ML Research Wiki / Benchmarks / Pose Estimation / MPII Human Pose

MPII Human Pose

Pose Estimation Benchmark

Performance Over Time

📊 Showing 45 results | 📏 Metric: PCKh-0.5

Top Performing Models

Rank	Model	Paper	PCKh-0.5	Date	Code
1	PCT (swin-l, test set)	Human Pose as Compositional Tokens	94.30	2023-03-21	📦 gengzigang/pct
2	Soft-gated Skip Connections 📚	Toward fast and accurate human pose estimation via soft-gated skip connections	94.10	2020-02-25	📦 BB-Repos/BBpose 📦 salinasJJ/BBpose 📦 benjs/hourglass_networks
3	Cascade Feature Aggregation 📚	Cascade Feature Aggregation for Human Pose Estimation	93.90	2019-02-21	-
4	PCT (swin-b, test set)	Human Pose as Compositional Tokens	93.80	2023-03-21	📦 gengzigang/pct
5	TransPose 📚	TransPose: Keypoint Localization via Transformer	93.50	2020-12-28	📦 yangsenius/TransPose
6	UniHCP (FT) 📚	UniHCP: A Unified Model for Human-Centric Perceptions	93.20	2023-03-06	📦 opengvlab/unihcp
7	4xRSN-50	Learning Delicate Local Representations for Multi-Person Pose Estimation	93.00	2020-03-09	📦 open-mmlab/mmpose 📦 chenyilun95/tf-cpn 📦 caiyuanhao1998/RSN 📦 HuangJunJie2017/UDP-Pose
8	UniPose	UniPose: Unified Human Pose Estimation in Single Images and Videos	92.70	2020-01-22	📦 bmartacho/UniPose 📦 yangyucheng000/unipose-mindspore
9	MSPN	Rethinking on Multi-Stage Networks for Human Pose Estimation	92.60	2019-01-01	📦 open-mmlab/mmpose 📦 chenyilun95/tf-cpn 📦 megvii-detection/MSPN
10	Spatial Context	Human Pose Estimation with Spatial Contextual Information	92.50	2019-01-07	-

All Papers (45)

Human Pose as Compositional Tokens

2023

PCT (swin-l, test set)

gengzigang/pct

Toward fast and accurate human pose estimation via soft-gated skip connections

2020

Soft-gated Skip Connections

BB-Repos/BBpose salinasJJ/BBpose benjs/hourglass_networks

Cascade Feature Aggregation for Human Pose Estimation

2019

Cascade Feature Aggregation

Human Pose as Compositional Tokens

2023

PCT (swin-b, test set)

gengzigang/pct

TransPose: Keypoint Localization via Transformer

2020

TransPose

yangsenius/TransPose

UniHCP: A Unified Model for Human-Centric Perceptions

2023

UniHCP (FT)

opengvlab/unihcp

Learning Delicate Local Representations for Multi-Person Pose Estimation

2020

4xRSN-50

open-mmlab/mmpose chenyilun95/tf-cpn

UniPose: Unified Human Pose Estimation in Single Images and Videos

2020

UniPose

bmartacho/UniPose yangyucheng000/unipose-mindspore

Rethinking on Multi-Stage Networks for Human Pose Estimation

2019

MSPN

open-mmlab/mmpose chenyilun95/tf-cpn

Human Pose Estimation with Spatial Contextual Information

2019

Spatial Context

Deep High-Resolution Representation Learning for Human Pose Estimation

2019

HRNet-W32

open-mmlab/mmdetection PaddlePaddle/PaddleDetection

Multi-Scale Structure-Aware Network for Human Pose Estimation

2018

Multi-Scale Structure-Aware Network

Learning Feature Pyramids for Human Pose Estimation

2017

Pyramid Residual Modules (PRMs)

bearpaw/PyraNet wanggrun/Learning-Feature-Pyramids wanggrun/Learning-Feature-Pyramids-For-COCO

Adversarial PoseNet: A Structure-aware Convolutional Network for Human Pose Estimation

2017

Chen et al. ICCV'17

rohitrango/Adversarial-Pose-Estimation Mind23-2/MindCode-5

Self Adversarial Training for Human Pose Estimation

2017

Chou et al. arXiv'17

dongzhuoyao/jessiechouuu-adversarial-pose

Multi-Context Attention for Human Pose Estimation

2017

Multi-Context Attention

wbenbihi/hourglasstensorlfow bearpaw/pose-attention

Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation

2018

Residual Hourglass +ASR+AHO

Quantized Densely Connected U-Nets for Efficient Landmark Localization

2018

DU-Net

zhiqiangdon/CU-Net

Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation

2017

Stacked hourglass + Inception-resnet

Guanghan/GNet-pose

EfficientPose: Scalable single-person pose estimation

2020

EfficientPose IV

daniegr/EfficientPose

Fast Human Pose Estimation

2018

FPD

ilovepose/fast-human-pose-estimation.pytorch

Integral Human Pose Regression

2017

Integral Regression

JimmySuen/integral-human-pose strawberryfg/c2f-3dhm-human-caffe

Stacked Hourglass Networks for Human Pose Estimation

2016

Stacked Hourglass Networks

open-mmlab/mmpose bearpaw/pytorch-pose

Distribution-Aware Coordinate Representation for Human Pose Estimation

2019

DarkPose

PaddlePaddle/PaddleDetection open-mmlab/mmpose

TFPose: Direct Human Pose Estimation with Transformers

2021

TFPose(ResNet-50)

Human pose estimation via Convolutional Part Heatmap Regression

2016

Human Pose Estimation

1adrianb/human-pose-estimation

Human pose estimation via Convolutional Part Heatmap Regression

2016

Part heatmap regression (ResNet-152)

1adrianb/human-pose-estimation

Numerical Coordinate Regression with Convolutional Neural Networks

2018

DSNTr ResNet-50@28px

anibali/dsntnn mansimane/WormML

CU-Net: Coupled U-Nets

2018

CU-Net

zhiqiangdon/CU-Net

EfficientPose: Scalable single-person pose estimation

2020

OpenPose

daniegr/EfficientPose

Convolutional Pose Machines

2016

Convolutional Pose Machines

CMU-Perceptual-Computing-Lab/openpose open-mmlab/mmpose

DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model

2016

ResNet-152 + intermediate supervision

eldar/pose-tensorflow eldar/deepcut

Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation

2022

Dite-HRNet-30

ziyizhang27/dite-hrnet

T-Net: Parametrizing Fully Convolutional Nets with a Single High-Order Tensor

2019

Tucker T-Net

Compositional Human Pose Regression

2017

CHPR

anibali/h36m-fetch

Human Pose Estimation using Deep Consensus Voting

2016

Lifshitz et al.

EfficientPose: Scalable single-person pose estimation

2020

EfficientPose RT

daniegr/EfficientPose

Matrix and tensor decompositions for training binary neural networks

2019

Matrix

DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation

2015

DeepCut

eldar/deepcut eldar/deepcut-cnn

Bottom-Up and Top-Down Reasoning with Hierarchical Rectified Gaussians

2015

QP2

peiyunh/rg-mpii

Efficient Object Localization Using Convolutional Networks

2014

Tompson et al.

cmu-enyac/Renofeation yukitsuji/chainer_function

Hierarchical binary CNNs for landmark localization with limited resources

2018

x

1adrianb/binary-networks-pytorch

Human Pose Estimation with Iterative Error Feedback

2015

IEF

pulkitag/ief

Bottom-Up and Top-Down Reasoning with Hierarchical Rectified Gaussians

2015

QP1

peiyunh/rg-mpii

Improved training of binary networks for human pose estimation and image recognition

2019

Improved Binary Network (HourGlass)

1adrianb/binary-networks-pytorch

Model	Paper	PCKh-0.5	Date
PCT (swin-l, test set)	Human Pose as Compositional Tokens	94.30	2023-03-21
Soft-gated Skip Connections	Toward fast and accurate human pose estimation vi…	94.10	2020-02-25
Cascade Feature Aggregation	Cascade Feature Aggregation for Human Pose Estima…	93.90	2019-02-21
PCT (swin-b, test set)	Human Pose as Compositional Tokens	93.80	2023-03-21
TransPose	TransPose: Keypoint Localization via Transformer	93.50	2020-12-28
UniHCP (FT)	UniHCP: A Unified Model for Human-Centric Percept…	93.20	2023-03-06
4xRSN-50	Learning Delicate Local Representations for Multi…	93.00	2020-03-09
UniPose	UniPose: Unified Human Pose Estimation in Single …	92.70	2020-01-22
MSPN	Rethinking on Multi-Stage Networks for Human Pose…	92.60	2019-01-01
Spatial Context	Human Pose Estimation with Spatial Contextual Inf…	92.50	2019-01-07
HRNet-W32	Deep High-Resolution Representation Learning for …	92.30	2019-02-25
Multi-Scale Structure-Aware Network	Multi-Scale Structure-Aware Network for Human Pos…	92.10	2018-03-27
Pyramid Residual Modules (PRMs)	Learning Feature Pyramids for Human Pose Estimati…	92.00	2017-08-03
Chen et al. ICCV'17	Adversarial PoseNet: A Structure-aware Convolutio…	91.90	2017-04-30
Chou et al. arXiv'17	Self Adversarial Training for Human Pose Estimati…	91.80	2017-07-08
Multi-Context Attention	Multi-Context Attention for Human Pose Estimation	91.50	2017-02-24
Residual Hourglass +ASR+AHO	Jointly Optimize Data Augmentation and Network Tr…	91.50	2018-05-24
DU-Net	Quantized Densely Connected U-Nets for Efficient …	91.20	2018-08-07
Stacked hourglass + Inception-resnet	Knowledge-Guided Deep Fractal Neural Networks for…	91.20	2017-05-05
EfficientPose IV	EfficientPose: Scalable single-person pose estima…	91.20	2020-04-25
FPD	Fast Human Pose Estimation	91.10	2018-11-13
Integral Regression	Integral Human Pose Regression	91.00	2017-11-22
Stacked Hourglass Networks	Stacked Hourglass Networks for Human Pose Estimat…	90.90	2016-03-22
DarkPose	Distribution-Aware Coordinate Representation for …	90.60	2019-10-14
TFPose(ResNet-50)	TFPose: Direct Human Pose Estimation with Transfo…	90.40	2021-03-29
Human Pose Estimation	Human pose estimation via Convolutional Part Heat…	89.70	2016-09-06
Part heatmap regression (ResNet-152)	Human pose estimation via Convolutional Part Heat…	89.70	2016-09-06
DSNTr ResNet-50@28px	Numerical Coordinate Regression with Convolutiona…	89.50	2018-01-23
CU-Net	CU-Net: Coupled U-Nets	89.40	2018-08-20
OpenPose	EfficientPose: Scalable single-person pose estima…	88.80	2020-04-25
Convolutional Pose Machines	Convolutional Pose Machines	88.52	2016-01-30
ResNet-152 + intermediate supervision	DeeperCut: A Deeper, Stronger, and Faster Multi-P…	88.52	2016-05-10
Dite-HRNet-30	Dite-HRNet: Dynamic Lightweight High-Resolution N…	87.60	2022-04-22
Tucker T-Net	T-Net: Parametrizing Fully Convolutional Nets wit…	87.50	2019-04-04
CHPR	Compositional Human Pose Regression	86.40	2017-04-01
Lifshitz et al.	Human Pose Estimation using Deep Consensus Voting	85.00	2016-03-27
EfficientPose RT	EfficientPose: Scalable single-person pose estima…	84.80	2020-04-25
Matrix	Matrix and tensor decompositions for training bin…	82.50	2019-04-16
DeepCut	DeepCut: Joint Subset Partition and Labeling for …	82.40	2015-11-20
QP2	Bottom-Up and Top-Down Reasoning with Hierarchica…	82.40	2015-07-21
Tompson et al.	Efficient Object Localization Using Convolutional…	82.00	2014-11-16
x	Hierarchical binary CNNs for landmark localizatio…	81.30	2018-08-14
IEF	Human Pose Estimation with Iterative Error Feedba…	81.30	2015-07-23
QP1	Bottom-Up and Top-Down Reasoning with Hierarchica…	81.10	2015-07-21
Improved Binary Network (HourGlass)	Improved training of binary networks for human po…	80.90	2019-04-11

MPII Human Pose

Performance Over Time

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Top Performing Models

All Papers (45)