1 Image, 2*2 Stitchi on COCO (Common Objects in Context)

Metric: AP (higher is better)

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#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	OmniPose (WASPv2)	79.5	No	OmniPose: A Multi-Scale Framework for Multi-Pers...	2021-03-18	Code
2	MetaPrompt-SD	79	No	Harnessing Diffusion Models for Visual Perceptio...	2023-12-22	Code
3	Hulk(Finetune, ViT-L)	78.7	No	Hulk: A Universal Knowledge Translator for Human...	2023-12-04	Code
4	BUCTD (PETR, with generative sampling)	77.8	No	Rethinking pose estimation in crowds: overcoming...	2023-06-13	Code
5	Hulk(Finetune, ViT-B)	77.5	No	Hulk: A Universal Knowledge Translator for Human...	2023-12-04	Code
6	I²R-Net (1st stage:HRFormer-B)	77.3	No	I^2R-Net: Intra- and Inter-Human Relation Networ...	2022-06-22	Code
7	PATH (Partial FT)	77.1	No	HumanBench: Towards General Human-centric Percep...	2023-03-10	Code
8	SOLIDER (swin-B)	76.6	No	Beyond Appearance: a Semantic Controllable Self-...	2023-03-30	Code
9	PEFORMER-Xcit-dino-p8	72.6	No	PE-former: Pose Estimation Transformer	2021-12-09	Code
10	RSN	0.792	No	Learning Delicate Local Representations for Mult...	2020-03-09	Code
11	DarkPose	0.774	Yes	Distribution-Aware Coordinate Representation for...	2019-10-14	Code
12	UniPose	0.768	Yes	X-Pose: Detecting Any Keypoints	2023-10-12	Code
13	CPN+	0.73	No	Cascaded Pyramid Network for Multi-Person Pose E...	2017-11-20	Code
14	BAPose	0.727	No	BAPose: Bottom-Up Pose Estimation with Disentang...	2021-12-20	Code
15	CenterGroup	0.714	No	The Center of Attention: Center-Keypoint Groupin...	2021-10-11	Code
16	OpenPifPaf	0.709	No	OpenPifPaf: Composite Fields for Semantic Keypoi...	2021-03-03	Code
17	Pose Residual Network	0.697	No	MultiPoseNet: Fast Multi-Person Pose Estimation ...	2018-07-11	Code
18	G-RMI*	0.685	No	Towards Accurate Multi-person Pose Estimation in...	2017-01-06	-
19	Supervising Self-Attention	0.665	No	Attend to Who You Are: Supervising Self-Attentio...	2021-11-25	Code
20	Associative Embedding	0.655	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
21	G-RMI	0.649	No	Towards Accurate Multi-person Pose Estimation in...	2017-01-06	-

#1OmniPose (WASPv2)SOTA
79.5
AP· 2021-03-18
OmniPose: A Multi-Scale Framework for Multi-Person Pose Estimation Code
#2MetaPrompt-SD
79
AP· 2023-12-22
Harnessing Diffusion Models for Visual Perception with Meta Prompts Code
#3Hulk(Finetune, ViT-L)
78.7
AP· 2023-12-04
Hulk: A Universal Knowledge Translator for Human-Centric Tasks Code
#4BUCTD (PETR, with generative sampling)
77.8
AP· 2023-06-13
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity Code
#5Hulk(Finetune, ViT-B)
77.5
AP· 2023-12-04
Hulk: A Universal Knowledge Translator for Human-Centric Tasks Code
#6I²R-Net (1st stage:HRFormer-B)
77.3
AP· 2022-06-22
I^2R-Net: Intra- and Inter-Human Relation Network for Multi-Person Pose Estimation Code
#7PATH (Partial FT)
77.1
AP· 2023-03-10
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining Code
#8SOLIDER (swin-B)
76.6
AP· 2023-03-30
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks Code
#9PEFORMER-Xcit-dino-p8
72.6
AP· 2021-12-09
PE-former: Pose Estimation Transformer Code
#10RSNSOTA
0.792
AP· 2020-03-09
Learning Delicate Local Representations for Multi-Person Pose Estimation Code
#11DarkPoseSOTA
0.774
AP· Extra Data· 2019-10-14
Distribution-Aware Coordinate Representation for Human Pose Estimation Code
#12UniPose
0.768
AP· Extra Data· 2023-10-12
X-Pose: Detecting Any Keypoints Code
#13CPN+SOTA
0.73
AP· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation Code
#14BAPose
0.727
AP· 2021-12-20
BAPose: Bottom-Up Pose Estimation with Disentangled Waterfall Representations Code
#15CenterGroup
0.714
AP· 2021-10-11
The Center of Attention: Center-Keypoint Grouping via Attention for Multi-Person Pose Estimation Code
#16OpenPifPaf
0.709
AP· 2021-03-03
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association Code
#17Pose Residual Network
0.697
AP· 2018-07-11
MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network Code
#18G-RMI*SOTA
0.685
AP· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#19Supervising Self-Attention
0.665
AP· 2021-11-25
Attend to Who You Are: Supervising Self-Attention for Keypoint Detection and Instance-Aware Association Code
#20Associative EmbeddingSOTA
0.655
AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#21G-RMI
0.649
AP· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild