ML Research Wiki / Benchmarks / 2D Human Pose Estimation / OCHuman

OCHuman

2D Human Pose Estimation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Test AP

Top Performing Models

Rank	Model	Paper	Test AP	Date	Code
1	BBox-Mask-Pose 2x 📚	Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle	48.30	2024-12-02	📦 MiraPurkrabek/BBoxMaskPose
2	MIPNet (HRNet-W48)	Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation	42.50	2021-01-27	📦 rawalkhirodkar/MIPNet
3	HRNet-W48	Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation	37.20	2021-01-27	📦 rawalkhirodkar/MIPNet
4	HGG (AE+)	Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation	36.00	2020-07-23	-
5	ResNet-152	Simple Baselines for Human Pose Estimation and Tracking	33.30	2018-04-17	📦 PaddlePaddle/PaddleDetection 📦 open-mmlab/mmpose 📦 osmr/imgclsmob
6	Associative Embedding+	Associative Embedding: End-to-End Learning for Joint Detection and Grouping	32.80	2016-11-16	📦 open-mmlab/mmpose 📦 princeton-vl/pose-ae-train 📦 raymon-tian/hourglass-facekeypoints-detection 📦 stevehjc/pose-ae-demo-tf 📦 baodi23/hourglass-facekeypoints-detection
7	RMPE	RMPE: Regional Multi-person Pose Estimation	30.70	2016-12-01	📦 MVIG-SJTU/AlphaPose 📦 osmr/imgclsmob 📦 mindspore-ai/models
8	ResNet-50	Simple Baselines for Human Pose Estimation and Tracking	30.40	2018-04-17	📦 PaddlePaddle/PaddleDetection 📦 open-mmlab/mmpose 📦 osmr/imgclsmob
9	Associative Embedding	Associative Embedding: End-to-End Learning for Joint Detection and Grouping	29.50	2016-11-16	📦 open-mmlab/mmpose 📦 princeton-vl/pose-ae-train 📦 raymon-tian/hourglass-facekeypoints-detection 📦 stevehjc/pose-ae-demo-tf 📦 baodi23/hourglass-facekeypoints-detection
10	Pose2Seg	Pose2Seg: Detection Free Human Instance Segmentation	23.80	2018-03-28	📦 open-mmlab/mmpose 📦 liruilong940607/Pose2Seg 📦 liruilong940607/OCHumanApi

All Papers (10)

Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle

2024

BBox-Mask-Pose 2x

MiraPurkrabek/BBoxMaskPose

Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation

2021

MIPNet (HRNet-W48)

rawalkhirodkar/MIPNet

Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation

2021

HRNet-W48

rawalkhirodkar/MIPNet

Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation

2020

HGG (AE+)

Simple Baselines for Human Pose Estimation and Tracking

2018

ResNet-152

PaddlePaddle/PaddleDetection open-mmlab/mmpose

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

2016

Associative Embedding+

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

RMPE: Regional Multi-person Pose Estimation

2016

RMPE

MVIG-SJTU/AlphaPose osmr/imgclsmob

Simple Baselines for Human Pose Estimation and Tracking

2018

ResNet-50

PaddlePaddle/PaddleDetection open-mmlab/mmpose

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

2016

Associative Embedding

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

Pose2Seg: Detection Free Human Instance Segmentation

2018

Pose2Seg

open-mmlab/mmpose liruilong940607/Pose2Seg

OCHuman

Performance Over Time

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Top Performing Models

All Papers (10)

Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle

Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation

Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation

Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation

Simple Baselines for Human Pose Estimation and Tracking

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

RMPE: Regional Multi-person Pose Estimation

Simple Baselines for Human Pose Estimation and Tracking

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

Pose2Seg: Detection Free Human Instance Segmentation

Model	Paper	Test AP	Date
BBox-Mask-Pose 2x	Detection, Pose Estimation and Segmentation for M…	48.30	2024-12-02
MIPNet (HRNet-W48)	Multi-Instance Pose Networks: Rethinking Top-Down…	42.50	2021-01-27
HRNet-W48	Multi-Instance Pose Networks: Rethinking Top-Down…	37.20	2021-01-27
HGG (AE+)	Differentiable Hierarchical Graph Grouping for Mu…	36.00	2020-07-23
ResNet-152	Simple Baselines for Human Pose Estimation and Tr…	33.30	2018-04-17
Associative Embedding+	Associative Embedding: End-to-End Learning for Jo…	32.80	2016-11-16
RMPE	RMPE: Regional Multi-person Pose Estimation	30.70	2016-12-01
ResNet-50	Simple Baselines for Human Pose Estimation and Tr…	30.40	2018-04-17
Associative Embedding	Associative Embedding: End-to-End Learning for Jo…	29.50	2016-11-16
Pose2Seg	Pose2Seg: Detection Free Human Instance Segmentat…	23.80	2018-03-28