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

Pose Estimation on COCO test-dev

Metric: AP (higher is better)

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#Model↕AP▼Extra DataPaperDate↕Code
1ViTPose (ViTAE-G, ensemble)81.1NoViTPose: Simple Vision Transformer Baselines for...2022-04-26Code
2ViTPose (ViTAE-G)80.9NoViTPose: Simple Vision Transformer Baselines for...2022-04-26Code
3UDP-Pose-PSA(384x288)79.5NoPolarized Self-Attention: Towards High-quality P...2021-07-02Code
4PoseBH-H79.5YesPoseBH: Prototypical Multi-Dataset Training Beyo...2025-05-23Code
54xRSN-50 (ensemble)79.2NoLearning Delicate Local Representations for Mult...2020-03-09Code
6SCIO (HRNet-48)79.2NoSelf-Constrained Inference Optimization on Struc...2022-07-06-
7CCM+78.9NoTowards High Performance Human Keypoint Detection2020-02-03Code
8UDP-Pose-PSA(256x192)78.9NoPolarized Self-Attention: Towards High-quality P...2021-07-02Code
9HRNet-W48plus78.7NoAID: Pushing the Performance Boundary of Human P...2020-08-17Code
104xRSN-5078.6NoLearning Delicate Local Representations for Mult...2020-03-09Code
11PCT (256x256)78.3NoHuman Pose as Compositional Tokens2023-03-21Code
12HRNet-W48+DARK77.4NoDistribution-Aware Coordinate Representation for...2019-10-14Code
13SwinV2-L 1K-MIM77.2NoRevealing the Dark Secrets of Masked Image Model...2022-05-26Code
14HRNet-W48 + extra data77NoDeep High-Resolution Representation Learning for...2019-02-25Code
15EvoPose2D-L76.8NoEvoPose2D: Pushing the Boundaries of 2D Human Po...2020-11-17Code
16SwinV2-B 1K-MIM76.7NoRevealing the Dark Secrets of Masked Image Model...2022-05-26Code
17HRNet-W48+UDP76.5NoThe Devil is in the Details: Delving into Unbias...2019-11-18Code
18OmniPose (WASPv2)76.4NoOmniPose: A Multi-Scale Framework for Multi-Pers...2021-03-18Code
19HRFormer-B76.2NoHRFormer: High-Resolution Transformer for Dense ...2021-10-18Code
20HRNet-W3276.2NoAID: Pushing the Performance Boundary of Human P...2020-08-17Code
21MSPN76.1NoRethinking on Multi-Stage Networks for Human Pos...2019-01-01Code
22MSPN76.1NoRethinking on Multi-Stage Networks for Human Pos...2019-01-01Code
23MIPNet75.7NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
24PPE (ResNeXt-101)75.7NoDeep Multi-Task Networks For Occluded Pedestrian...2022-06-15-
25TransPose-H-A675NoTransPose: Keypoint Localization via Transformer2020-12-28Code
26PoseFix74.7NoPoseFix: Model-agnostic General Human Pose Refin...2018-12-10Code
27DPIT-L74.6NoDPIT: Dual-Pipeline Integrated Transformer for H...2022-09-02-
28S-ViPNAS-HRNetW3273.9NoViPNAS: Efficient Video Pose Estimation via Neur...2021-05-21Code
29Flow-based (ResNet-152)73.7NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
30ResNet5073.7NoAID: Pushing the Performance Boundary of Human P...2020-08-17Code
31CPN+ [6, 9]73NoCascaded Pyramid Network for Multi-Person Pose E...2017-11-20Code
32RMPE++72.3NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
33TFPose (ND=6 ResNet-50)72.2NoTFPose: Direct Human Pose Estimation with Transf...2021-03-29-
34CPN72.1NoCascaded Pyramid Network for Multi-Person Pose E...2017-11-20Code
35HigherHRNet (ScaleNet_P4)71.6NoScaleNAS: One-Shot Learning of Scale-Aware Repre...2020-11-30-
36OpenPifPaf70.9NoOpenPifPaf: Composite Fields for Semantic Keypoi...2021-03-03Code
37LOGO-CAP (Ours) HRNet-W4870.8No---
38Dite-HRNet-3070.6NoDite-HRNet: Dynamic Lightweight High-Resolution ...2022-04-22Code
39HigherHRNet (HR-Net-48)70.5NoHigherHRNet: Scale-Aware Representation Learning...2019-08-27Code
40KAPAO-L70.3NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
41S-ViPNAS-Res5070.3NoViPNAS: Efficient Video Pose Estimation via Neur...2021-05-21Code
42SMPR (HR-Net-32)70.2NoSMPR: Single-Stage Multi-Person Pose Regression2020-06-28Code
43Lite-HRNet-3069.7YesLite-HRNet: A Lightweight High-Resolution Network2021-04-13Code
44KAPAO-M68.8NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
45PersonLab68.7NoPersonLab: Person Pose Estimation and Instance S...2018-03-22Code
46Simple Pose68.1YesSimple Pose: Rethinking and Improving a Bottom-u...2019-11-24Code
47Simple Pose68.1NoSimple Pose: Rethinking and Improving a Bottom-u...2019-11-24Code
48Identity Mapping Hourglass68.1NoSimple Pose: Rethinking and Improving a Bottom-u...2019-11-24Code
49Lite-HRNet-1866.9NoLite-HRNet: A Lightweight High-Resolution Network2021-04-13Code
50SPM66.9NoSingle-Stage Multi-Person Pose Machines2019-08-24Code
51Supervising Self-Attention66.5NoAttend to Who You Are: Supervising Self-Attentio...2021-11-25Code
52PifPaf (single-scale)66.4NoPifPaf: Composite Fields for Human Pose Estimation2019-03-15Code
53Hourglass-10465.6NoGreedy Offset-Guided Keypoint Grouping for Human...2021-07-07Code
54G-RMI64.9NoTowards Accurate Multi-person Pose Estimation in...2017-01-06-
55G-RMI64.9NoTowards Accurate Multi-person Pose Estimation in...2017-01-06-
56DirectPose (ResNet-101)64.8NoDirectPose: Direct End-to-End Multi-Person Pose ...2019-11-18Code
57Faster R-CNN (ImageNet+300M)64.4YesRevisiting Unreasonable Effectiveness of Data in...2017-07-10Code
58OpenPose64.2YesOpenPose: Realtime Multi-Person 2D Pose Estimati...2018-12-18Code
59KAPAO-S63.8NoRethinking Keypoint Representations: Modeling Ke...2021-11-16Code
60DirectPose (ResNet-101)63.3NoDirectPose: Direct End-to-End Multi-Person Pose ...2019-11-18Code
61Mask-RCNN63.1NoMask R-CNN2017-03-20Code
62CMU-Pose61.8NoRealtime Multi-Person 2D Pose Estimation using P...2016-11-24Code
63RMPE61.8NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
64CMU-Pose61.8NoRealtime Multi-Person 2D Pose Estimation using P...2016-11-24Code
65RMPE61.8NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code