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SotA/Computer Vision/Pose Estimation/COCO test-dev

Pose Estimation on COCO test-dev

Metric: AP50 (higher is better)

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#Model↕AP50▼Extra DataPaperDate↕Code
1ViTPose (ViTAE-G, ensemble)95NoViTPose: Simple Vision Transformer Baselines for...2022-04-26Code
2ViTPose (ViTAE-G)94.8NoViTPose: Simple Vision Transformer Baselines for...2022-04-26Code
34xRSN-50 (ensemble)94.4NoLearning Delicate Local Representations for Mult...2020-03-09Code
44xRSN-5094.3NoLearning Delicate Local Representations for Mult...2020-03-09Code
5CCM+93.8NoTowards High Performance Human Keypoint Detection2020-02-03Code
6UDP-Pose-PSA(384x288)93.6NoPolarized Self-Attention: Towards High-quality P...2021-07-02Code
7UDP-Pose-PSA(256x192)93.6NoPolarized Self-Attention: Towards High-quality P...2021-07-02Code
8SCIO (HRNet-48)93.5NoSelf-Constrained Inference Optimization on Struc...2022-07-06-
9MSPN93.4NoRethinking on Multi-Stage Networks for Human Pos...2019-01-01Code
10MSPN93.4NoRethinking on Multi-Stage Networks for Human Pos...2019-01-01Code
11HRNet-W48 + extra data92.7NoDeep High-Resolution Representation Learning for...2019-02-25Code
12HRNet-W48+UDP92.7NoThe Devil is in the Details: Delving into Unbias...2019-11-18Code
13HRFormer-B92.7NoHRFormer: High-Resolution Transformer for Dense ...2021-10-18Code
14HRNet*92.7NoDeep High-Resolution Representation Learning for...2019-02-25Code
15HRNet-W48+DARK92.6NoDistribution-Aware Coordinate Representation for...2019-10-14Code
16OmniPose (WASPv2)92.6NoOmniPose: A Multi-Scale Framework for Multi-Pers...2021-03-18Code
17EvoPose2D-L92.5NoEvoPose2D: Pushing the Boundaries of 2D Human Po...2020-11-17Code
18HRNet92.5NoDeep High-Resolution Representation Learning for...2019-02-25Code
19MIPNet92.4NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
20Simple Base+*92.4NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
21TransPose-H-A692.2NoTransPose: Keypoint Localization via Transformer2020-12-28Code
22PoseBH-H91.9YesPoseBH: Prototypical Multi-Dataset Training Beyo...2025-05-23Code
23DPIT-L91.9NoDPIT: Dual-Pipeline Integrated Transformer for H...2022-09-02-
24Flow-based (ResNet-152)91.9NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
25Simple Base91.9NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
26S-ViPNAS-HRNetW3291.7NoViPNAS: Efficient Video Pose Estimation via Neur...2021-05-21Code
27CPN+ [6, 9]91.7NoCascaded Pyramid Network for Multi-Person Pose E...2017-11-20Code
28CPN+91.7NoCascaded Pyramid Network for Multi-Person Pose E...2017-11-20Code
29CPN91.4NoCascaded Pyramid Network for Multi-Person Pose E...2017-11-20Code
30CPN91.4NoCascaded Pyramid Network for Multi-Person Pose E...2017-11-20Code
31PoseFix91.2NoPoseFix: Model-agnostic General Human Pose Refin...2018-12-10Code
32KAPAO-L91.2NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
33TFPose (ND=6 ResNet-50)90.9NoTFPose: Direct Human Pose Estimation with Transf...2021-03-29-
34Dite-HRNet-3090.8NoDite-HRNet: Dynamic Lightweight High-Resolution ...2022-04-22Code
35S-ViPNAS-Res5090.7NoViPNAS: Efficient Video Pose Estimation via Neur...2021-05-21Code
36Lite-HRNet-3090.7YesLite-HRNet: A Lightweight High-Resolution Network2021-04-13Code
37KAPAO-M90.5NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
38PPE (ResNeXt-101)90.3NoDeep Multi-Task Networks For Occluded Pedestrian...2022-06-15-
39yolopose90.3NoYOLO-Pose: Enhancing YOLO for Multi Person Pose ...2022-04-14Code
40HigherHRNet (ScaleNet_P4)90.3NoScaleNAS: One-Shot Learning of Scale-Aware Repre...2020-11-30-
41SMPR (HR-Net-32)89.7NoSMPR: Single-Stage Multi-Person Pose Regression2020-06-28Code
42Lite-HRNet-1889.4NoLite-HRNet: A Lightweight High-Resolution Network2021-04-13Code
43HigherHRNet (HR-Net-48)89.3NoHigherHRNet: Scale-Aware Representation Learning...2019-08-27Code
44RMPE++89.2NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
45PersonLab89NoPersonLab: Person Pose Estimation and Instance S...2018-03-22Code
46SPM88.5NoSingle-Stage Multi-Person Pose Machines2019-08-24Code
47KAPAO-S88.4NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
48DirectPose (ResNet-101)87.8NoDirectPose: Direct End-to-End Multi-Person Pose ...2019-11-18Code
49Mask-RCNN87.3NoMask R-CNN2017-03-20Code
50Mask R-CNN87.3NoMask R-CNN2017-03-20Code
51AE86.8NoAssociative Embedding: End-to-End Learning for J...2016-11-16Code
52DirectPose (ResNet-101)86.7NoDirectPose: Direct End-to-End Multi-Person Pose ...2019-11-18Code
53OpenPose86.2YesOpenPose: Realtime Multi-Person 2D Pose Estimati...2018-12-18Code
54Faster R-CNN (ImageNet+300M)85.7YesRevisiting Unreasonable Effectiveness of Data in...2017-07-10Code
55G-RMI85.5NoTowards Accurate Multi-person Pose Estimation in...2017-01-06-
56G-RMI85.5NoTowards Accurate Multi-person Pose Estimation in...2017-01-06-
57G-RMI85.5NoTowards Accurate Multi-person Pose Estimation in...2017-01-06-
58CMU-Pose84.9NoRealtime Multi-Person 2D Pose Estimation using P...2016-11-24Code
59CMU Pose84.9NoRealtime Multi-Person 2D Pose Estimation using P...2016-11-24Code
60CMU-Pose84.9NoRealtime Multi-Person 2D Pose Estimation using P...2016-11-24Code
61RMPE83.7NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
62RMPE83.7NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
63PCT (256x256)9NoHuman Pose as Compositional Tokens2023-03-21Code