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Overview

  • Number of checkpoints: 323

  • Number of configs: 343

  • Number of papers: 82

    • ALGORITHM: 30

    • BACKBONE: 15

    • DATASET: 34

    • OTHERS: 3

For supported datasets, see datasets overview.

Animal

  • Number of checkpoints: 43

  • Number of configs: 43

  • Number of papers: 9

    • [ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Topdown Heatmap + Hrnet on Macaque ⇨, Topdown Heatmap + Hrnet on Horse10 ⇨, Topdown Heatmap + Hrnet on Atrw ⇨, Topdown Heatmap + Hrnet on Ap10k ⇨, Topdown Heatmap + Hrnet on Animalpose ⇨)

    • [ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Topdown Heatmap + Resnet on Zebra ⇨, Topdown Heatmap + Resnet on Macaque ⇨, Topdown Heatmap + Resnet on Locust ⇨, Topdown Heatmap + Resnet on Horse10 ⇨, Topdown Heatmap + Resnet on Fly ⇨, Topdown Heatmap + Resnet on Atrw ⇨, Topdown Heatmap + Resnet on Ap10k ⇨, Topdown Heatmap + Resnet on Animalpose ⇨)

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

    • [DATASET] Atrw: A Benchmark for Amur Tiger Re-Identification in the Wild (Topdown Heatmap + Resnet on Atrw ⇨, Topdown Heatmap + Hrnet on Atrw ⇨)

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

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

    • [DATASET] Fast Animal Pose Estimation Using Deep Neural Networks (Topdown Heatmap + Resnet on Fly ⇨)

    • [DATASET] Macaquepose: A Novel ‘In the Wild’macaque Monkey Pose Dataset for Markerless Motion Capture (Topdown Heatmap + Hrnet on Macaque ⇨, Topdown Heatmap + Resnet on Macaque ⇨)

    • [DATASET] Pretraining Boosts Out-of-Domain Robustness for Pose Estimation (Topdown Heatmap + Hrnet on Horse10 ⇨, Topdown Heatmap + Resnet on Horse10 ⇨)

Body(2D,Kpt,Sview,Img)

  • Number of checkpoints: 185

  • Number of configs: 193

  • Number of papers: 45

    • [ALGORITHM] Associative Embedding: End-to-End Learning for Joint Detection and Grouping (Associative Embedding + Hrnet on MHP ⇨, Associative Embedding + Higherhrnet on Crowdpose ⇨, Associative Embedding + Hourglass + Ae on Coco ⇨, Associative Embedding + Hrnet + Udp on Coco ⇨, Associative Embedding + Resnet on Coco ⇨, Associative Embedding + Higherhrnet on Coco ⇨, Associative Embedding + Hrnet on Coco ⇨, Associative Embedding + Mobilenetv2 on Coco ⇨, Associative Embedding + Higherhrnet + Udp on Coco ⇨, Associative Embedding + Higherhrnet on Aic ⇨, Associative Embedding + Hrnet on Aic ⇨)

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

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

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

    • [ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Topdown Heatmap + Hrnet on Posetrack18 ⇨, Topdown Heatmap + Hrnet on Ochuman ⇨, Topdown Heatmap + Hrnet + Dark on Mpii ⇨, Topdown Heatmap + Hrnet on Mpii ⇨, Associative Embedding + Hrnet on MHP ⇨, Topdown Heatmap + Hrnet on H36m ⇨, Topdown Heatmap + Hrnet on Crowdpose ⇨, Dekr + Hrnet on Crowdpose ⇨, Topdown Heatmap + Hrnet + Dark on Coco ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Topdown Heatmap + Hrnet + Augmentation on Coco ⇨, Topdown Heatmap + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Dekr + Hrnet on Coco ⇨, Associative Embedding + Hrnet + Udp on Coco ⇨, Associative Embedding + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet on Aic ⇨, Associative Embedding + Hrnet on Aic ⇨)

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

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

    • [ALGORITHM] Higherhrnet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation (Associative Embedding + Higherhrnet on Crowdpose ⇨, Associative Embedding + Higherhrnet on Coco ⇨, Associative Embedding + Higherhrnet + Udp on Coco ⇨, Associative Embedding + Higherhrnet on Aic ⇨)

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

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

    • [ALGORITHM] Improving Convolutional Networks With Self-Calibrated Convolutions (Topdown Heatmap + Scnet on Mpii ⇨, Topdown Heatmap + Scnet 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] Rethinking on Multi-Stage Networks for Human Pose Estimation (Topdown Heatmap + MSPN on Coco ⇨)

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

    • [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 + Hrnet + Udp on Coco ⇨, Associative Embedding + Hrnet + Udp on Coco ⇨, Associative Embedding + Higherhrnet + Udp on Coco ⇨)

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

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

    • [BACKBONE] Associative Embedding: End-to-End Learning for Joint Detection and Grouping (Associative Embedding + Hrnet on MHP ⇨, Associative Embedding + Higherhrnet on Crowdpose ⇨, Associative Embedding + Hourglass + Ae on Coco ⇨, Associative Embedding + Hrnet + Udp on Coco ⇨, Associative Embedding + Resnet on Coco ⇨, Associative Embedding + Higherhrnet on Coco ⇨, Associative Embedding + Hrnet on Coco ⇨, Associative Embedding + Mobilenetv2 on Coco ⇨, Associative Embedding + Higherhrnet + Udp on Coco ⇨, Associative Embedding + Higherhrnet on Aic ⇨, Associative Embedding + Hrnet on Aic ⇨)

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

    • [BACKBONE] Deep High-Resolution Representation Learning for Human Pose Estimation (Topdown Heatmap + Hrnet on Posetrack18 ⇨, Topdown Heatmap + Hrnet on Ochuman ⇨, Topdown Heatmap + Hrnet + Dark on Mpii ⇨, Topdown Heatmap + Hrnet on Mpii ⇨, Associative Embedding + Hrnet on MHP ⇨, Topdown Heatmap + Hrnet on H36m ⇨, Topdown Heatmap + Hrnet on Crowdpose ⇨, Dekr + Hrnet on Crowdpose ⇨, Topdown Heatmap + Hrnet + Dark on Coco ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Topdown Heatmap + Hrnet + Augmentation on Coco ⇨, Topdown Heatmap + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Dekr + Hrnet on Coco ⇨, Associative Embedding + Hrnet + Udp on Coco ⇨, Associative Embedding + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet on Aic ⇨, Associative Embedding + Hrnet on Aic ⇨)

    • [BACKBONE] Deep Residual Learning for Image Recognition (Topdown Heatmap + Resnet on Posetrack18 ⇨, Topdown Heatmap + Resnet on Ochuman ⇨, Topdown Heatmap + Resnet + Mpii on Mpii_trb ⇨, Topdown Heatmap + Resnet on Mpii ⇨, Deeppose + Resnet + Rle on Mpii ⇨, Deeppose + Resnet on Mpii ⇨, Topdown Heatmap + Resnet on MHP ⇨, Topdown Heatmap + Resnet on JHMDB ⇨, Topdown Heatmap + Resnet on Crowdpose ⇨, Topdown Heatmap + Resnet on Coco ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨, Deeppose + Resnet + Rle on Coco ⇨, Deeppose + Resnet on Coco ⇨, Associative Embedding + Resnet on Coco ⇨, Topdown Heatmap + Resnet on Aic ⇨)

    • [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 ⇨, Associative Embedding + Mobilenetv2 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] 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 ⇨)

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

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

    • [DATASET] Crowdpose: Efficient Crowded Scenes Pose Estimation and a New Benchmark (Topdown Heatmap + Resnet on Crowdpose ⇨, Topdown Heatmap + Hrnet on Crowdpose ⇨, Dekr + Hrnet on Crowdpose ⇨, Associative Embedding + Higherhrnet on Crowdpose ⇨)

    • [DATASET] Human3.6m: Large Scale Datasets and Predictive Methods for 3d Human Sensing in Natural Environments (Topdown Heatmap + Hrnet on H36m ⇨)

    • [DATASET] Microsoft Coco: Common Objects in Context (Cid + Hrnet on Coco ⇨, Topdown Heatmap + CPM on Coco ⇨, Topdown Heatmap + Vipnas on Coco ⇨, Topdown Heatmap + Hrnet + Dark on Coco ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Topdown Heatmap + Alexnet on Coco ⇨, Topdown Heatmap + Resnet on Coco ⇨, Topdown Heatmap + PVT on Coco ⇨, Topdown Heatmap + Resnest on Coco ⇨, Topdown Heatmap + Hrformer on Coco ⇨, Topdown Heatmap + Scnet on Coco ⇨, Topdown Heatmap + Litehrnet on Coco ⇨, Topdown Heatmap + Swin on Coco ⇨, Topdown Heatmap + Hrnet + Augmentation on Coco ⇨, Topdown Heatmap + Shufflenetv2 on Coco ⇨, Topdown Heatmap + VGG on Coco ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + Resnext on Coco ⇨, Topdown Heatmap + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Topdown Heatmap + MSPN on Coco ⇨, Topdown Heatmap + Shufflenetv1 on Coco ⇨, Topdown Heatmap + Mobilenetv2 on Coco ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨, Topdown Heatmap + RSN on Coco ⇨, Topdown Heatmap + Hourglass on Coco ⇨, Topdown Heatmap + Resnetv1d on Coco ⇨, Topdown Heatmap + Seresnet on Coco ⇨, Dekr + Hrnet on Coco ⇨, Deeppose + Resnet + Rle on Coco ⇨, Deeppose + Resnet on Coco ⇨, Associative Embedding + Hourglass + Ae on Coco ⇨, Associative Embedding + Hrnet + Udp on Coco ⇨, Associative Embedding + Resnet on Coco ⇨, Associative Embedding + Higherhrnet on Coco ⇨, Associative Embedding + Hrnet on Coco ⇨, Associative Embedding + Mobilenetv2 on Coco ⇨, Associative Embedding + Higherhrnet + Udp on Coco ⇨)

    • [DATASET] Pose2seg: Detection Free Human Instance Segmentation (Topdown Heatmap + Hrnet on Ochuman ⇨, Topdown Heatmap + Resnet on Ochuman ⇨)

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

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

    • [DATASET] Trb: A Novel Triplet Representation for Understanding 2d Human Body (Topdown Heatmap + Resnet + Mpii on Mpii_trb ⇨)

    • [DATASET] Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and a New Benchmark for Multi-Human Parsing (Topdown Heatmap + Resnet on MHP ⇨, Associative Embedding + Hrnet on MHP ⇨)

    • [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(2D,Kpt,Sview,Vid)

  • Number of checkpoints: 3

  • Number of configs: 2

  • Number of papers: 4

    • [ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Posewarper + Hrnet + Posetrack18 on Posetrack18 ⇨)

    • [ALGORITHM] Learning Temporal Pose Estimation From Sparsely Labeled Videos (Posewarper + Hrnet + Posetrack18 on Posetrack18 ⇨)

    • [DATASET] Microsoft Coco: Common Objects in Context (Posewarper + Hrnet + Posetrack18 on Posetrack18 ⇨)

    • [DATASET] Posetrack: A Benchmark for Human Pose Estimation and Tracking (Posewarper + Hrnet + Posetrack18 on Posetrack18 ⇨)

Body(3D,Kpt,Mview,Img)

  • Number of checkpoints: 5

  • Number of configs: 5

  • Number of papers: 3

    • [ALGORITHM] Voxelpose: Towards Multi-Camera 3d Human Pose Estimation in Wild Environment (Voxelpose + Voxelpose on Shelf ⇨, Voxelpose + Voxelpose + Prn64x64x64 + Cpn80x80x20 + Panoptic on Panoptic ⇨, Voxelpose + Voxelpose on Campus ⇨)

    • [DATASET] Panoptic Studio: A Massively Multiview System for Social Motion Capture (Voxelpose + Voxelpose + Prn64x64x64 + Cpn80x80x20 + Panoptic on Panoptic ⇨)

    • [DATASET] {3d (Voxelpose + Voxelpose on Shelf ⇨, Voxelpose + Voxelpose on Campus ⇨)

Body(3D,Kpt,Sview,Img)

  • Number of checkpoints: 2

  • Number of configs: 2

  • Number of papers: 3

    • [ALGORITHM] A Simple Yet Effective Baseline for 3d Human Pose Estimation (Pose Lift + Simplebaseline3d on Mpi_inf_3dhp ⇨, Pose Lift + Simplebaseline3d on H36m ⇨)

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

    • [DATASET] Monocular 3d Human Pose Estimation in the Wild Using Improved CNN Supervision (Pose Lift + Simplebaseline3d on Mpi_inf_3dhp ⇨)

Body(3D,Kpt,Sview,Vid)

  • Number of checkpoints: 8

  • Number of configs: 8

  • Number of papers: 3

    • [ALGORITHM] 3d Human Pose Estimation in Video With Temporal Convolutions and Semi-Supervised Training (Video Pose Lift + Videopose3d on Mpi_inf_3dhp ⇨, Video Pose Lift + Videopose3d on H36m ⇨)

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

    • [DATASET] Monocular 3d Human Pose Estimation in the Wild Using Improved CNN Supervision (Video Pose Lift + Videopose3d on Mpi_inf_3dhp ⇨)

Body(3D,Mesh,Sview,Img)

  • Number of checkpoints: 1

  • Number of configs: 1

  • Number of papers: 3

    • [ALGORITHM] End-to-End Recovery of Human Shape and Pose (HMR + Resnet on Mixed ⇨)

    • [BACKBONE] Deep Residual Learning for Image Recognition (HMR + Resnet on Mixed ⇨)

    • [DATASET] Human3.6m: Large Scale Datasets and Predictive Methods for 3d Human Sensing in Natural Environments (HMR + Resnet on Mixed ⇨)

Face

  • Number of checkpoints: 16

  • Number of configs: 16

  • Number of papers: 16

    • [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 WFLW ⇨, Topdown Heatmap + Hrnetv2 + Dark on WFLW ⇨, Topdown Heatmap + Hrnetv2 + Awing on WFLW ⇨, Topdown Heatmap + Hrnetv2 on Cofw ⇨, Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody on Coco_wholebody_face ⇨, Topdown Heatmap + Hrnetv2 + Coco + Wholebody on Coco_wholebody_face ⇨, Topdown Heatmap + Hrnetv2 on Aflw ⇨, Topdown Heatmap + Hrnetv2 + Dark on Aflw ⇨, Topdown Heatmap + Hrnetv2 on 300w ⇨)

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

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

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

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

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

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

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

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

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

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

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

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

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

Fashion

  • Number of checkpoints: 6

  • Number of configs: 6

  • Number of papers: 5

    • [ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Deeppose + Resnet on Deepfashion ⇨)

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

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

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

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

Hand(2D,Kpt,Rgb,Img)

  • Number of checkpoints: 29

  • Number of configs: 39

  • Number of papers: 16

    • [ALGORITHM] Deep High-Resolution Representation Learning for Visual Recognition (Topdown Heatmap + Hrnetv2 on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Udp on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 on Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 + Udp on Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 + Udp on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 + Dark on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 + Coco + Wholebody on Coco_wholebody_hand ⇨, Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody on Coco_wholebody_hand ⇨)

    • [ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Deeppose + Resnet on Rhd2d ⇨, Deeppose + Resnet on Panoptic2d ⇨, Deeppose + Resnet on Onehand10k ⇨)

    • [ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Topdown Heatmap + Hrnetv2 + Dark on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 + Dark + Coco + Wholebody on Coco_wholebody_hand ⇨)

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

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

    • [ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Topdown Heatmap + Resnet on Rhd2d ⇨, Topdown Heatmap + Resnet on Panoptic2d ⇨, Topdown Heatmap + Resnet on Onehand10k ⇨, Topdown Heatmap + Resnet on Interhand2d ⇨, Topdown Heatmap + Resnet on Freihand2d ⇨, Topdown Heatmap + Resnet + Coco + Wholebody on Coco_wholebody_hand ⇨)

    • [ALGORITHM] Stacked Hourglass Networks for Human Pose Estimation (Topdown Heatmap + Hourglass + Coco + Wholebody 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 Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 + Udp on Onehand10k ⇨)

    • [BACKBONE] Deep Residual Learning for Image Recognition (Topdown Heatmap + Resnet on Rhd2d ⇨, Deeppose + Resnet on Rhd2d ⇨, Topdown Heatmap + Resnet on Panoptic2d ⇨, Deeppose + Resnet on Panoptic2d ⇨, Topdown Heatmap + Resnet on Onehand10k ⇨, Deeppose + Resnet on Onehand10k ⇨, Topdown Heatmap + Resnet on Interhand2d ⇨, Topdown Heatmap + Resnet on Freihand2d ⇨, Topdown Heatmap + Resnet + Coco + Wholebody on Coco_wholebody_hand ⇨)

    • [BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Topdown Heatmap + Mobilenetv2 on Rhd2d ⇨, Topdown Heatmap + Mobilenetv2 on Panoptic2d ⇨, Topdown Heatmap + Mobilenetv2 on Onehand10k ⇨, Topdown Heatmap + Mobilenetv2 + Coco + Wholebody 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] Hand Keypoint Detection in Single Images Using Multiview Bootstrapping (Topdown Heatmap + Hrnetv2 on Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 + Udp on Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Panoptic2d ⇨, Topdown Heatmap + Resnet on Panoptic2d ⇨, Topdown Heatmap + Mobilenetv2 on Panoptic2d ⇨, Deeppose + Resnet on Panoptic2d ⇨)

    • [DATASET] Interhand2.6m: A Dataset and Baseline for 3d Interacting Hand Pose Estimation From a Single RGB Image (Topdown Heatmap + Resnet on Interhand2d ⇨)

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

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

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

Hand(3D,Kpt,Rgb,Img)

  • Number of checkpoints: 1

  • Number of configs: 2

  • 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 ⇨)

Hand(Gesture,Rgbd,Vid)

  • Number of checkpoints: 3

  • Number of configs: 4

  • Number of papers: 3

    • [ALGORITHM] Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition With Multimodal Training (Mtut + I3d on Nvgesture ⇨)

    • [BACKBONE] Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset ()

    • [DATASET] Online Detection and Classification of Dynamic Hand Gestures With Recurrent 3d Convolutional Neural Network (Mtut + I3d on Nvgesture ⇨)

Wholebody

  • Number of checkpoints: 22

  • Number of configs: 22

  • Number of papers: 9

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

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

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

    • [ALGORITHM] Higherhrnet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation (Associative Embedding + Higherhrnet on Coco-Wholebody ⇨)

    • [ALGORITHM] Not All Tokens Are Equal: Human-Centric Visual Analysis via Token Clustering Transformer (Topdown Heatmap + Tcformer on Coco-Wholebody ⇨)

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

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

    • [DATASET] Pastanet: Toward Human Activity Knowledge Engine (Topdown Heatmap + Hrnet + Dark on Halpe ⇨)

    • [DATASET] Whole-Body Human Pose Estimation in the Wild (Topdown Heatmap + Hrnet + Dark on Coco-Wholebody ⇨, Topdown Heatmap + Vipnas + Dark on Coco-Wholebody ⇨, Topdown Heatmap + Vipnas on Coco-Wholebody ⇨, Topdown Heatmap + Tcformer on Coco-Wholebody ⇨, Topdown Heatmap + Hrnet on Coco-Wholebody ⇨, Topdown Heatmap + Resnet on Coco-Wholebody ⇨, Associative Embedding + Higherhrnet on Coco-Wholebody ⇨, Associative Embedding + Hrnet on Coco-Wholebody ⇨)

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