Pose Estimation on MPII Human Pose

Metric: PCKh-0.5 (higher is better)

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#	Model↕	PCKh-0.5▼	Extra Data	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

#1PCT (swin-l, test set)SOTA
94.3
PCKh-0.5· 2023-03-21
Human Pose as Compositional Tokens Code
#2Soft-gated Skip ConnectionsSOTA
94.1
PCKh-0.5· Extra Data· 2020-02-25
Toward fast and accurate human pose estimation via soft-gated skip connections Code
#3Cascade Feature AggregationSOTA
93.9
PCKh-0.5· Extra Data· 2019-02-21
Cascade Feature Aggregation for Human Pose Estimation
#4PCT (swin-b, test set)
93.8
PCKh-0.5· 2023-03-21
Human Pose as Compositional Tokens Code
#5TransPose
93.5
PCKh-0.5· Extra Data· 2020-12-28
TransPose: Keypoint Localization via Transformer Code
#6UniHCP (FT)
93.2
PCKh-0.5· Extra Data· 2023-03-06
UniHCP: A Unified Model for Human-Centric Perceptions Code
#74xRSN-50
93
PCKh-0.5· 2020-03-09
Learning Delicate Local Representations for Multi-Person Pose Estimation Code
#8UniPose
92.7
PCKh-0.5· 2020-01-22
UniPose: Unified Human Pose Estimation in Single Images and Videos Code
#9MSPNSOTA
92.6
PCKh-0.5· 2019-01-01
Rethinking on Multi-Stage Networks for Human Pose Estimation Code
#10Spatial Context
92.5
PCKh-0.5· 2019-01-07
Human Pose Estimation with Spatial Contextual Information
#11HRNet-W32
92.3
PCKh-0.5· 2019-02-25
Deep High-Resolution Representation Learning for Human Pose Estimation Code
#12DLCM
92.3
PCKh-0.5
No paper
#13Multi-Scale Structure-Aware NetworkSOTA
92.1
PCKh-0.5· 2018-03-27
Multi-Scale Structure-Aware Network for Human Pose Estimation
#14Pyramid Residual Modules (PRMs)SOTA
92
PCKh-0.5· 2017-08-03
Learning Feature Pyramids for Human Pose Estimation Code
#15Chen et al. ICCV'17SOTA
91.9
PCKh-0.5· 2017-04-30
Adversarial PoseNet: A Structure-aware Convolutional Network for Human Pose Estimation Code
#16Chou et al. arXiv'17
91.8
PCKh-0.5· 2017-07-08
Self Adversarial Training for Human Pose Estimation Code
#17Multi-Context AttentionSOTA
91.5
PCKh-0.5· 2017-02-24
Multi-Context Attention for Human Pose Estimation Code
#18Residual Hourglass +ASR+AHO
91.5
PCKh-0.5· 2018-05-24
Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation
#19DU-Net
91.2
PCKh-0.5· 2018-08-07
Quantized Densely Connected U-Nets for Efficient Landmark Localization Code
#20Stacked hourglass + Inception-resnet
91.2
PCKh-0.5· 2017-05-05
Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation Code
#21EfficientPose IV
91.2
PCKh-0.5· 2020-04-25
EfficientPose: Scalable single-person pose estimation Code
#22FPD
91.1
PCKh-0.5· 2018-11-13
Fast Human Pose Estimation Code
#23Integral Regression
91
PCKh-0.5· 2017-11-22
Integral Human Pose Regression Code
#24Stacked Hourglass NetworksSOTA
90.9
PCKh-0.5· 2016-03-22
Stacked Hourglass Networks for Human Pose Estimation Code
#25DarkPose
90.6
PCKh-0.5· 2019-10-14
Distribution-Aware Coordinate Representation for Human Pose Estimation Code
#26TFPose(ResNet-50)
90.4
PCKh-0.5· Extra Data· 2021-03-29
TFPose: Direct Human Pose Estimation with Transformers
#27Human Pose Estimation
89.7
PCKh-0.5· 2016-09-06
Human pose estimation via Convolutional Part Heatmap Regression Code
#28Part heatmap regression (ResNet-152)
89.7
PCKh-0.5· 2016-09-06
Human pose estimation via Convolutional Part Heatmap Regression Code
#29DSNTr ResNet-50@28px
89.5
PCKh-0.5· 2018-01-23
Numerical Coordinate Regression with Convolutional Neural Networks Code
#30CU-Net
89.4
PCKh-0.5· 2018-08-20
CU-Net: Coupled U-Nets Code
#31OpenPose
88.8
PCKh-0.5· 2018-12-18
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#32Convolutional Pose MachinesSOTA
88.52
PCKh-0.5· 2016-01-30
Convolutional Pose Machines Code
#33ResNet-152 + intermediate supervision
88.52
PCKh-0.5· 2016-05-10
DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model Code
#34Dite-HRNet-30
87.6
PCKh-0.5· 2022-04-22
Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation Code
#35Tucker T-Net
87.5
PCKh-0.5· 2019-04-04
T-Net: Parametrizing Fully Convolutional Nets with a Single High-Order Tensor
#36CHPR
86.4
PCKh-0.5· 2017-04-01
Compositional Human Pose Regression Code
#37Lifshitz et al.
85
PCKh-0.5· 2016-03-27
Human Pose Estimation using Deep Consensus Voting
#38EfficientPose RT
84.8
PCKh-0.5· 2020-04-25
EfficientPose: Scalable single-person pose estimation Code
#39Matrix
82.5
PCKh-0.5· 2019-04-16
Matrix and tensor decompositions for training binary neural networks
#40DeepCut
82.4
PCKh-0.5· 2015-11-20
DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation Code
#41QP2SOTA
82.4
PCKh-0.5· 2015-07-21
Bottom-Up and Top-Down Reasoning with Hierarchical Rectified Gaussians Code
#42Tompson et al.SOTA
82
PCKh-0.5· 2014-11-16
Efficient Object Localization Using Convolutional Networks Code
#43x
81.3
PCKh-0.5· 2018-08-14
Hierarchical binary CNNs for landmark localization with limited resources Code
#44IEF
81.3
PCKh-0.5· 2015-07-23
Human Pose Estimation with Iterative Error Feedback Code
#45QP1
81.1
PCKh-0.5· 2015-07-21
Bottom-Up and Top-Down Reasoning with Hierarchical Rectified Gaussians Code
#46Improved Binary Network (HourGlass)
80.9
PCKh-0.5· 2019-04-11
Improved training of binary networks for human pose estimation and image recognition Code