Overview

• Number of checkpoints: 254

• Number of configs: 266

• Number of papers: 62

  • ALGORITHM: 21

  • BACKBONE: 11

  • DATASET: 29

  • OTHERS: 1

For supported datasets, see datasets overview.

Animal

• Number of checkpoints: 39

• Number of configs: 39

• Number of papers: 8

  • [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 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 Animalpose ⇨)

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

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

Body(2D,Kpt,Img)

• Number of checkpoints: 154

• Number of configs: 155

• Number of papers: 37

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

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

  • [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 Mpii ⇨, Topdown Heatmap + Hrnet + Dark on Mpii ⇨, Associative Embedding + Hrnet on MHP ⇨, Topdown Heatmap + Hrnet on H36m ⇨, Topdown Heatmap + Hrnet on Crowdpose ⇨, Topdown Heatmap + Hrnet + Dark on Coco ⇨, Topdown Heatmap + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Topdown Heatmap + Hrnet + Augmentation on Coco ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Associative Embedding + Hrnet on Coco ⇨, Associative Embedding + Hrnet + Udp on Coco ⇨, Topdown Heatmap + Hrnet on Aic ⇨, Associative Embedding + Hrnet on Aic ⇨)

  • [ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Deeppose + Resnet on Mpii ⇨, 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 + Udp on Coco ⇨, Associative Embedding + Higherhrnet on Coco ⇨, Associative Embedding + Higherhrnet on Aic ⇨)

  • [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 + Fp16 on Coco ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + Resnet 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 + Higherhrnet + Udp on Coco ⇨, Associative Embedding + Hrnet + 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] 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 Mpii ⇨, Topdown Heatmap + Hrnet + Dark on Mpii ⇨, Associative Embedding + Hrnet on MHP ⇨, Topdown Heatmap + Hrnet on H36m ⇨, Topdown Heatmap + Hrnet on Crowdpose ⇨, Topdown Heatmap + Hrnet + Dark on Coco ⇨, Topdown Heatmap + Hrnet on Coco ⇨, Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Topdown Heatmap + Hrnet + Augmentation on Coco ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Associative Embedding + Hrnet on Coco ⇨, Associative Embedding + Hrnet + Udp 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 on Mpii ⇨, Topdown Heatmap + Resnet on MHP ⇨, Topdown Heatmap + Resnet on JHMDB ⇨, Topdown Heatmap + Resnet on Crowdpose ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + Resnet 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] 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] 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 + Shufflenetv2 on Mpii ⇨, Topdown Heatmap + Resnet on Mpii ⇨, Topdown Heatmap + CPM on Mpii ⇨, Topdown Heatmap + Hourglass on Mpii ⇨, Topdown Heatmap + Litehrnet on Mpii ⇨, Topdown Heatmap + Shufflenetv1 on Mpii ⇨, Topdown Heatmap + Hrnet on Mpii ⇨, Topdown Heatmap + Mobilenetv2 on Mpii ⇨, Topdown Heatmap + Resnetv1d on Mpii ⇨, Topdown Heatmap + Scnet on Mpii ⇨, Topdown Heatmap + Hrnet + Dark on Mpii ⇨, Topdown Heatmap + Resnext on Mpii ⇨, Topdown Heatmap + Seresnet on Mpii ⇨, Deeppose + Resnet on Mpii ⇨)

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

  • [DATASET] Crowdpose: Efficient Crowded Scenes Pose Estimation and a New Benchmark (Topdown Heatmap + Hrnet on Crowdpose ⇨, Topdown Heatmap + Resnet 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 (Topdown Heatmap + Hrnet + Dark on Coco ⇨, Topdown Heatmap + Hrnet on Coco ⇨, Topdown Heatmap + RSN on Coco ⇨, Topdown Heatmap + Resnest on Coco ⇨, Topdown Heatmap + MSPN on Coco ⇨, Topdown Heatmap + CPM on Coco ⇨, Topdown Heatmap + Seresnet on Coco ⇨, Topdown Heatmap + Hourglass on Coco ⇨, Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨, Topdown Heatmap + Resnet + Dark on Coco ⇨, Topdown Heatmap + Resnetv1d on Coco ⇨, Topdown Heatmap + Vipnas on Coco ⇨, Topdown Heatmap + Scnet on Coco ⇨, Topdown Heatmap + Mobilenetv2 on Coco ⇨, Topdown Heatmap + Resnet on Coco ⇨, Topdown Heatmap + Hrnet + Augmentation on Coco ⇨, Topdown Heatmap + Shufflenetv1 on Coco ⇨, Topdown Heatmap + Alexnet on Coco ⇨, Topdown Heatmap + Hrnet + Udp on Coco ⇨, Topdown Heatmap + VGG on Coco ⇨, Topdown Heatmap + Shufflenetv2 on Coco ⇨, Topdown Heatmap + Litehrnet on Coco ⇨, Topdown Heatmap + Resnext on Coco ⇨, Deeppose + Resnet on Coco ⇨, Associative Embedding + Hrnet on Coco ⇨, Associative Embedding + Higherhrnet + Udp on Coco ⇨, Associative Embedding + Mobilenetv2 on Coco ⇨, Associative Embedding + Resnet on Coco ⇨, Associative Embedding + Hrnet + Udp on Coco ⇨, Associative Embedding + Higherhrnet on Coco ⇨)

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

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

  • [DATASET] Towards Understanding Action Recognition (Topdown Heatmap + CPM on JHMDB ⇨, Topdown Heatmap + Resnet 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] Mixed Precision Training (Topdown Heatmap + Hrnet + Fp16 on Coco ⇨, Topdown Heatmap + Resnet + Fp16 on Coco ⇨)

Body(3D,Kpt,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,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,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: 6

• Number of configs: 6

• Number of papers: 9

  • [ALGORITHM] Deep High-Resolution Representation Learning for Visual Recognition (Topdown Heatmap + Hrnetv2 + Dark on WFLW ⇨, Topdown Heatmap + Hrnetv2 on WFLW ⇨, Topdown Heatmap + Hrnetv2 on Cofw ⇨, 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 on WFLW ⇨, Deeppose + Resnet + Wingloss on WFLW ⇨)

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

  • [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 on WFLW ⇨, Deeppose + Resnet + Wingloss on WFLW ⇨)

  • [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 + Dark on WFLW ⇨, Topdown Heatmap + Hrnetv2 on WFLW ⇨, Deeppose + Resnet on WFLW ⇨, Deeppose + Resnet + Wingloss on WFLW ⇨)

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

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)

• Number of checkpoints: 21

• Number of configs: 31

• Number of papers: 12

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

  • [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 ⇨)

  • [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 ⇨)

  • [BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Topdown Heatmap + Mobilenetv2 on Rhd2d ⇨, Topdown Heatmap + Mobilenetv2 on Panoptic2d ⇨, Topdown Heatmap + Mobilenetv2 on Onehand10k ⇨)

  • [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 + Udp on Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Panoptic2d ⇨, Topdown Heatmap + Resnet on Panoptic2d ⇨, Topdown Heatmap + Mobilenetv2 on Panoptic2d ⇨, Topdown Heatmap + Hrnetv2 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 + Udp on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 + Dark on Rhd2d ⇨, Topdown Heatmap + Hrnetv2 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 + Dark on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 on Onehand10k ⇨, Topdown Heatmap + Resnet on Onehand10k ⇨, Topdown Heatmap + Hrnetv2 + Udp on Onehand10k ⇨, Topdown Heatmap + Mobilenetv2 on Onehand10k ⇨, Deeppose + Resnet on Onehand10k ⇨)

Hand(3D)

• 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 ⇨)

Wholebody

• Number of checkpoints: 16

• Number of configs: 16

• Number of papers: 6

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

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

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

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

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

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