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Model name (A→Z)
#
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
#1
4xRSN-50 (ensemble)
SOTA
83.8
APM
· 2020-03-09
Learning Delicate Local Representations for Multi-Person Pose Estimation
Code
#2
4xRSN-50
83.3
APM
· 2020-03-09
Learning Delicate Local Representations for Multi-Person Pose Estimation
Code
#3
HRNet-W48+UDP
SOTA
82.4
APM
· 2019-11-18
The Devil is in the Details: Delving into Unbiased Data Processing for Human Pose Estimation
Code
#4
PPE (ResNeXt-101)
80.7
APM
· 2022-06-15
Deep Multi-Task Networks For Occluded Pedestrian Pose Estimation
#5
ViTPose (ViTAE-G, ensemble)
77.8
APM
· 2022-04-26
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation
Code
#6
ViTPose (ViTAE-G)
77.5
APM
· 2022-04-26
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation
Code
#7
UDP-Pose-PSA(384x288)
76.3
APM
· 2021-07-02
Polarized Self-Attention: Towards High-quality Pixel-wise Regression
Code
#8
UDP-Pose-PSA(256x192)
76.1
APM
· 2021-07-02
Polarized Self-Attention: Towards High-quality Pixel-wise Regression
Code
#9
PoseBH-H
75.9
APM
· Extra Data
· 2025-05-23
PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation
Code
#10
CCM+
75
APM
· 2020-02-03
Towards High Performance Human Keypoint Detection
Code
#11
SCIO (HRNet-48)
74.1
APM
· 2022-07-06
Self-Constrained Inference Optimization on Structural Groups for Human Pose Estimation
#12
HRNet-W48+DARK
SOTA
73.6
APM
· 2019-10-14
Distribution-Aware Coordinate Representation for Human Pose Estimation
Code
#13
EvoPose2D-L
73.5
APM
· 2020-11-17
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer
Code
#14
HRNet-W48 + extra data
SOTA
73.4
APM
· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation
Code
#15
HRNet*
73.4
APM
· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation
Code
#16
Simple Base+*
SOTA
73
APM
· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking
Code
#17
OmniPose (WASPv2)
72.6
APM
· 2021-03-18
OmniPose: A Multi-Scale Framework for Multi-Person Pose Estimation
Code
#18
HRFormer-B
72.5
APM
· 2021-10-18
HRFormer: High-Resolution Transformer for Dense Prediction
Code
#19
MSPN
72.3
APM
· 2019-01-01
Rethinking on Multi-Stage Networks for Human Pose Estimation
Code
#20
MSPN
72.3
APM
· 2019-01-01
Rethinking on Multi-Stage Networks for Human Pose Estimation
Code
#21
HRNet
71.9
APM
· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation
Code
#22
MIPNet
71.4
APM
· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation
Code
#23
TransPose-H-A6
71.3
APM
· 2020-12-28
TransPose: Keypoint Localization via Transformer
Code
#24
DPIT-L
71.3
APM
· 2022-09-02
DPIT: Dual-Pipeline Integrated Transformer for Human Pose Estimation
#25
PoseFix
71.1
APM
· 2018-12-10
PoseFix: Model-agnostic General Human Pose Refinement Network
Code
#26
S-ViPNAS-HRNetW32
70.5
APM
· 2021-05-21
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search
Code
#27
Flow-based (ResNet-152)
70.3
APM
· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking
Code
#28
Simple Base
70.3
APM
· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking
Code
#29
CPN+
SOTA
69.5
APM
· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation
Code
#30
TFPose (ND=6 ResNet-50)
69.1
APM
· 2021-03-29
TFPose: Direct Human Pose Estimation with Transformers
#31
CPN
68.7
APM
· 2017-11-20
Cascaded Pyramid Network for Multi-Person Pose Estimation
Code
#32
RMPE++
SOTA
68
APM
· 2016-12-01
RMPE: Regional Multi-person Pose Estimation
Code
#33
HigherHRNet (ScaleNet_P4)
67.5
APM
· 2020-11-30
ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition
#34
Dite-HRNet-30
67.4
APM
· 2022-04-22
Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation
Code
#35
S-ViPNAS-Res50
67.3
APM
· 2021-05-21
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search
Code
#36
OpenPifPaf
67.1
APM
· 2021-03-03
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association
Code
#37
Lite-HRNet-30
66.9
APM
· Extra Data
· 2021-04-13
Lite-HRNet: A Lightweight High-Resolution Network
Code
#38
Simple Pose
66.8
APM
· Extra Data
· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation
Code
#39
Simple Pose
66.8
APM
· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation
Code
#40
Identity Mapping Hourglass
66.8
APM
· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation
Code
#41
HigherHRNet (HR-Net-48)
66.6
APM
· 2019-08-27
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation
Code
#42
KAPAO-L
66.3
APM
· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation
Code
#43
SMPR (HR-Net-32)
65.9
APM
· 2020-06-28
SMPR: Single-Stage Multi-Person Pose Regression
Code
#44
KAPAO-M
64.3
APM
· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation
Code
#45
PersonLab
64.1
APM
· 2018-03-22
PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model
Code
#46
Lite-HRNet-18
64
APM
· 2021-04-13
Lite-HRNet: A Lightweight High-Resolution Network
Code
#47
Hourglass-104
63.3
APM
· 2021-07-07
Greedy Offset-Guided Keypoint Grouping for Human Pose Estimation
Code
#48
PifPaf (single-scale)
62.6
APM
· 2019-03-15
PifPaf: Composite Fields for Human Pose Estimation
Code
#49
SPM
62.6
APM
· 2019-08-24
Single-Stage Multi-Person Pose Machines
Code
#50
G-RMI
62.3
APM
· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#51
G-RMI
62.3
APM
· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#52
Faster R-CNN (ImageNet+300M)
61.8
APM
· Extra Data
· 2017-07-10
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era
Code
#53
OpenPose
61
APM
· Extra Data
· 2018-12-18
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
Code
#54
AE
SOTA
60.6
APM
· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping
Code
#55
DirectPose (ResNet-101)
60.4
APM
· 2019-11-18
DirectPose: Direct End-to-End Multi-Person Pose Estimation
Code
#56
KAPAO-S
58.6
APM
· 2021-11-16
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation
Code
#57
RMPE
58.6
APM
· 2016-12-01
RMPE: Regional Multi-person Pose Estimation
Code
#58
RMPE
58.6
APM
· 2016-12-01
RMPE: Regional Multi-person Pose Estimation
Code
#59
DirectPose (ResNet-101)
57.8
APM
· 2019-11-18
DirectPose: Direct End-to-End Multi-Person Pose Estimation
Code
#60
Mask R-CNN
57.8
APM
· 2017-03-20
Mask R-CNN
Code
#61
CMU-Pose
57.1
APM
· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
Code
#62
CMU Pose
57.1
APM
· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
Code
#63
CMU-Pose
57.1
APM
· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
Code