bi-Causal: Group Activity Recognition via Bidirectional Causality	Jan 1, 2024	Activity RecognitionGroup Activity Recognition	—Unverified
Bilateral Adaptation for Human-Object Interaction Detection with Occlusion-Robustness	Jan 1, 2024	Human-Object Interaction Detectionobject-detection	—Unverified
Reasoning About Human-Object Interactions Through Dual Attention Networks	Sep 10, 2019	Human-Object Interaction DetectionObject	—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