Human-Object Interaction Detection on HICO-DET

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	Ours (PViC+)	46.49	No	Dynamic Scene Understanding from Vision-Language...	2025-01-20	-
2	RLIPv2 (Swin-L)	45.09	Yes	RLIPv2: Fast Scaling of Relational Language-Imag...	2023-08-18	Code
3	PViC-SwinL	44.32	No	Exploring Predicate Visual Context in Detecting ...	2023-08-11	Code
4	SOV-STG (Swin-L)	43.35	No	Focusing on what to decode and what to train: SO...	2023-07-05	Code
5	DiffHOI	41.5	Yes	Boosting Human-Object Interaction Detection with...	2023-05-20	Code
6	ViPLO	37.22	No	ViPLO: Vision Transformer based Pose-Conditioned...	2023-04-17	Code
7	FGAHOI	37.18	No	FGAHOI: Fine-Grained Anchors for Human-Object In...	2023-01-08	Code
8	ERNet	36.89	No	-	-	Code
9	CQL+GEN-VLKT-L	36.03	No	Category Query Learning for Human-Object Interac...	2023-03-24	Code
10	QAHOI (Swin-L)	35.78	No	QAHOI: Query-Based Anchors for Human-Object Inte...	2021-12-16	Code
11	CQL+GEN-VLKT-B	35.36	No	Category Query Learning for Human-Object Interac...	2023-03-24	Code
12	Body Part Interactiveness	35.15	No	Mining Cross-Person Cues for Body-Part Interacti...	2022-07-28	Code
13	GEN-VLKT-R101	34.95	No	GEN-VLKT: Simplify Association and Enhance Inter...	2022-03-26	Code
14	HOIGen	34.84	No	Unseen No More: Unlocking the Potential of CLIP ...	2024-08-12	Code
15	PViC-R50	34.69	No	Exploring Predicate Visual Context in Detecting ...	2023-08-11	Code
16	HOICLIP	34.69	No	HOICLIP: Efficient Knowledge Transfer for HOI De...	2023-03-28	Code
17	MUREN	32.87	No	Relational Context Learning for Human-Object Int...	2023-04-11	Code
18	RLIP-ParSe (ResNet-50)	32.84	No	RLIP: Relational Language-Image Pre-training for...	2022-09-05	Code
19	ParSe (ResNet-101)	32.76	No	RLIP: Relational Language-Image Pre-training for...	2022-09-05	Code
20	UPT-R101-DC5	32.62	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code
21	DEFR	32.35	No	The Overlooked Classifier in Human-Object Intera...	2021-12-13	-
22	UPT-R101	32.31	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code
23	STIP (ResNet-50)	32.22	No	Exploring Structure-aware Transformer over Inter...	2022-06-13	Code
24	CDN (ResNet101)	32.07	No	Mining the Benefits of Two-stage and One-stage H...	2021-08-11	Code
25	UPT-R50	31.66	No	Efficient Two-Stage Detection of Human-Object In...	2021-12-03	Code
26	OCN (ResNet101)	31.43	No	Detecting Human-Object Interactions with Object-...	2022-02-01	Code
27	QPIC (ResNet101)	29.9	Yes	QPIC: Query-Based Pairwise Human-Object Interact...	2021-03-09	Code
28	QPIC + CPC	29.63	No	Consistency Learning via Decoding Path Augmentat...	2022-04-11	Code
29	SCG (DETR-R101)	29.26	No	Spatially Conditioned Graphs for Detecting Human...	2020-12-11	Code
30	QPIC (ResNet50)	29.07	Yes	QPIC: Query-Based Pairwise Human-Object Interact...	2021-03-09	Code
31	AS-Net (ResNet50)	28.87	Yes	Reformulating HOI Detection as Adaptive Set Pred...	2021-03-10	Code
32	HOITrans(ResNet101)	26.61	Yes	End-to-End Human Object Interaction Detection wi...	2021-03-08	Code
33	IDN (finetuned detector)	26.29	Yes	HOI Analysis: Integrating and Decomposing Human-...	2020-10-30	Code
34	HOTR + CPC	26.16	No	Consistency Learning via Decoding Path Augmentat...	2022-04-11	Code
35	ConsNet-F (ResNet-50)	25.94	Yes	ConsNet: Learning Consistency Graph for Zero-Sho...	2020-08-14	Code
36	DRG	24.53	No	DRG: Dual Relation Graph for Human-Object Intera...	2020-08-26	Code
37	HOITrans(ResNet50)	23.46	Yes	End-to-End Human Object Interaction Detection wi...	2021-03-08	Code
38	HOTR	23.46	No	HOTR: End-to-End Human-Object Interaction Detect...	2021-04-28	Code
39	IDN (COCO detector)	23.36	No	HOI Analysis: Integrating and Decomposing Human-...	2020-10-30	Code
40	PaStaNet	22.65	No	PaStaNet: Toward Human Activity Knowledge Engine	2020-04-02	Code
41	PD-Net	22.37	No	Polysemy Deciphering Network for Robust Human-Ob...	2020-08-07	Code
42	ConsNet (ResNet-50)	22.15	No	ConsNet: Learning Consistency Graph for Zero-Sho...	2020-08-14	Code
43	ACP++	22.11	No	ACP++: Action Co-occurrence Priors for Human-Obj...	2021-09-09	Code
44	PPDM	21.92	No	PPDM: Parallel Point Detection and Matching for ...	2019-12-30	Code
45	DIRV	21.81	No	DIRV: Dense Interaction Region Voting for End-to...	2020-10-02	Code
46	DJ-RN	21.34	No	Detailed 2D-3D Joint Representation for Human-Ob...	2020-04-17	Code
47	PMN	21.21	No	Pose-based Modular Network for Human-Object Inte...	2020-08-05	Code
48	TIN (TIPAMI)	20.93	No	Transferable Interactiveness Knowledge for Human...	2021-01-25	Code
49	ACP	20.59	No	-	-	Code
50	VSGNet	19.8	No	VSGNet: Spatial Attention Network for Detecting ...	2020-03-11	Code
51	TIN (Interactiveness)	17.54	No	Transferable Interactiveness Knowledge for Human...	2018-11-20	Code
52	TIN (CVPR)	17.22	No	Transferable Interactiveness Knowledge for Human...	2018-11-20	Code
53	iCAN	14.84	No	iCAN: Instance-Centric Attention Network for Hum...	2018-08-30	Code
54	GPNN	13.11	No	Learning Human-Object Interactions by Graph Pars...	2018-08-23	Code
55	InteractNet	9.94	No	Detecting and Recognizing Human-Object Interacti...	2017-04-24	Code