Overview¶
Number of papers: 60
ALGORITHM: 25
BACKBONE: 15
DATASET: 17
OTHERS: 3
For supported pose algorithms, see modelzoo overview.
Animal 2D Keypoint¶
Number of papers: 8
[ALGORITHM] Ap-10k: A Benchmark for Animal Pose Estimation in the Wild (Ap10k Dataset ⇨)
[ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Animalpose Dataset ⇨, Ap10k Dataset ⇨)
[ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Ap10k Dataset ⇨)
[ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Animalpose Dataset ⇨, Ap10k Dataset ⇨, Zebra Dataset ⇨, Locust Dataset ⇨)
[ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Ap10k Dataset ⇨)
[DATASET] Ap-10k: A Benchmark for Animal Pose Estimation in the Wild (Ap10k Dataset ⇨)
[DATASET] Cross-Domain Adaptation for Animal Pose Estimation (Animalpose Dataset ⇨)
[DATASET] Deepposekit, a Software Toolkit for Fast and Robust Animal Pose Estimation Using Deep Learning (Zebra Dataset ⇨, Locust Dataset ⇨)
Body 2D Keypoint¶
Number of papers: 47
[ALGORITHM] Bottom-Up Human Pose Estimation via Disentangled Keypoint Regression (Crowdpose Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Contextual Instance Decoupling for Robust Multi-Person Pose Estimation (Coco Dataset ⇨)
[ALGORITHM] Convolutional Pose Machines (JHMDB Dataset ⇨, Mpii Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Aic Dataset ⇨, Mpii Dataset ⇨, Posetrack18 Dataset ⇨, Crowdpose Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Mpii Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Mpii Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Hrformer: High-Resolution Vision Transformer for Dense Predict (Coco Dataset ⇨)
[ALGORITHM] Human Pose Regression With Residual Log-Likelihood Estimation (Mpii Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Improving Convolutional Networks With Self-Calibrated Convolutions (Mpii Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Integral Human Pose Regression (Coco Dataset ⇨)
[ALGORITHM] Learning Delicate Local Representations for Multi-Person Pose Estimation (Coco Dataset ⇨)
[ALGORITHM] Lite-Hrnet: A Lightweight High-Resolution Network (Mpii Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Numerical Coordinate Regression With Convolutional Neural Networks (Coco Dataset ⇨)
[ALGORITHM] Removing the Bias of Integral Pose Regression (Coco Dataset ⇨)
[ALGORITHM] Rethinking on Multi-Stage Networks for Human Pose Estimation (Coco Dataset ⇨)
[ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Mpii Dataset ⇨, Crowdpose Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Mpii Dataset ⇨, Crowdpose Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Simcc: A Simple Coordinate Classification Perspective for Human Pose Estimation (Coco Dataset ⇨)
[ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (JHMDB Dataset ⇨, Aic Dataset ⇨, Mpii Dataset ⇨, Posetrack18 Dataset ⇨, Crowdpose Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Stacked Hourglass Networks for Human Pose Estimation (Mpii Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Mpii Dataset ⇨, Crowdpose Dataset ⇨, Coco Dataset ⇨)
[ALGORITHM] Vipnas: Efficient Video Pose Estimation via Neural Architecture Search (Coco Dataset ⇨)
[BACKBONE] Aggregated Residual Transformations for Deep Neural Networks (Mpii Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Bag of Tricks for Image Classification With Convolutional Neural Networks (Mpii Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Deep Residual Learning for Image Recognition (JHMDB Dataset ⇨, Aic Dataset ⇨, Mpii Dataset ⇨, Posetrack18 Dataset ⇨, Crowdpose Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Imagenet Classification With Deep Convolutional Neural Networks (Coco Dataset ⇨)
[BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Mpii Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction Without Convolutions (Coco Dataset ⇨)
[BACKBONE] Resnest: Split-Attention Networks (Coco Dataset ⇨)
[BACKBONE] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Mpii Dataset ⇨, Crowdpose Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Shufflenet V2: Practical Guidelines for Efficient CNN Architecture Design (Mpii Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Shufflenet: An Extremely Efficient Convolutional Neural Network for Mobile Devices (Mpii Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Squeeze-and-Excitation Networks (Mpii Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Swin Transformer: Hierarchical Vision Transformer Using Shifted Windows (Coco Dataset ⇨)
[BACKBONE] Very Deep Convolutional Networks for Large-Scale Image Recognition (Coco Dataset ⇨)
[BACKBONE] Vipnas: Efficient Video Pose Estimation via Neural Architecture Search (Coco Dataset ⇨)
[BACKBONE] Vi{tp (Coco Dataset ⇨)
[DATASET] 2d Human Pose Estimation: New Benchmark and State of the Art Analysis (Mpii Dataset ⇨)
[DATASET] Ai Challenger: A Large-Scale Dataset for Going Deeper in Image Understanding (Aic Dataset ⇨, Coco Dataset ⇨)
[DATASET] Crowdpose: Efficient Crowded Scenes Pose Estimation and a New Benchmark (Crowdpose Dataset ⇨)
[DATASET] Microsoft Coco: Common Objects in Context (Coco Dataset ⇨)
[DATASET] Posetrack: A Benchmark for Human Pose Estimation and Tracking (Posetrack18 Dataset ⇨)
[DATASET] Towards Understanding Action Recognition (JHMDB Dataset ⇨)
[DATASET] Whole-Body Human Pose Estimation in the Wild (Coco Dataset ⇨)
[OTHERS] Albumentations: Fast and Flexible Image Augmentations (Coco Dataset ⇨)
[OTHERS] Feature Pyramid Networks for Object Detection (Coco Dataset ⇨)
[OTHERS] Mixed Precision Training (Coco Dataset ⇨)
Face 2D Keypoint¶
Number of papers: 14
[ALGORITHM] Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression (WFLW Dataset ⇨)
[ALGORITHM] Deep High-Resolution Representation Learning for Visual Recognition (Cofw Dataset ⇨, Aflw Dataset ⇨, Coco_wholebody_face Dataset ⇨, 300w Dataset ⇨, WFLW Dataset ⇨)
[ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Aflw Dataset ⇨, Coco_wholebody_face Dataset ⇨, WFLW Dataset ⇨)
[ALGORITHM] Improving Convolutional Networks With Self-Calibrated Convolutions (Coco_wholebody_face Dataset ⇨)
[ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Coco_wholebody_face Dataset ⇨, WFLW Dataset ⇨)
[ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Coco_wholebody_face Dataset ⇨)
[ALGORITHM] Stacked Hourglass Networks for Human Pose Estimation (Coco_wholebody_face Dataset ⇨)
[BACKBONE] Deep Residual Learning for Image Recognition (Coco_wholebody_face Dataset ⇨)
[BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Coco_wholebody_face Dataset ⇨)
[DATASET] 300 Faces in-the-Wild Challenge: Database and Results (300w Dataset ⇨)
[DATASET] Annotated Facial Landmarks in the Wild: A Large-Scale, Real-World Database for Facial Landmark Localization (Aflw Dataset ⇨)
[DATASET] Look at Boundary: A Boundary-Aware Face Alignment Algorithm (WFLW Dataset ⇨)
[DATASET] Robust Face Landmark Estimation Under Occlusion (Cofw Dataset ⇨)
[DATASET] Whole-Body Human Pose Estimation in the Wild (Coco_wholebody_face Dataset ⇨)
Hand 2D Keypoint¶
Number of papers: 15
[ALGORITHM] Deep High-Resolution Representation Learning for Visual Recognition (Onehand10k Dataset ⇨, Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨)
[ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Onehand10k Dataset ⇨, Rhd2d Dataset ⇨)
[ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Onehand10k Dataset ⇨, Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨)
[ALGORITHM] Improving Convolutional Networks With Self-Calibrated Convolutions (Coco_wholebody_hand Dataset ⇨)
[ALGORITHM] Lite-Hrnet: A Lightweight High-Resolution Network (Coco_wholebody_hand Dataset ⇨)
[ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Coco_wholebody_hand Dataset ⇨)
[ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Onehand10k Dataset ⇨, Freihand2d Dataset ⇨, Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨)
[ALGORITHM] Stacked Hourglass Networks for Human Pose Estimation (Coco_wholebody_hand Dataset ⇨)
[ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Onehand10k Dataset ⇨, Rhd2d Dataset ⇨)
[BACKBONE] Deep Residual Learning for Image Recognition (Onehand10k Dataset ⇨, Freihand2d Dataset ⇨, Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨)
[BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Onehand10k Dataset ⇨, Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨)
[DATASET] Freihand: A Dataset for Markerless Capture of Hand Pose and Shape From Single RGB Images (Freihand2d Dataset ⇨)
[DATASET] Learning to Estimate 3d Hand Pose From Single RGB Images (Rhd2d Dataset ⇨)
[DATASET] Mask-Pose Cascaded CNN for 2d Hand Pose Estimation From Single Color Image (Onehand10k Dataset ⇨)
[DATASET] Whole-Body Human Pose Estimation in the Wild (Coco_wholebody_hand Dataset ⇨)
Wholebody 2D Keypoint¶
Number of papers: 9
[ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Coco-Wholebody Dataset ⇨)
[ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Coco-Wholebody Dataset ⇨)
[ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Coco-Wholebody Dataset ⇨)
[ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Coco-Wholebody Dataset ⇨)
[ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Coco-Wholebody Dataset ⇨)
[ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Coco-Wholebody Dataset ⇨)
[ALGORITHM] Vipnas: Efficient Video Pose Estimation via Neural Architecture Search (Coco-Wholebody Dataset ⇨)
[BACKBONE] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Coco-Wholebody Dataset ⇨)
[DATASET] Whole-Body Human Pose Estimation in the Wild (Coco-Wholebody Dataset ⇨)