ML Research Wiki / Benchmarks / Multi-Person Pose Estimation / COCO (Common Objects in Context)

COCO (Common Objects in Context)

Multi-Person Pose Estimation Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: AP

Top Performing Models

Rank	Model	Paper	AP	Date	Code
1	EvoPose2D-L	EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer	76.80	2020-11-17	📦 wmcnally/evopose2d
2	PoseFix	PoseFix: Model-agnostic General Human Pose Refinement Network	76.70	2018-12-10	📦 mks0601/PoseFix_RELEASE
3	LitePose-S	Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation	56.70	2022-05-03	📦 mit-han-lab/litepose
4	RSN	Learning Delicate Local Representations for Multi-Person Pose Estimation	0.79	2020-03-09	📦 open-mmlab/mmpose 📦 chenyilun95/tf-cpn 📦 caiyuanhao1998/RSN 📦 HuangJunJie2017/UDP-Pose
5	DarkPose 📚	Distribution-Aware Coordinate Representation for Human Pose Estimation	0.77	2019-10-14	📦 PaddlePaddle/PaddleDetection 📦 open-mmlab/mmpose 📦 leoxiaobin/deep-high-resolution-net.pytorch
6	UniPose 📚	X-Pose: Detecting Any Keypoints	0.77	2023-10-12	📦 idea-research/x-pose 📦 IDEA-Research/UniPose
7	CPN+	Cascaded Pyramid Network for Multi-Person Pose Estimation	0.73	2017-11-20	📦 chenyilun95/tf-cpn 📦 caiyuanhao1998/RSN 📦 megvii-detection/MSPN 📦 Cli98/pytorch-cpn 📦 tuvovan/CPN_KR
8	BAPose	BAPose: Bottom-Up Pose Estimation with Disentangled Waterfall Representations	0.73	2021-12-20	📦 bmartacho/BAPose
9	CenterGroup	The Center of Attention: Center-Keypoint Grouping via Attention for Multi-Person Pose Estimation	0.71	2021-10-11	📦 dvl-tum/center-group
10	OpenPifPaf	OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association	0.71	2021-03-03	📦 openpifpaf/openpifpaf 📦 openpifpaf/openpifpafwebdemo 📦 vita-epfl/openpifpaf

All Papers (15)

EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer

2020

EvoPose2D-L

wmcnally/evopose2d

PoseFix: Model-agnostic General Human Pose Refinement Network

2018

PoseFix

mks0601/PoseFix_RELEASE

Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation

2022

LitePose-S

mit-han-lab/litepose

Learning Delicate Local Representations for Multi-Person Pose Estimation

2020

RSN

open-mmlab/mmpose chenyilun95/tf-cpn

Distribution-Aware Coordinate Representation for Human Pose Estimation

2019

DarkPose

PaddlePaddle/PaddleDetection open-mmlab/mmpose

X-Pose: Detecting Any Keypoints

2023

UniPose

idea-research/x-pose IDEA-Research/UniPose

Cascaded Pyramid Network for Multi-Person Pose Estimation

2017

CPN+

chenyilun95/tf-cpn caiyuanhao1998/RSN

BAPose: Bottom-Up Pose Estimation with Disentangled Waterfall Representations

2021

BAPose

bmartacho/BAPose

The Center of Attention: Center-Keypoint Grouping via Attention for Multi-Person Pose Estimation

2021

CenterGroup

dvl-tum/center-group

OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association

2021

OpenPifPaf

openpifpaf/openpifpaf openpifpaf/openpifpafwebdemo

MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network

2018

Pose Residual Network

salihkaragoz/pose-residual-network-pytorch SukhyunCho/NTU_motion_sim_annotations

Towards Accurate Multi-person Pose Estimation in the Wild

2017

G-RMI*

Attend to Who You Are: Supervising Self-Attention for Keypoint Detection and Instance-Aware Association

2021

Supervising Self-Attention

yangsenius/ssa

Associative Embedding: End-to-End Learning for Joint Detection and Grouping

2016

Associative Embedding

open-mmlab/mmpose princeton-vl/pose-ae-train

Towards Accurate Multi-person Pose Estimation in the Wild

2017

G-RMI

COCO (Common Objects in Context)

Performance Over Time

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Top Performing Models

All Papers (15)

EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer

PoseFix: Model-agnostic General Human Pose Refinement Network

Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation

Learning Delicate Local Representations for Multi-Person Pose Estimation

Distribution-Aware Coordinate Representation for Human Pose Estimation

X-Pose: Detecting Any Keypoints

Cascaded Pyramid Network for Multi-Person Pose Estimation

BAPose: Bottom-Up Pose Estimation with Disentangled Waterfall Representations

The Center of Attention: Center-Keypoint Grouping via Attention for Multi-Person Pose Estimation

OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association

MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network

Towards Accurate Multi-person Pose Estimation in the Wild

Attend to Who You Are: Supervising Self-Attention for Keypoint Detection and Instance-Aware Association

Associative Embedding: End-to-End Learning for Joint Detection and Grouping

Towards Accurate Multi-person Pose Estimation in the Wild

Model	Paper	AP	Date
EvoPose2D-L	EvoPose2D: Pushing the Boundaries of 2D Human Pos…	76.80	2020-11-17
PoseFix	PoseFix: Model-agnostic General Human Pose Refine…	76.70	2018-12-10
LitePose-S	Lite Pose: Efficient Architecture Design for 2D H…	56.70	2022-05-03
RSN	Learning Delicate Local Representations for Multi…	0.79	2020-03-09
DarkPose	Distribution-Aware Coordinate Representation for …	0.77	2019-10-14
UniPose	X-Pose: Detecting Any Keypoints	0.77	2023-10-12
CPN+	Cascaded Pyramid Network for Multi-Person Pose Es…	0.73	2017-11-20
BAPose	BAPose: Bottom-Up Pose Estimation with Disentangl…	0.73	2021-12-20
CenterGroup	The Center of Attention: Center-Keypoint Grouping…	0.71	2021-10-11
OpenPifPaf	OpenPifPaf: Composite Fields for Semantic Keypoin…	0.71	2021-03-03
Pose Residual Network	MultiPoseNet: Fast Multi-Person Pose Estimation u…	0.70	2018-07-11
G-RMI*	Towards Accurate Multi-person Pose Estimation in …	0.69	2017-01-06
Supervising Self-Attention	Attend to Who You Are: Supervising Self-Attention…	0.67	2021-11-25
Associative Embedding	Associative Embedding: End-to-End Learning for Jo…	0.66	2016-11-16
G-RMI	Towards Accurate Multi-person Pose Estimation in …	0.65	2017-01-06