Human-Object Interaction Detection on V-COCO

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AP(S1)

Rank	Model	AP(S1)	AP(S2)	Time Per Frame(ms)	MAP	Extra Training Data	Paper	Code	Year
1	RLIPv2	72.1	74.1	–	–		RLIPv2: Fast Scaling of Relational Language-Image Pre-training	jacobyuan7/rlipv2 · jacobyuan7/rlip · jacobyuan7/ocn-hoi-benchmark	2023
2	MUREN	68.8	71.0	–	–		Relational Context Learning for Human-Object Interaction Detection	OreoChocolate/MUREN	2023
3	STIP	66.0	70.7	74	–		Exploring Structure-aware Transformer over Interaction Proposals for Human-Object Interaction Detection	zyong812/stip	2022
4	DiffHOI	65.7	68.2	–	–		Boosting Human-Object Interaction Detection with Text-to-Image Diffusion Model	IDEA-Research/DiffHOI	2023
5	OCN (ResNet101)	65.3	67.1	–	–		Detecting Human-Object Interactions with Object-Guided Cross-Modal Calibrated Semantics	jacobyuan7/ocn-hoi-benchmark	2022
6	OCN (ResNet50)	64.2	66.3	43	–		Detecting Human-Object Interactions with Object-Guided Cross-Modal Calibrated Semantics	jacobyuan7/ocn-hoi-benchmark	2022
7	CDN (ResNet101)	63.91	65.89	–	–		Mining the Benefits of Two-stage and One-stage HOI Detection	YueLiao/CDN	2021
8	HOICLIP	63.50	64.81	–	–		HOICLIP: Efficient Knowledge Transfer for HOI Detection with Vision-Language Models	artanic30/hoiclip	2023
9	Body Part Interactiveness	63.0	65.1	–	–		Mining Cross-Person Cues for Body-Part Interactiveness Learning in HOI Detection	enlighten0707/body-part-map-for-interactiveness	2022
10	UPT-R101-DC5	61.3	67.1	131	–		Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer	fredzzhang/upt	2021
11	UPT-R101	60.7	66.2	64	–		Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer	fredzzhang/upt	2021
12	UPT-R50	59.0	64.5	43	–		Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer	fredzzhang/upt	2021
13	QPIC (ResNet50)	58.8	61.0	46	–		QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information	hitachi-rd-cv/qpic	2021
14	QPIC (ResNet101)	58.3	60.7	63	–		QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information	hitachi-rd-cv/qpic	2021
15	DIRV	56.1	–	68	–		DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction Detection	MVIG-SJTU/DIRV	2020
16	HOTR	55.2	64.4	–	–		HOTR: End-to-End Human-Object Interaction Detection with Transformers	kakaobrain/HOTR	2021
17	GGNet	54.7	–	–	–		Glance and Gaze: Inferring Action-aware Points for One-Stage Human-Object Interaction Detection	SherlockHolmes221/GGNet	2021
18	SCG	54.2	60.9	500	–	✓	Spatially Conditioned Graphs for Detecting Human-Object Interactions	fredzzhang/spatially-conditioned-graphs · fredzzhang/hicodet	2020
19	PD-Net	53.34	–	–	–		Polysemy Deciphering Network for Robust Human-Object Interaction Detection	MuchHair/PD-Net · MuchHair/PD-Net-Extended-Version	2020
20	IDN	53.3	60.3	–	–		HOI Analysis: Integrating and Decomposing Human-Object Interaction	DirtyHarryLYL/HAKE-Action-Torch · UCSB-VRL/GTNet	2020