1 Image, 2*2 Stitchi on COCO test-dev

Metric: APM (higher is better)

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#	Model↕	APM▼	Extra Data	Paper	Date↕	Code
1	4xRSN-50 (ensemble)	83.8	No	Learning Delicate Local Representations for Mult...	2020-03-09	Code
2	4xRSN-50	83.3	No	Learning Delicate Local Representations for Mult...	2020-03-09	Code
3	HRNet-W48+UDP	82.4	No	The Devil is in the Details: Delving into Unbias...	2019-11-18	Code
4	PPE (ResNeXt-101)	80.7	No	Deep Multi-Task Networks For Occluded Pedestrian...	2022-06-15	-
5	ViTPose (ViTAE-G, ensemble)	77.8	No	ViTPose: Simple Vision Transformer Baselines for...	2022-04-26	Code
6	ViTPose (ViTAE-G)	77.5	No	ViTPose: Simple Vision Transformer Baselines for...	2022-04-26	Code
7	UDP-Pose-PSA(384x288)	76.3	No	Polarized Self-Attention: Towards High-quality P...	2021-07-02	Code
8	UDP-Pose-PSA(256x192)	76.1	No	Polarized Self-Attention: Towards High-quality P...	2021-07-02	Code
9	PoseBH-H	75.9	Yes	PoseBH: Prototypical Multi-Dataset Training Beyo...	2025-05-23	Code
10	CCM+	75	No	Towards High Performance Human Keypoint Detection	2020-02-03	Code
11	SCIO (HRNet-48)	74.1	No	Self-Constrained Inference Optimization on Struc...	2022-07-06	-
12	HRNet-W48+DARK	73.6	No	Distribution-Aware Coordinate Representation for...	2019-10-14	Code
13	EvoPose2D-L	73.5	No	EvoPose2D: Pushing the Boundaries of 2D Human Po...	2020-11-17	Code
14	HRNet-W48 + extra data	73.4	No	Deep High-Resolution Representation Learning for...	2019-02-25	Code
15	HRNet*	73.4	No	Deep High-Resolution Representation Learning for...	2019-02-25	Code
16	Simple Base+*	73	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
17	OmniPose (WASPv2)	72.6	No	OmniPose: A Multi-Scale Framework for Multi-Pers...	2021-03-18	Code
18	HRFormer-B	72.5	No	HRFormer: High-Resolution Transformer for Dense ...	2021-10-18	Code
19	MSPN	72.3	No	Rethinking on Multi-Stage Networks for Human Pos...	2019-01-01	Code
20	MSPN	72.3	No	Rethinking on Multi-Stage Networks for Human Pos...	2019-01-01	Code
21	HRNet	71.9	No	Deep High-Resolution Representation Learning for...	2019-02-25	Code
22	MIPNet	71.4	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
23	TransPose-H-A6	71.3	No	TransPose: Keypoint Localization via Transformer	2020-12-28	Code
24	DPIT-L	71.3	No	DPIT: Dual-Pipeline Integrated Transformer for H...	2022-09-02	-
25	PoseFix	71.1	No	PoseFix: Model-agnostic General Human Pose Refin...	2018-12-10	Code
26	S-ViPNAS-HRNetW32	70.5	No	ViPNAS: Efficient Video Pose Estimation via Neur...	2021-05-21	Code
27	Flow-based (ResNet-152)	70.3	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
28	Simple Base	70.3	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
29	CPN+	69.5	No	Cascaded Pyramid Network for Multi-Person Pose E...	2017-11-20	Code
30	TFPose (ND=6 ResNet-50)	69.1	No	TFPose: Direct Human Pose Estimation with Transf...	2021-03-29	-
31	CPN	68.7	No	Cascaded Pyramid Network for Multi-Person Pose E...	2017-11-20	Code
32	RMPE++	68	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
33	HigherHRNet (ScaleNet_P4)	67.5	No	ScaleNAS: One-Shot Learning of Scale-Aware Repre...	2020-11-30	-
34	Dite-HRNet-30	67.4	No	Dite-HRNet: Dynamic Lightweight High-Resolution ...	2022-04-22	Code
35	S-ViPNAS-Res50	67.3	No	ViPNAS: Efficient Video Pose Estimation via Neur...	2021-05-21	Code
36	OpenPifPaf	67.1	No	OpenPifPaf: Composite Fields for Semantic Keypoi...	2021-03-03	Code
37	Lite-HRNet-30	66.9	Yes	Lite-HRNet: A Lightweight High-Resolution Network	2021-04-13	Code
38	Simple Pose	66.8	Yes	Simple Pose: Rethinking and Improving a Bottom-u...	2019-11-24	Code
39	Simple Pose	66.8	No	Simple Pose: Rethinking and Improving a Bottom-u...	2019-11-24	Code
40	Identity Mapping Hourglass	66.8	No	Simple Pose: Rethinking and Improving a Bottom-u...	2019-11-24	Code
41	HigherHRNet (HR-Net-48)	66.6	No	HigherHRNet: Scale-Aware Representation Learning...	2019-08-27	Code
42	KAPAO-L	66.3	No	Rethinking Keypoint Representations: Modeling Ke...	2021-11-16	Code
43	SMPR (HR-Net-32)	65.9	No	SMPR: Single-Stage Multi-Person Pose Regression	2020-06-28	Code
44	KAPAO-M	64.3	No	Rethinking Keypoint Representations: Modeling Ke...	2021-11-16	Code
45	PersonLab	64.1	No	PersonLab: Person Pose Estimation and Instance S...	2018-03-22	Code
46	Lite-HRNet-18	64	No	Lite-HRNet: A Lightweight High-Resolution Network	2021-04-13	Code
47	Hourglass-104	63.3	No	Greedy Offset-Guided Keypoint Grouping for Human...	2021-07-07	Code
48	PifPaf (single-scale)	62.6	No	PifPaf: Composite Fields for Human Pose Estimation	2019-03-15	Code
49	SPM	62.6	No	Single-Stage Multi-Person Pose Machines	2019-08-24	Code
50	G-RMI	62.3	No	Towards Accurate Multi-person Pose Estimation in...	2017-01-06	-
51	G-RMI	62.3	No	Towards Accurate Multi-person Pose Estimation in...	2017-01-06	-
52	Faster R-CNN (ImageNet+300M)	61.8	Yes	Revisiting Unreasonable Effectiveness of Data in...	2017-07-10	Code
53	OpenPose	61	Yes	OpenPose: Realtime Multi-Person 2D Pose Estimati...	2018-12-18	Code
54	AE	60.6	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
55	DirectPose (ResNet-101)	60.4	No	DirectPose: Direct End-to-End Multi-Person Pose ...	2019-11-18	Code
56	KAPAO-S	58.6	No	Rethinking Keypoint Representations: Modeling Ke...	2021-11-16	Code
57	RMPE	58.6	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
58	RMPE	58.6	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
59	DirectPose (ResNet-101)	57.8	No	DirectPose: Direct End-to-End Multi-Person Pose ...	2019-11-18	Code
60	Mask R-CNN	57.8	No	Mask R-CNN	2017-03-20	Code
61	CMU-Pose	57.1	No	Realtime Multi-Person 2D Pose Estimation using P...	2016-11-24	Code
62	CMU Pose	57.1	No	Realtime Multi-Person 2D Pose Estimation using P...	2016-11-24	Code
63	CMU-Pose	57.1	No	Realtime Multi-Person 2D Pose Estimation using P...	2016-11-24	Code

#14xRSN-50 (ensemble)SOTA
83.8
APM· 2020-03-09
Learning Delicate Local Representations for Multi-Person Pose Estimation Code
#24xRSN-50
83.3
APM· 2020-03-09
Learning Delicate Local Representations for Multi-Person Pose Estimation Code
#3HRNet-W48+UDPSOTA
82.4
APM· 2019-11-18
The Devil is in the Details: Delving into Unbiased Data Processing for Human Pose Estimation Code
#4PPE (ResNeXt-101)
80.7
APM· 2022-06-15
Deep Multi-Task Networks For Occluded Pedestrian Pose Estimation
#5ViTPose (ViTAE-G, ensemble)
77.8
APM· 2022-04-26
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation Code
#6ViTPose (ViTAE-G)
77.5
APM· 2022-04-26
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation Code
#7UDP-Pose-PSA(384x288)
76.3
APM· 2021-07-02
Polarized Self-Attention: Towards High-quality Pixel-wise Regression Code
#8UDP-Pose-PSA(256x192)
76.1
APM· 2021-07-02
Polarized Self-Attention: Towards High-quality Pixel-wise Regression Code
#9PoseBH-H
75.9
APM· Extra Data· 2025-05-23
PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation Code
#10CCM+
75
APM· 2020-02-03
Towards High Performance Human Keypoint Detection Code
#11SCIO (HRNet-48)
74.1
APM· 2022-07-06
Self-Constrained Inference Optimization on Structural Groups for Human Pose Estimation
#12HRNet-W48+DARKSOTA
73.6
APM· 2019-10-14
Distribution-Aware Coordinate Representation for Human Pose Estimation Code
#13EvoPose2D-L
73.5
APM· 2020-11-17
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer Code
#14HRNet-W48 + extra dataSOTA
73.4
APM· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation Code
#15HRNet*
73.4
APM· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation Code
#16Simple Base+*SOTA
73
APM· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#17OmniPose (WASPv2)
72.6
APM· 2021-03-18
OmniPose: A Multi-Scale Framework for Multi-Person Pose Estimation Code
#18HRFormer-B
72.5
APM· 2021-10-18
HRFormer: High-Resolution Transformer for Dense Prediction Code
#19MSPN
72.3
APM· 2019-01-01
Rethinking on Multi-Stage Networks for Human Pose Estimation Code
#20MSPN
72.3
APM· 2019-01-01
Rethinking on Multi-Stage Networks for Human Pose Estimation Code
#21HRNet
71.9
APM· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation Code
#22MIPNet
71.4
APM· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#23TransPose-H-A6
71.3
APM· 2020-12-28
TransPose: Keypoint Localization via Transformer Code
#24DPIT-L
71.3
APM· 2022-09-02
DPIT: Dual-Pipeline Integrated Transformer for Human Pose Estimation
#25PoseFix
71.1
APM· 2018-12-10
PoseFix: Model-agnostic General Human Pose Refinement Network Code
#26S-ViPNAS-HRNetW32
70.5
APM· 2021-05-21
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search Code
#27Flow-based (ResNet-152)
70.3
APM· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#28Simple Base
70.3
APM· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#29CPN+SOTA
69.5
APM· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation Code
#30TFPose (ND=6 ResNet-50)
69.1
APM· 2021-03-29
TFPose: Direct Human Pose Estimation with Transformers
#31CPN
68.7
APM· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation Code
#32RMPE++SOTA
68
APM· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#33HigherHRNet (ScaleNet_P4)
67.5
APM· 2020-11-30
ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition
#34Dite-HRNet-30
67.4
APM· 2022-04-22
Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation Code
#35S-ViPNAS-Res50
67.3
APM· 2021-05-21
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search Code
#36OpenPifPaf
67.1
APM· 2021-03-03
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association Code
#37Lite-HRNet-30
66.9
APM· Extra Data· 2021-04-13
Lite-HRNet: A Lightweight High-Resolution Network Code
#38Simple Pose
66.8
APM· Extra Data· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation Code
#39Simple Pose
66.8
APM· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation Code
#40Identity Mapping Hourglass
66.8
APM· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation Code
#41HigherHRNet (HR-Net-48)
66.6
APM· 2019-08-27
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation Code
#42KAPAO-L
66.3
APM· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation Code
#43SMPR (HR-Net-32)
65.9
APM· 2020-06-28
SMPR: Single-Stage Multi-Person Pose Regression Code
#44KAPAO-M
64.3
APM· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation Code
#45PersonLab
64.1
APM· 2018-03-22
PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model Code
#46Lite-HRNet-18
64
APM· 2021-04-13
Lite-HRNet: A Lightweight High-Resolution Network Code
#47Hourglass-104
63.3
APM· 2021-07-07
Greedy Offset-Guided Keypoint Grouping for Human Pose Estimation Code
#48PifPaf (single-scale)
62.6
APM· 2019-03-15
PifPaf: Composite Fields for Human Pose Estimation Code
#49SPM
62.6
APM· 2019-08-24
Single-Stage Multi-Person Pose Machines Code
#50G-RMI
62.3
APM· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#51G-RMI
62.3
APM· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#52Faster R-CNN (ImageNet+300M)
61.8
APM· Extra Data· 2017-07-10
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era Code
#53OpenPose
61
APM· Extra Data· 2018-12-18
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#54AESOTA
60.6
APM· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#55DirectPose (ResNet-101)
60.4
APM· 2019-11-18
DirectPose: Direct End-to-End Multi-Person Pose Estimation Code
#56KAPAO-S
58.6
APM· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation Code
#57RMPE
58.6
APM· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#58RMPE
58.6
APM· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#59DirectPose (ResNet-101)
57.8
APM· 2019-11-18
DirectPose: Direct End-to-End Multi-Person Pose Estimation Code
#60Mask R-CNN
57.8
APM· 2017-03-20
Mask R-CNN Code
#61CMU-Pose
57.1
APM· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#62CMU Pose
57.1
APM· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#63CMU-Pose
57.1
APM· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code