Overview¶
Number of checkpoints: 336
Number of configs: 356
Number of papers: 83
ALGORITHM: 30
BACKBONE: 15
DATASET: 35
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: 19
Number of configs: 19
Number of papers: 6
[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 Deepfashion2 ⇨, Topdown Heatmap + Resnet on Deepfashion ⇨)
[BACKBONE] Deep Residual Learning for Image Recognition (Topdown Heatmap + Resnet on Deepfashion2 ⇨, Topdown Heatmap + Resnet on Deepfashion ⇨, Deeppose + Resnet on Deepfashion ⇨)
[DATASET] A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images (Topdown Heatmap + Resnet on Deepfashion2 ⇨)
[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 ⇨)