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Overview

  • Number of checkpoints: 368

  • Number of configs: 378

  • Number of papers: 83

    • ALGORITHM: 32

    • BACKBONE: 20

    • DATASET: 28

    • OTHERS: 3

For supported datasets, see datasets overview.

Animal 2D Keypoint

  • Number of checkpoints: 24

  • Number of configs: 24

  • Number of papers: 9

    • [ALGORITHM] Ap-10k: A Benchmark for Animal Pose Estimation in the Wild (Rtmpose + Rtmpose on Ap10k ⇨, Topdown Heatmap + Hrnet on Ap10k ⇨, Topdown Heatmap + Cspnext + Udp on Ap10k ⇨, Topdown Heatmap + Resnet on Ap10k ⇨)

    • [ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Topdown Heatmap + Hrnet + Animalkingdom on Ak ⇨, Topdown Heatmap + Hrnet on Animalpose ⇨, Topdown Heatmap + Hrnet on Ap10k ⇨)

    • [ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Topdown Heatmap + Cspnext + Udp on Ap10k ⇨)

    • [ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Topdown Heatmap + Resnet on Locust ⇨, Topdown Heatmap + Resnet on Animalpose ⇨, Topdown Heatmap + Resnet on Ap10k ⇨, Topdown Heatmap + Resnet on Zebra ⇨)

    • [ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Topdown Heatmap + Cspnext + Udp on Ap10k ⇨)

    • [DATASET] Animal Kingdom: A Large and Diverse Dataset for Animal Behavior Understanding (Topdown Heatmap + Hrnet + Animalkingdom on Ak ⇨)

    • [DATASET] Ap-10k: A Benchmark for Animal Pose Estimation in the Wild (Rtmpose + Rtmpose on Ap10k ⇨, Topdown Heatmap + Hrnet on Ap10k ⇨, Topdown Heatmap + Cspnext + Udp on Ap10k ⇨, Topdown Heatmap + Resnet on Ap10k ⇨)

    • [DATASET] Cross-Domain Adaptation for Animal Pose Estimation (Topdown Heatmap + Hrnet on Animalpose ⇨, Topdown Heatmap + Resnet on Animalpose ⇨)

    • [DATASET] Deepposekit, a Software Toolkit for Fast and Robust Animal Pose Estimation Using Deep Learning (Topdown Heatmap + Resnet on Locust ⇨, Topdown Heatmap + Resnet on Zebra ⇨)

Body 2D Keypoint

  • Number of checkpoints: 242

  • Number of configs: 258

  • Number of papers: 54

    • [ALGORITHM] Associative Embedding: End-to-End Learning for Joint Detection and Grouping (Associative Embedding + Hrnet on Coco ⇨)

    • [ALGORITHM] Bottom-Up Human Pose Estimation via Disentangled Keypoint Regression (Dekr + Hrnet on Coco ⇨, Dekr + Hrnet on Crowdpose ⇨)

    • [ALGORITHM] Contextual Instance Decoupling for Robust Multi-Person Pose Estimation (Cid + Hrnet on Coco ⇨)

    • [ALGORITHM] Convolutional Pose Machines (Topdown Heatmap + CPM on JHMDB ⇨, Topdown Heatmap + CPM on Mpii ⇨, Topdown Heatmap + CPM on Coco ⇨)

    • [ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Topdown Heatmap + Hrnet on Posetrack18 ⇨, Topdown Heatmap + Hrnet on Humanart ⇨, Topdown Heatmap + Hrnet on Aic ⇨, Topdown Heatmap + Hrnet on Exlpose ⇨, Topdown Heatmap + Hrnet on Mpii ⇨, Topdown Heatmap + Hrnet + Dark on Mpii ⇨, Associative Embedding + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Topdown Heatmap + Hrnet + Augmentation on Coco ⇨, Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Topdown Heatmap + Hrnet + Dark on Coco ⇨, Topdown Heatmap + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet + Aic on Coco ⇨, Dekr + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet on Crowdpose ⇨, Dekr + Hrnet on Crowdpose ⇨)

    • [ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Topdown Regression + Resnet on Mpii ⇨, Topdown Regression + Resnet + Rle on Mpii ⇨, Topdown Regression + Resnet + Rle on Coco ⇨, Topdown Regression + Resnet on Coco ⇨, Topdown Regression + Mobilenetv2 + Rle on Coco ⇨)

    • [ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Topdown Heatmap + Hrnet + Dark on Mpii ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + Hrnet + Dark on Coco ⇨)

    • [ALGORITHM] Explicit Box Detection Unifies End-to-End Multi-Person Pose Estimation (Edpose + Edpose on Coco ⇨)

    • [ALGORITHM] Hrformer: High-Resolution Vision Transformer for Dense Predict (Topdown Heatmap + Hrformer on Coco ⇨)

    • [ALGORITHM] Human Pose Regression With Residual Log-Likelihood Estimation (Topdown Regression + Resnet + Rle on Mpii ⇨, Topdown Regression + Resnet + Rle on Coco ⇨, Topdown Regression + Mobilenetv2 + Rle on Coco ⇨)

    • [ALGORITHM] Improving Convolutional Networks With Self-Calibrated Convolutions (Topdown Heatmap + Scnet on Mpii ⇨, Topdown Heatmap + Scnet on Coco ⇨)

    • [ALGORITHM] Integral Human Pose Regression (Integral Regression + Resnet + Ipr on Coco ⇨)

    • [ALGORITHM] Learning Delicate Local Representations for Multi-Person Pose Estimation (Topdown Heatmap + RSN on Coco ⇨)

    • [ALGORITHM] Lite-Hrnet: A Lightweight High-Resolution Network (Topdown Heatmap + Litehrnet on Mpii ⇨, Topdown Heatmap + Litehrnet on Coco ⇨)

    • [ALGORITHM] Numerical Coordinate Regression With Convolutional Neural Networks (Integral Regression + Resnet + DSNT on Coco ⇨)

    • [ALGORITHM] Removing the Bias of Integral Pose Regression (Integral Regression + Resnet + Debias on Coco ⇨)

    • [ALGORITHM] Rethinking on Multi-Stage Networks for Human Pose Estimation (Topdown Heatmap + MSPN on Coco ⇨)

    • [ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Rtmpose + Rtmpose + Body8-Coco on Body8 ⇨, Rtmpose + Rtmpose + Body8-Halpe26 on Body8 ⇨, Rtmpose + Rtmpose on Humanart ⇨, Topdown Heatmap + Cspnext + Udp on Mpii ⇨, Rtmpose + Rtmpose on Coco ⇨, Topdown Heatmap + Cspnext + Udp on Coco ⇨, Rtmpose + Rtmpose on Crowdpose ⇨, Topdown Heatmap + Cspnext + Udp on Crowdpose ⇨)

    • [ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Rtmpose + Rtmpose + Body8-Coco on Body8 ⇨, Rtmpose + Rtmpose + Body8-Halpe26 on Body8 ⇨, Rtmpose + Rtmpose on Humanart ⇨, Rtmpose + Rtmpose on Mpii ⇨, Rtmpose + Rtmpose on Coco ⇨, Rtmpose + Rtmpose on Crowdpose ⇨)

    • [ALGORITHM] Simcc: A Simple Coordinate Classification Perspective for Human Pose Estimation (Simcc + Resnet on Coco ⇨, Simcc + Mobilenetv2 on Coco ⇨, Simcc + Vipnas on Coco ⇨)

    • [ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Topdown Heatmap + Resnet on Posetrack18 ⇨, Topdown Heatmap + Resnet on JHMDB ⇨, Topdown Heatmap + Resnet on Aic ⇨, Topdown Heatmap + Resnet on Mpii ⇨, Topdown Heatmap + Resnet on Coco ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + Swin on Coco ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨, Topdown Heatmap + Resnet on Crowdpose ⇨)

    • [ALGORITHM] Stacked Hourglass Networks for Human Pose Estimation (Topdown Heatmap + Hourglass on Mpii ⇨, Topdown Heatmap + Hourglass on Coco ⇨)

    • [ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Topdown Heatmap + Cspnext + Udp on Mpii ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Topdown Heatmap + Cspnext + Udp on Coco ⇨, Topdown Heatmap + Cspnext + Udp on Crowdpose ⇨)

    • [ALGORITHM] Vipnas: Efficient Video Pose Estimation via Neural Architecture Search (Topdown Heatmap + Vipnas on Coco ⇨, Simcc + Vipnas on Coco ⇨)

    • [ALGORITHM] Yolo-Pose: Enhancing Yolo for Multi Person Pose Estimation Using Object Keypoint Similarity Loss (Yoloxpose + Yoloxpose on Coco ⇨)

    • [ALGORITHM] {Rtmo (Rtmo + Rtmo on Coco ⇨, Rtmo + Rtmo on Crowdpose ⇨, Rtmo + Rtmo on Body7 ⇨)

    • [BACKBONE] Aggregated Residual Transformations for Deep Neural Networks (Topdown Heatmap + Resnext on Mpii ⇨, Topdown Heatmap + Resnext on Coco ⇨)

    • [BACKBONE] Bag of Tricks for Image Classification With Convolutional Neural Networks (Topdown Heatmap + Resnetv1d on Mpii ⇨, Topdown Heatmap + Resnetv1d on Coco ⇨)

    • [BACKBONE] Deep Residual Learning for Image Recognition (Topdown Heatmap + Resnet on Posetrack18 ⇨, Topdown Heatmap + Resnet on JHMDB ⇨, Topdown Heatmap + Resnet on Aic ⇨, Topdown Heatmap + Resnet on Mpii ⇨, Topdown Regression + Resnet on Mpii ⇨, Topdown Regression + Resnet + Rle on Mpii ⇨, Topdown Heatmap + Resnet on Coco ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨, Simcc + Resnet on Coco ⇨, Topdown Regression + Resnet + Rle on Coco ⇨, Topdown Regression + Resnet on Coco ⇨, Edpose + Edpose on Coco ⇨, Integral Regression + Resnet + Ipr on Coco ⇨, Integral Regression + Resnet + DSNT on Coco ⇨, Integral Regression + Resnet + Debias on Coco ⇨, Topdown Heatmap + Resnet on Crowdpose ⇨)

    • [BACKBONE] Imagenet Classification With Deep Convolutional Neural Networks (Topdown Heatmap + Alexnet on Coco ⇨)

    • [BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Topdown Heatmap + Mobilenetv2 on Mpii ⇨, Topdown Heatmap + Mobilenetv2 on Coco ⇨, Simcc + Mobilenetv2 on Coco ⇨, Topdown Regression + Mobilenetv2 + Rle on Coco ⇨)

    • [BACKBONE] Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction Without Convolutions (Topdown Heatmap + PVT on Coco ⇨)

    • [BACKBONE] Resnest: Split-Attention Networks (Topdown Heatmap + Resnest on Coco ⇨)

    • [BACKBONE] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Rtmpose + Rtmpose + Body8-Coco on Body8 ⇨, Rtmpose + Rtmpose + Body8-Halpe26 on Body8 ⇨, Rtmpose + Rtmpose on Humanart ⇨, Topdown Heatmap + Cspnext + Udp on Mpii ⇨, Rtmpose + Rtmpose on Coco ⇨, Topdown Heatmap + Cspnext + Udp on Coco ⇨, Rtmpose + Rtmpose on Crowdpose ⇨, Topdown Heatmap + Cspnext + Udp on Crowdpose ⇨)

    • [BACKBONE] Shufflenet V2: Practical Guidelines for Efficient CNN Architecture Design (Topdown Heatmap + Shufflenetv2 on Mpii ⇨, Topdown Heatmap + Shufflenetv2 on Coco ⇨)

    • [BACKBONE] Shufflenet: An Extremely Efficient Convolutional Neural Network for Mobile Devices (Topdown Heatmap + Shufflenetv1 on Mpii ⇨, Topdown Heatmap + Shufflenetv1 on Coco ⇨)

    • [BACKBONE] Squeeze-and-Excitation Networks (Topdown Heatmap + Seresnet on Mpii ⇨, Topdown Heatmap + Seresnet on Coco ⇨)

    • [BACKBONE] Swin Transformer: Hierarchical Vision Transformer Using Shifted Windows (Topdown Heatmap + Swin on Coco ⇨)

    • [BACKBONE] Very Deep Convolutional Networks for Large-Scale Image Recognition (Topdown Heatmap + VGG on Coco ⇨)

    • [BACKBONE] Vipnas: Efficient Video Pose Estimation via Neural Architecture Search (Topdown Heatmap + Vipnas on Coco ⇨, Simcc + Vipnas on Coco ⇨)

    • [BACKBONE] Vi{tp (Topdown Heatmap + Vitpose on Humanart ⇨, Topdown Heatmap + Vitpose on Coco ⇨)

    • [BACKBONE] Yolox: Exceeding Yolo Series in 2021 (Yoloxpose + Yoloxpose on Coco ⇨)

    • [DATASET] 2d Human Pose Estimation: New Benchmark and State of the Art Analysis (Rtmpose + Rtmpose on Mpii ⇨, Topdown Heatmap + Hourglass on Mpii ⇨, Topdown Heatmap + Litehrnet on Mpii ⇨, Topdown Heatmap + Seresnet on Mpii ⇨, Topdown Heatmap + Cspnext + Udp on Mpii ⇨, Topdown Heatmap + Resnet on Mpii ⇨, Topdown Heatmap + CPM on Mpii ⇨, Topdown Heatmap + Shufflenetv1 on Mpii ⇨, Topdown Heatmap + Mobilenetv2 on Mpii ⇨, Topdown Heatmap + Hrnet on Mpii ⇨, Topdown Heatmap + Scnet on Mpii ⇨, Topdown Heatmap + Shufflenetv2 on Mpii ⇨, Topdown Heatmap + Resnetv1d on Mpii ⇨, Topdown Heatmap + Hrnet + Dark on Mpii ⇨, Topdown Heatmap + Resnext on Mpii ⇨, Topdown Regression + Resnet on Mpii ⇨, Topdown Regression + Resnet + Rle on Mpii ⇨, Rtmo + Rtmo on Body7 ⇨)

    • [DATASET] Ai Challenger: A Large-Scale Dataset for Going Deeper in Image Understanding (Topdown Heatmap + Resnet on Aic ⇨, Topdown Heatmap + Hrnet on Aic ⇨, Topdown Heatmap + Hrnet + Aic on Coco ⇨, Rtmo + Rtmo on Body7 ⇨)

    • [DATASET] Alphapose: Whole-Body Regional Multi-Person Pose Estimation and Tracking in Real-Time (Rtmpose + Rtmpose + Body8-Halpe26 on Body8 ⇨)

    • [DATASET] Crowdpose: Efficient Crowded Scenes Pose Estimation and a New Benchmark (Rtmpose + Rtmpose on Crowdpose ⇨, Topdown Heatmap + Resnet on Crowdpose ⇨, Topdown Heatmap + Hrnet on Crowdpose ⇨, Topdown Heatmap + Cspnext + Udp on Crowdpose ⇨, Dekr + Hrnet on Crowdpose ⇨, Rtmo + Rtmo on Crowdpose ⇨, Rtmo + Rtmo on Body7 ⇨)

    • [DATASET] Human Pose Estimation in Extremely Low-Light Conditions (Topdown Heatmap + Hrnet on Exlpose ⇨)

    • [DATASET] Microsoft Coco: Common Objects in Context (Rtmpose + Rtmpose + Body8-Coco on Body8 ⇨, Rtmpose + Rtmpose on Humanart ⇨, Topdown Heatmap + Hrnet on Humanart ⇨, Associative Embedding + Hrnet on Coco ⇨, Rtmpose + Rtmpose on Coco ⇨, Cid + Hrnet on Coco ⇨, Topdown Heatmap + PVT on Coco ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Topdown Heatmap + Resnet on Coco ⇨, Topdown Heatmap + Litehrnet on Coco ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + VGG on Coco ⇨, Topdown Heatmap + Mobilenetv2 on Coco ⇨, Topdown Heatmap + Scnet on Coco ⇨, Topdown Heatmap + Hrnet + Augmentation on Coco ⇨, Topdown Heatmap + Resnest on Coco ⇨, Topdown Heatmap + MSPN on Coco ⇨, Topdown Heatmap + Cspnext + Udp on Coco ⇨, Topdown Heatmap + Swin on Coco ⇨, Topdown Heatmap + Shufflenetv1 on Coco ⇨, Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Topdown Heatmap + Seresnet on Coco ⇨, Topdown Heatmap + Alexnet on Coco ⇨, Topdown Heatmap + Resnetv1d on Coco ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨, Topdown Heatmap + Hrnet + Dark on Coco ⇨, Topdown Heatmap + RSN on Coco ⇨, Topdown Heatmap + Shufflenetv2 on Coco ⇨, Topdown Heatmap + CPM on Coco ⇨, Topdown Heatmap + Resnext on Coco ⇨, Topdown Heatmap + Vipnas on Coco ⇨, Topdown Heatmap + Hrnet on Coco ⇨, Topdown Heatmap + Hrformer on Coco ⇨, Topdown Heatmap + Hourglass on Coco ⇨, Topdown Heatmap + Hrnet + Aic on Coco ⇨, Simcc + Resnet on Coco ⇨, Simcc + Mobilenetv2 on Coco ⇨, Simcc + Vipnas on Coco ⇨, Yoloxpose + Yoloxpose on Coco ⇨, Dekr + Hrnet on Coco ⇨, Topdown Regression + Resnet + Rle on Coco ⇨, Topdown Regression + Resnet on Coco ⇨, Topdown Regression + Mobilenetv2 + Rle on Coco ⇨, Edpose + Edpose on Coco ⇨, Integral Regression + Resnet + Ipr on Coco ⇨, Integral Regression + Resnet + DSNT on Coco ⇨, Integral Regression + Resnet + Debias on Coco ⇨, Rtmo + Rtmo on Coco ⇨, Rtmo + Rtmo on Body7 ⇨)

    • [DATASET] Posetrack: A Benchmark for Human Pose Estimation and Tracking (Topdown Heatmap + Hrnet on Posetrack18 ⇨, Topdown Heatmap + Resnet on Posetrack18 ⇨, Rtmo + Rtmo on Body7 ⇨)

    • [DATASET] Towards Understanding Action Recognition (Topdown Heatmap + CPM on JHMDB ⇨, Topdown Heatmap + Resnet on JHMDB ⇨, Rtmo + Rtmo on Body7 ⇨)

    • [DATASET] Whole-Body Human Pose Estimation in the Wild (Topdown Heatmap + Vitpose on Humanart ⇨, Topdown Heatmap + Vitpose on Coco ⇨)

    • [OTHERS] Albumentations: Fast and Flexible Image Augmentations (Topdown Heatmap + Hrnet + Augmentation on Coco ⇨)

    • [OTHERS] Feature Pyramid Networks for Object Detection (Topdown Heatmap + Swin on Coco ⇨)

    • [OTHERS] Mixed Precision Training (Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨)

Body 3D Keypoint

  • Number of checkpoints: 10

  • Number of configs: 12

  • Number of papers: 4

    • [BACKBONE] 3d Human Pose Estimation in Video With Temporal Convolutions and Semi-Supervised Training (Video Pose Lift + Videopose3d on H36m ⇨)

    • [BACKBONE] A Simple Yet Effective Baseline for 3d Human Pose Estimation (Image Pose Lift + Simplebaseline3d on H36m ⇨)

    • [BACKBONE] Learning Human Motion Representations: A Unified Perspective (Motionbert + Motionbert on H36m ⇨)

    • [DATASET] Human3.6m: Large Scale Datasets and Predictive Methods for 3d Human Sensing in Natural Environments (Video Pose Lift + Videopose3d on H36m ⇨, Image Pose Lift + Simplebaseline3d on H36m ⇨, Motionbert + Motionbert on H36m ⇨)

Face 2D Keypoint

  • Number of checkpoints: 23

  • Number of configs: 20

  • Number of papers: 22

    • [ALGORITHM] Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression (Topdown Heatmap + Hrnetv2 + Awing on WFLW ⇨)

    • [ALGORITHM] Deep High-Resolution Representation Learning for Visual Recognition (Topdown Heatmap + Hrnetv2 on Aflw ⇨, Topdown Heatmap + Hrnetv2 + Dark on Aflw ⇨, Topdown Heatmap + Hrnetv2 on 300wlp ⇨, Topdown Heatmap + Hrnetv2 on 300w ⇨, Topdown Heatmap + Hrnetv2 on Cofw ⇨, Topdown Heatmap + Hrnetv2 + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Hrnetv2 + Awing on WFLW ⇨, Topdown Heatmap + Hrnetv2 + Dark on WFLW ⇨, Topdown Heatmap + Hrnetv2 on WFLW ⇨)

    • [ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Topdown Regression + Resnet + Wingloss on WFLW ⇨, Topdown Regression + Resnet + Softwingloss on WFLW ⇨, Topdown Regression + Resnet on WFLW ⇨)

    • [ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Topdown Heatmap + Hrnetv2 + Dark on Aflw ⇨, Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Hrnetv2 + Dark on WFLW ⇨)

    • [ALGORITHM] Improving Convolutional Networks With Self-Calibrated Convolutions (Topdown Heatmap + Scnet + Coco + Wholebody + Face on Coco_wholebody_face ⇨)

    • [ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Rtmpose + Rtmpose on Lapa ⇨, Rtmpose + Rtmpose on Face6 ⇨, Rtmpose + Rtmpose + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Rtmpose + Rtmpose on WFLW ⇨)

    • [ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Rtmpose + Rtmpose on Face6 ⇨)

    • [ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Topdown Heatmap + Resnet + Coco + Wholebody + Face on Coco_wholebody_face ⇨)

    • [ALGORITHM] Stacked Hourglass Networks for Human Pose Estimation (Topdown Heatmap + Hourglass + Coco + Wholebody + Face on Coco_wholebody_face ⇨)

    • [ALGORITHM] Structure-Coherent Deep Feature Learning for Robust Face Alignment (Topdown Regression + Resnet + Softwingloss on WFLW ⇨)

    • [ALGORITHM] Wing Loss for Robust Facial Landmark Localisation With Convolutional Neural Networks (Topdown Regression + Resnet + Wingloss on WFLW ⇨)

    • [BACKBONE] Deep Residual Learning for Image Recognition (Topdown Heatmap + Resnet + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Regression + Resnet + Wingloss on WFLW ⇨, Topdown Regression + Resnet + Softwingloss on WFLW ⇨, Topdown Regression + Resnet on WFLW ⇨)

    • [BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Topdown Heatmap + Mobilenetv2 + Coco + Wholebody + Face on Coco_wholebody_face ⇨)

    • [BACKBONE] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Rtmpose + Rtmpose on Lapa ⇨, Rtmpose + Rtmpose on Face6 ⇨, Rtmpose + Rtmpose + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Rtmpose + Rtmpose on WFLW ⇨)

    • [DATASET] 300 Faces in-the-Wild Challenge: Database and Results (Topdown Heatmap + Hrnetv2 on 300w ⇨)

    • [DATASET] A New Dataset and Boundary-Attention Semantic Segmentation for Face Parsing. (Rtmpose + Rtmpose on Lapa ⇨)

    • [DATASET] Annotated Facial Landmarks in the Wild: A Large-Scale, Real-World Database for Facial Landmark Localization (Topdown Heatmap + Hrnetv2 on Aflw ⇨, Topdown Heatmap + Hrnetv2 + Dark on Aflw ⇨)

    • [DATASET] Face Alignment in Full Pose Range: A 3d Total Solution (Topdown Heatmap + Hrnetv2 on 300wlp ⇨)

    • [DATASET] Look at Boundary: A Boundary-Aware Face Alignment Algorithm (Rtmpose + Rtmpose on WFLW ⇨, Topdown Heatmap + Hrnetv2 + Awing on WFLW ⇨, Topdown Heatmap + Hrnetv2 + Dark on WFLW ⇨, Topdown Heatmap + Hrnetv2 on WFLW ⇨, Topdown Regression + Resnet + Wingloss on WFLW ⇨, Topdown Regression + Resnet + Softwingloss on WFLW ⇨, Topdown Regression + Resnet on WFLW ⇨)

    • [DATASET] Microsoft Coco: Common Objects in Context (Rtmpose + Rtmpose on Face6 ⇨)

    • [DATASET] Robust Face Landmark Estimation Under Occlusion (Topdown Heatmap + Hrnetv2 on Cofw ⇨)

    • [DATASET] Whole-Body Human Pose Estimation in the Wild (Rtmpose + Rtmpose + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Scnet + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Hrnetv2 + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Resnet + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Hourglass + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Mobilenetv2 + Coco + Wholebody + Face on Coco_wholebody_face ⇨, Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody + Face on Coco_wholebody_face ⇨)

Fashion 2D Keypoint

  • Number of checkpoints: 19

  • Number of configs: 13

  • Number of papers: 7

    • [ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Topdown Heatmap + Hrnet on Deepfashion ⇨)

    • [ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Topdown Heatmap + Res50 on Deepfashion2 ⇨, Topdown Heatmap + Resnet on Deepfashion ⇨)

    • [BACKBONE] Deep Residual Learning for Image Recognition (Topdown Heatmap + Res50 on Deepfashion2 ⇨, Topdown Heatmap + Resnet on Deepfashion ⇨)

    • [BACKBONE] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Topdown Heatmap + Hrnet on Deepfashion ⇨)

    • [DATASET] A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images (Topdown Heatmap + Res50 on Deepfashion2 ⇨)

    • [DATASET] Deepfashion: Powering Robust Clothes Recognition and Retrieval With Rich Annotations (Topdown Heatmap + Hrnet on Deepfashion ⇨, Topdown Heatmap + Resnet on Deepfashion ⇨)

    • [DATASET] Fashion Landmark Detection in the Wild (Topdown Heatmap + Hrnet on Deepfashion ⇨, Topdown Heatmap + Resnet on Deepfashion ⇨)

Hand 2D Keypoint

  • Number of checkpoints: 22

  • Number of configs: 21

  • Number of papers: 18

    • [ALGORITHM] Deep High-Resolution Representation Learning for Visual Recognition (Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Hrnetv2 + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Hrnetv2 + Dark on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Udp on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 + Udp on Onehand10k ⇨)

    • [ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Topdown Regression + Resnet on Rhd2d ⇨, Topdown Regression + Resnet on Onehand10k ⇨)

    • [ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Hrnetv2 + Dark on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Onehand10k ⇨)

    • [ALGORITHM] Improving Convolutional Networks With Self-Calibrated Convolutions (Topdown Heatmap + Scnet + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨)

    • [ALGORITHM] Lite-Hrnet: A Lightweight High-Resolution Network (Topdown Heatmap + Litehrnet + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨)

    • [ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Rtmpose + Rtmpose on Hand5 ⇨, Rtmpose + Rtmpose + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨)

    • [ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Rtmpose + Rtmpose on Hand5 ⇨)

    • [ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Topdown Heatmap + Resnet on Freihand2d ⇨, Topdown Heatmap + Resnet + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Resnet on Rhd2d ⇨, Topdown Heatmap + Resnet on Onehand10k ⇨)

    • [ALGORITHM] Stacked Hourglass Networks for Human Pose Estimation (Topdown Heatmap + Hourglass + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨)

    • [ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Topdown Heatmap + Hrnetv2 + Udp on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Udp on Onehand10k ⇨)

    • [BACKBONE] Deep Residual Learning for Image Recognition (Topdown Heatmap + Resnet on Freihand2d ⇨, Topdown Heatmap + Resnet + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Resnet on Rhd2d ⇨, Topdown Regression + Resnet on Rhd2d ⇨, Topdown Heatmap + Resnet on Onehand10k ⇨, Topdown Regression + Resnet on Onehand10k ⇨)

    • [BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Topdown Heatmap + Mobilenetv2 + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Mobilenetv2 on Rhd2d ⇨, Topdown Heatmap + Mobilenetv2 on Onehand10k ⇨)

    • [BACKBONE] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Rtmpose + Rtmpose on Hand5 ⇨, Rtmpose + Rtmpose + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨)

    • [DATASET] Freihand: A Dataset for Markerless Capture of Hand Pose and Shape From Single RGB Images (Topdown Heatmap + Resnet on Freihand2d ⇨)

    • [DATASET] Learning to Estimate 3d Hand Pose From Single RGB Images (Topdown Heatmap + Mobilenetv2 on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Udp on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 on Rhd2d ⇨, Topdown Heatmap + Resnet on Rhd2d ⇨, Topdown Regression + Resnet on Rhd2d ⇨)

    • [DATASET] Mask-Pose Cascaded CNN for 2d Hand Pose Estimation From Single Color Image (Topdown Heatmap + Hrnetv2 + Dark on Onehand10k ⇨, Topdown Heatmap + Resnet on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 on Onehand10k ⇨, Topdown Heatmap + Mobilenetv2 on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 + Udp on Onehand10k ⇨, Topdown Regression + Resnet on Onehand10k ⇨)

    • [DATASET] Microsoft Coco: Common Objects in Context (Rtmpose + Rtmpose on Hand5 ⇨)

    • [DATASET] Whole-Body Human Pose Estimation in the Wild (Rtmpose + Rtmpose + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Litehrnet + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Hourglass + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Hrnetv2 + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Mobilenetv2 + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Scnet + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨, Topdown Heatmap + Resnet + Coco + Wholebody + Hand on Coco_wholebody_hand ⇨)

Hand 3D Keypoint

  • Number of checkpoints: 2

  • Number of configs: 4

  • Number of papers: 3

    • [ALGORITHM] Interhand2.6m: A Dataset and Baseline for 3d Interacting Hand Pose Estimation From a Single RGB Image (Internet + Internet on Interhand3d ⇨)

    • [BACKBONE] Deep Residual Learning for Image Recognition (Internet + Internet on Interhand3d ⇨)

    • [DATASET] Interhand2.6m: A Dataset and Baseline for 3d Interacting Hand Pose Estimation From a Single RGB Image (Internet + Internet on Interhand3d ⇨)

Wholebody 2D Keypoint

  • Number of checkpoints: 26

  • Number of configs: 26

  • Number of papers: 10

    • [ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Topdown Heatmap + Hrnet + Dark on Coco-Wholebody ⇨, Topdown Heatmap + Hrnet on Coco-Wholebody ⇨, Topdown Heatmap + Hrnet + Ubody-Coco-Wholebody on Ubody2d ⇨)

    • [ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Topdown Heatmap + Vipnas + Dark on Coco-Wholebody ⇨, Topdown Heatmap + Hrnet + Dark on Coco-Wholebody ⇨)

    • [ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Rtmpose + RTMW on Cocktail14 ⇨, Rtmpose + Rtmpose on Coco-Wholebody ⇨, Topdown Heatmap + Cspnext + Udp on Coco-Wholebody ⇨)

    • [ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Rtmpose + RTMW on Cocktail14 ⇨, Rtmpose + Rtmpose on Coco-Wholebody ⇨)

    • [ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Topdown Heatmap + Resnet on Coco-Wholebody ⇨)

    • [ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Topdown Heatmap + Cspnext + Udp on Coco-Wholebody ⇨)

    • [ALGORITHM] Vipnas: Efficient Video Pose Estimation via Neural Architecture Search (Topdown Heatmap + Vipnas on Coco-Wholebody ⇨, Topdown Heatmap + Vipnas + Dark on Coco-Wholebody ⇨)

    • [BACKBONE] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Rtmpose + RTMW on Cocktail14 ⇨, Rtmpose + Rtmpose on Coco-Wholebody ⇨, Topdown Heatmap + Cspnext + Udp on Coco-Wholebody ⇨)

    • [DATASET] One-Stage 3d Whole-Body Mesh Recovery With Component Aware Transformer (Topdown Heatmap + Hrnet + Ubody-Coco-Wholebody on Ubody2d ⇨)

    • [DATASET] Whole-Body Human Pose Estimation in the Wild (Rtmpose + RTMW on Cocktail14 ⇨, Rtmpose + Rtmpose on Coco-Wholebody ⇨, Topdown Heatmap + Vipnas on Coco-Wholebody ⇨, Topdown Heatmap + Vipnas + Dark on Coco-Wholebody ⇨, Topdown Heatmap + Hrnet + Dark on Coco-Wholebody ⇨, Topdown Heatmap + Hrnet on Coco-Wholebody ⇨, Topdown Heatmap + Resnet on Coco-Wholebody ⇨, Topdown Heatmap + Cspnext + Udp on Coco-Wholebody ⇨)

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