Multi-Person Pose Estimation on COCO test-dev

Metric: AP (higher is better)

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#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	SCIO (HRNet-48)	79.2	No	Self-Constrained Inference Optimization on Struc...	2022-07-06	-
2	HRNet-W48plus	78.7	No	AID: Pushing the Performance Boundary of Human P...	2020-08-17	Code
3	HRNet-W32	76.2	No	AID: Pushing the Performance Boundary of Human P...	2020-08-17	Code
4	ResNet50	73.7	No	AID: Pushing the Performance Boundary of Human P...	2020-08-17	Code
5	HigherHRNet (ScaleNet_P4)	71.6	No	ScaleNAS: One-Shot Learning of Scale-Aware Repre...	2020-11-30	-
6	HigherHRNet (HR-Net-48)	70.5	No	HigherHRNet: Scale-Aware Representation Learning...	2019-08-27	Code
7	SMPR (HR-Net-32)	70.2	No	SMPR: Single-Stage Multi-Person Pose Regression	2020-06-28	Code
8	PersonLab	68.7	No	PersonLab: Person Pose Estimation and Instance S...	2018-03-22	Code
9	Identity Mapping Hourglass	68.1	No	Simple Pose: Rethinking and Improving a Bottom-u...	2019-11-24	Code
10	SPM	66.9	No	Single-Stage Multi-Person Pose Machines	2019-08-24	Code
11	Supervising Self-Attention	66.5	No	Attend to Who You Are: Supervising Self-Attentio...	2021-11-25	Code
12	Hourglass-104	65.6	No	Greedy Offset-Guided Keypoint Grouping for Human...	2021-07-07	Code
13	G-RMI	64.9	No	Towards Accurate Multi-person Pose Estimation in...	2017-01-06	-
14	CMU-Pose	61.8	No	Realtime Multi-Person 2D Pose Estimation using P...	2016-11-24	Code
15	RMPE	61.8	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code

#1SCIO (HRNet-48)SOTA
79.2
AP· 2022-07-06
Self-Constrained Inference Optimization on Structural Groups for Human Pose Estimation
#2HRNet-W48plusSOTA
78.7
AP· 2020-08-17
AID: Pushing the Performance Boundary of Human Pose Estimation with Information Dropping Augmentation Code
#3HRNet-W32
76.2
AP· 2020-08-17
AID: Pushing the Performance Boundary of Human Pose Estimation with Information Dropping Augmentation Code
#4ResNet50
73.7
AP· 2020-08-17
AID: Pushing the Performance Boundary of Human Pose Estimation with Information Dropping Augmentation Code
#5HigherHRNet (ScaleNet_P4)
71.6
AP· 2020-11-30
ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition
#6HigherHRNet (HR-Net-48)SOTA
70.5
AP· 2019-08-27
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation Code
#7SMPR (HR-Net-32)
70.2
AP· 2020-06-28
SMPR: Single-Stage Multi-Person Pose Regression Code
#8PersonLabSOTA
68.7
AP· 2018-03-22
PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model Code
#9Identity Mapping Hourglass
68.1
AP· 2019-11-24
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation Code
#10SPM
66.9
AP· 2019-08-24
Single-Stage Multi-Person Pose Machines Code
#11Supervising Self-Attention
66.5
AP· 2021-11-25
Attend to Who You Are: Supervising Self-Attention for Keypoint Detection and Instance-Aware Association Code
#12Hourglass-104
65.6
AP· 2021-07-07
Greedy Offset-Guided Keypoint Grouping for Human Pose Estimation Code
#13G-RMISOTA
64.9
AP· 2017-01-06
Towards Accurate Multi-person Pose Estimation in the Wild
#14CMU-PoseSOTA
61.8
AP· 2016-11-24
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields Code
#15RMPE
61.8
AP· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code