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SotA/Audio/1 Image, 2*2 Stitchi/MPII Human Pose

1 Image, 2*2 Stitchi on MPII Human Pose

Metric: PCKh-0.5 (higher is better)

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Results

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#Model↕PCKh-0.5▼Extra DataPaperDate↕Code
1PCT (swin-l, test set)94.3NoHuman Pose as Compositional Tokens2023-03-21Code
2Soft-gated Skip Connections94.1YesToward fast and accurate human pose estimation v...2020-02-25Code
3Cascade Feature Aggregation93.9YesCascade Feature Aggregation for Human Pose Estim...2019-02-21-
4PCT (swin-b, test set)93.8NoHuman Pose as Compositional Tokens2023-03-21Code
5TransPose93.5YesTransPose: Keypoint Localization via Transformer2020-12-28Code
6UniHCP (FT)93.2YesUniHCP: A Unified Model for Human-Centric Percep...2023-03-06Code
74xRSN-5093NoLearning Delicate Local Representations for Mult...2020-03-09Code
8UniPose92.7NoUniPose: Unified Human Pose Estimation in Single...2020-01-22Code
9MSPN92.6NoRethinking on Multi-Stage Networks for Human Pos...2019-01-01Code
10Spatial Context92.5NoHuman Pose Estimation with Spatial Contextual In...2019-01-07-
11HRNet-W3292.3NoDeep High-Resolution Representation Learning for...2019-02-25Code
12DLCM92.3No---
13Multi-Scale Structure-Aware Network92.1NoMulti-Scale Structure-Aware Network for Human Po...2018-03-27-
14Pyramid Residual Modules (PRMs)92NoLearning Feature Pyramids for Human Pose Estimat...2017-08-03Code
15Chen et al. ICCV'1791.9NoAdversarial PoseNet: A Structure-aware Convoluti...2017-04-30Code
16Chou et al. arXiv'1791.8NoSelf Adversarial Training for Human Pose Estimat...2017-07-08Code
17Multi-Context Attention91.5NoMulti-Context Attention for Human Pose Estimation2017-02-24Code
18Residual Hourglass +ASR+AHO91.5NoJointly Optimize Data Augmentation and Network T...2018-05-24-
19DU-Net91.2NoQuantized Densely Connected U-Nets for Efficient...2018-08-07Code
20Stacked hourglass + Inception-resnet91.2NoKnowledge-Guided Deep Fractal Neural Networks fo...2017-05-05Code
21EfficientPose IV91.2NoEfficientPose: Scalable single-person pose estim...2020-04-25Code
22FPD91.1NoFast Human Pose Estimation2018-11-13Code
23Integral Regression91NoIntegral Human Pose Regression2017-11-22Code
24Stacked Hourglass Networks90.9NoStacked Hourglass Networks for Human Pose Estima...2016-03-22Code
25DarkPose90.6NoDistribution-Aware Coordinate Representation for...2019-10-14Code
26TFPose(ResNet-50)90.4YesTFPose: Direct Human Pose Estimation with Transf...2021-03-29-
27Human Pose Estimation89.7NoHuman pose estimation via Convolutional Part Hea...2016-09-06Code
28Part heatmap regression (ResNet-152)89.7NoHuman pose estimation via Convolutional Part Hea...2016-09-06Code
29DSNTr ResNet-50@28px89.5NoNumerical Coordinate Regression with Convolution...2018-01-23Code
30CU-Net89.4NoCU-Net: Coupled U-Nets2018-08-20Code
31OpenPose88.8NoOpenPose: Realtime Multi-Person 2D Pose Estimati...2018-12-18Code
32Convolutional Pose Machines88.52NoConvolutional Pose Machines2016-01-30Code
33ResNet-152 + intermediate supervision88.52NoDeeperCut: A Deeper, Stronger, and Faster Multi-...2016-05-10Code
34Dite-HRNet-3087.6NoDite-HRNet: Dynamic Lightweight High-Resolution ...2022-04-22Code
35Tucker T-Net87.5NoT-Net: Parametrizing Fully Convolutional Nets wi...2019-04-04-
36CHPR86.4NoCompositional Human Pose Regression2017-04-01Code
37Lifshitz et al.85NoHuman Pose Estimation using Deep Consensus Voting2016-03-27-
38EfficientPose RT84.8NoEfficientPose: Scalable single-person pose estim...2020-04-25Code
39Matrix82.5NoMatrix and tensor decompositions for training bi...2019-04-16-
40DeepCut82.4NoDeepCut: Joint Subset Partition and Labeling for...2015-11-20Code
41QP282.4NoBottom-Up and Top-Down Reasoning with Hierarchic...2015-07-21Code
42Tompson et al.82NoEfficient Object Localization Using Convolutiona...2014-11-16Code
43x81.3NoHierarchical binary CNNs for landmark localizati...2018-08-14Code
44IEF81.3NoHuman Pose Estimation with Iterative Error Feedb...2015-07-23Code
45QP181.1NoBottom-Up and Top-Down Reasoning with Hierarchic...2015-07-21Code
46Improved Binary Network (HourGlass)80.9NoImproved training of binary networks for human p...2019-04-11Code