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MPII Human Pose
3D on MPII Human Pose
Metric: PCKh-0.5 (higher is better)
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#
Model
↕
PCKh-0.5
▼
Augmentations
Paper
Date
↕
Code
1
PCT (swin-l, test set)
94.3
No
Human Pose as Compositional Tokens
2023-03-21
Code
2
Soft-gated Skip Connections
94.1
Yes
Toward fast and accurate human pose estimation v...
2020-02-25
Code
3
Cascade Feature Aggregation
93.9
Yes
Cascade Feature Aggregation for Human Pose Estim...
2019-02-21
-
4
PCT (swin-b, test set)
93.8
No
Human Pose as Compositional Tokens
2023-03-21
Code
5
TransPose
93.5
Yes
TransPose: Keypoint Localization via Transformer
2020-12-28
Code
6
UniHCP (FT)
93.2
Yes
UniHCP: A Unified Model for Human-Centric Percep...
2023-03-06
Code
7
4xRSN-50
93
No
Learning Delicate Local Representations for Mult...
2020-03-09
Code
8
UniPose
92.7
No
UniPose: Unified Human Pose Estimation in Single...
2020-01-22
Code
9
MSPN
92.6
No
Rethinking on Multi-Stage Networks for Human Pos...
2019-01-01
Code
10
Spatial Context
92.5
No
Human Pose Estimation with Spatial Contextual In...
2019-01-07
-
11
HRNet-W32
92.3
No
Deep High-Resolution Representation Learning for...
2019-02-25
Code
12
DLCM
92.3
No
-
-
-
13
Multi-Scale Structure-Aware Network
92.1
No
Multi-Scale Structure-Aware Network for Human Po...
2018-03-27
-
14
Pyramid Residual Modules (PRMs)
92
No
Learning Feature Pyramids for Human Pose Estimat...
2017-08-03
Code
15
Chen et al. ICCV'17
91.9
No
Adversarial PoseNet: A Structure-aware Convoluti...
2017-04-30
Code
16
Chou et al. arXiv'17
91.8
No
Self Adversarial Training for Human Pose Estimat...
2017-07-08
Code
17
Multi-Context Attention
91.5
No
Multi-Context Attention for Human Pose Estimation
2017-02-24
Code
18
Residual Hourglass +ASR+AHO
91.5
No
Jointly Optimize Data Augmentation and Network T...
2018-05-24
-
19
DU-Net
91.2
No
Quantized Densely Connected U-Nets for Efficient...
2018-08-07
Code
20
Stacked hourglass + Inception-resnet
91.2
No
Knowledge-Guided Deep Fractal Neural Networks fo...
2017-05-05
Code
21
EfficientPose IV
91.2
No
EfficientPose: Scalable single-person pose estim...
2020-04-25
Code
22
FPD
91.1
No
Fast Human Pose Estimation
2018-11-13
Code
23
Integral Regression
91
No
Integral Human Pose Regression
2017-11-22
Code
24
Stacked Hourglass Networks
90.9
No
Stacked Hourglass Networks for Human Pose Estima...
2016-03-22
Code
25
DarkPose
90.6
No
Distribution-Aware Coordinate Representation for...
2019-10-14
Code
26
TFPose(ResNet-50)
90.4
Yes
TFPose: Direct Human Pose Estimation with Transf...
2021-03-29
-
27
Human Pose Estimation
89.7
No
Human pose estimation via Convolutional Part Hea...
2016-09-06
Code
28
Part heatmap regression (ResNet-152)
89.7
No
Human pose estimation via Convolutional Part Hea...
2016-09-06
Code
29
DSNTr ResNet-50@28px
89.5
No
Numerical Coordinate Regression with Convolution...
2018-01-23
Code
30
CU-Net
89.4
No
CU-Net: Coupled U-Nets
2018-08-20
Code
31
OpenPose
88.8
No
OpenPose: Realtime Multi-Person 2D Pose Estimati...
2018-12-18
Code
32
Convolutional Pose Machines
88.52
No
Convolutional Pose Machines
2016-01-30
Code
33
ResNet-152 + intermediate supervision
88.52
No
DeeperCut: A Deeper, Stronger, and Faster Multi-...
2016-05-10
Code
34
Dite-HRNet-30
87.6
No
Dite-HRNet: Dynamic Lightweight High-Resolution ...
2022-04-22
Code
35
Tucker T-Net
87.5
No
T-Net: Parametrizing Fully Convolutional Nets wi...
2019-04-04
-
36
CHPR
86.4
No
Compositional Human Pose Regression
2017-04-01
Code
37
Lifshitz et al.
85
No
Human Pose Estimation using Deep Consensus Voting
2016-03-27
-
38
EfficientPose RT
84.8
No
EfficientPose: Scalable single-person pose estim...
2020-04-25
Code
39
Matrix
82.5
No
Matrix and tensor decompositions for training bi...
2019-04-16
-
40
DeepCut
82.4
No
DeepCut: Joint Subset Partition and Labeling for...
2015-11-20
Code
41
QP2
82.4
No
Bottom-Up and Top-Down Reasoning with Hierarchic...
2015-07-21
Code
42
Tompson et al.
82
No
Efficient Object Localization Using Convolutiona...
2014-11-16
Code
43
x
81.3
No
Hierarchical binary CNNs for landmark localizati...
2018-08-14
Code
44
IEF
81.3
No
Human Pose Estimation with Iterative Error Feedb...
2015-07-23
Code
45
QP1
81.1
No
Bottom-Up and Top-Down Reasoning with Hierarchic...
2015-07-21
Code
46
Improved Binary Network (HourGlass)
80.9
No
Improved training of binary networks for human p...
2019-04-11
Code