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

Pose Estimation on COCO test-dev

Metric: APM (higher is better)

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#Model↕APM▼Extra DataPaperDate↕Code
14xRSN-50 (ensemble)83.8NoLearning Delicate Local Representations for Mult...2020-03-09Code
24xRSN-5083.3NoLearning Delicate Local Representations for Mult...2020-03-09Code
3HRNet-W48+UDP82.4NoThe Devil is in the Details: Delving into Unbias...2019-11-18Code
4PPE (ResNeXt-101)80.7NoDeep Multi-Task Networks For Occluded Pedestrian...2022-06-15-
5ViTPose (ViTAE-G, ensemble)77.8NoViTPose: Simple Vision Transformer Baselines for...2022-04-26Code
6ViTPose (ViTAE-G)77.5NoViTPose: Simple Vision Transformer Baselines for...2022-04-26Code
7UDP-Pose-PSA(384x288)76.3NoPolarized Self-Attention: Towards High-quality P...2021-07-02Code
8UDP-Pose-PSA(256x192)76.1NoPolarized Self-Attention: Towards High-quality P...2021-07-02Code
9PoseBH-H75.9YesPoseBH: Prototypical Multi-Dataset Training Beyo...2025-05-23Code
10CCM+75NoTowards High Performance Human Keypoint Detection2020-02-03Code
11SCIO (HRNet-48)74.1NoSelf-Constrained Inference Optimization on Struc...2022-07-06-
12HRNet-W48+DARK73.6NoDistribution-Aware Coordinate Representation for...2019-10-14Code
13EvoPose2D-L73.5NoEvoPose2D: Pushing the Boundaries of 2D Human Po...2020-11-17Code
14HRNet-W48 + extra data73.4NoDeep High-Resolution Representation Learning for...2019-02-25Code
15HRNet*73.4NoDeep High-Resolution Representation Learning for...2019-02-25Code
16Simple Base+*73NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
17OmniPose (WASPv2)72.6NoOmniPose: A Multi-Scale Framework for Multi-Pers...2021-03-18Code
18HRFormer-B72.5NoHRFormer: High-Resolution Transformer for Dense ...2021-10-18Code
19MSPN72.3NoRethinking on Multi-Stage Networks for Human Pos...2019-01-01Code
20MSPN72.3NoRethinking on Multi-Stage Networks for Human Pos...2019-01-01Code
21HRNet71.9NoDeep High-Resolution Representation Learning for...2019-02-25Code
22MIPNet71.4NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
23TransPose-H-A671.3NoTransPose: Keypoint Localization via Transformer2020-12-28Code
24DPIT-L71.3NoDPIT: Dual-Pipeline Integrated Transformer for H...2022-09-02-
25PoseFix71.1NoPoseFix: Model-agnostic General Human Pose Refin...2018-12-10Code
26S-ViPNAS-HRNetW3270.5NoViPNAS: Efficient Video Pose Estimation via Neur...2021-05-21Code
27Flow-based (ResNet-152)70.3NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
28Simple Base70.3NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
29CPN+69.5NoCascaded Pyramid Network for Multi-Person Pose E...2017-11-20Code
30TFPose (ND=6 ResNet-50)69.1NoTFPose: Direct Human Pose Estimation with Transf...2021-03-29-
31CPN68.7NoCascaded Pyramid Network for Multi-Person Pose E...2017-11-20Code
32RMPE++68NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
33HigherHRNet (ScaleNet_P4)67.5NoScaleNAS: One-Shot Learning of Scale-Aware Repre...2020-11-30-
34Dite-HRNet-3067.4NoDite-HRNet: Dynamic Lightweight High-Resolution ...2022-04-22Code
35S-ViPNAS-Res5067.3NoViPNAS: Efficient Video Pose Estimation via Neur...2021-05-21Code
36OpenPifPaf67.1NoOpenPifPaf: Composite Fields for Semantic Keypoi...2021-03-03Code
37Lite-HRNet-3066.9YesLite-HRNet: A Lightweight High-Resolution Network2021-04-13Code
38Simple Pose66.8YesSimple Pose: Rethinking and Improving a Bottom-u...2019-11-24Code
39Simple Pose66.8NoSimple Pose: Rethinking and Improving a Bottom-u...2019-11-24Code
40Identity Mapping Hourglass66.8NoSimple Pose: Rethinking and Improving a Bottom-u...2019-11-24Code
41HigherHRNet (HR-Net-48)66.6NoHigherHRNet: Scale-Aware Representation Learning...2019-08-27Code
42KAPAO-L66.3NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
43SMPR (HR-Net-32)65.9NoSMPR: Single-Stage Multi-Person Pose Regression2020-06-28Code
44KAPAO-M64.3NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
45PersonLab64.1NoPersonLab: Person Pose Estimation and Instance S...2018-03-22Code
46Lite-HRNet-1864NoLite-HRNet: A Lightweight High-Resolution Network2021-04-13Code
47Hourglass-10463.3NoGreedy Offset-Guided Keypoint Grouping for Human...2021-07-07Code
48PifPaf (single-scale)62.6NoPifPaf: Composite Fields for Human Pose Estimation2019-03-15Code
49SPM62.6NoSingle-Stage Multi-Person Pose Machines2019-08-24Code
50G-RMI62.3NoTowards Accurate Multi-person Pose Estimation in...2017-01-06-
51G-RMI62.3NoTowards Accurate Multi-person Pose Estimation in...2017-01-06-
52Faster R-CNN (ImageNet+300M)61.8YesRevisiting Unreasonable Effectiveness of Data in...2017-07-10Code
53OpenPose61YesOpenPose: Realtime Multi-Person 2D Pose Estimati...2018-12-18Code
54AE60.6NoAssociative Embedding: End-to-End Learning for J...2016-11-16Code
55DirectPose (ResNet-101)60.4NoDirectPose: Direct End-to-End Multi-Person Pose ...2019-11-18Code
56KAPAO-S58.6NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
57RMPE58.6NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
58RMPE58.6NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
59DirectPose (ResNet-101)57.8NoDirectPose: Direct End-to-End Multi-Person Pose ...2019-11-18Code
60Mask R-CNN57.8NoMask R-CNN2017-03-20Code
61CMU-Pose57.1NoRealtime Multi-Person 2D Pose Estimation using P...2016-11-24Code
62CMU Pose57.1NoRealtime Multi-Person 2D Pose Estimation using P...2016-11-24Code
63CMU-Pose57.1NoRealtime Multi-Person 2D Pose Estimation using P...2016-11-24Code