概览¶
论文数量: 83
ALGORITHM: 32
BACKBONE: 20
DATASET: 28
OTHERS: 3
已支持的算法详细信息请见 模型池.
Animal 2D Keypoint¶
论文数量: 9
[ALGORITHM] Ap-10k: A Benchmark for Animal Pose Estimation in the Wild (Ap10k Dataset ⇨)
[ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Ak Dataset ⇨, 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 (Locust Dataset ⇨, Animalpose Dataset ⇨, Ap10k Dataset ⇨, Zebra Dataset ⇨)
[ALGORITHM] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Ap10k Dataset ⇨)
[DATASET] Animal Kingdom: A Large and Diverse Dataset for Animal Behavior Understanding (Ak 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 (Locust Dataset ⇨, Zebra Dataset ⇨)
Body 2D Keypoint¶
论文数量: 54
[ALGORITHM] Associative Embedding: End-to-End Learning for Joint Detection and Grouping (Coco Dataset ⇨)
[ALGORITHM] Bottom-Up Human Pose Estimation via Disentangled Keypoint Regression (Coco Dataset ⇨, Crowdpose 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 (Posetrack18 Dataset ⇨, Humanart Dataset ⇨, Aic Dataset ⇨, Exlpose Dataset ⇨, Mpii Dataset ⇨, Coco Dataset ⇨, Crowdpose 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] Explicit Box Detection Unifies End-to-End Multi-Person Pose Estimation (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 (Body8 Dataset ⇨, Humanart Dataset ⇨, Mpii Dataset ⇨, Coco Dataset ⇨, Crowdpose Dataset ⇨)
[ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Body8 Dataset ⇨, Humanart Dataset ⇨, Mpii Dataset ⇨, Coco Dataset ⇨, Crowdpose Dataset ⇨)
[ALGORITHM] Simcc: A Simple Coordinate Classification Perspective for Human Pose Estimation (Coco Dataset ⇨)
[ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Posetrack18 Dataset ⇨, JHMDB Dataset ⇨, Aic Dataset ⇨, Mpii Dataset ⇨, Coco Dataset ⇨, Crowdpose 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 ⇨, Coco Dataset ⇨, Crowdpose Dataset ⇨)
[ALGORITHM] Vipnas: Efficient Video Pose Estimation via Neural Architecture Search (Coco Dataset ⇨)
[ALGORITHM] Yolo-Pose: Enhancing Yolo for Multi Person Pose Estimation Using Object Keypoint Similarity Loss (Coco Dataset ⇨)
[ALGORITHM] {Rtmo (Coco Dataset ⇨, Crowdpose Dataset ⇨, Body7 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 (Posetrack18 Dataset ⇨, JHMDB Dataset ⇨, Aic Dataset ⇨, Mpii Dataset ⇨, Coco Dataset ⇨, Crowdpose 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 (Body8 Dataset ⇨, Humanart Dataset ⇨, Mpii Dataset ⇨, Coco Dataset ⇨, Crowdpose 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 (Humanart Dataset ⇨, Coco Dataset ⇨)
[BACKBONE] Yolox: Exceeding Yolo Series in 2021 (Coco Dataset ⇨)
[DATASET] 2d Human Pose Estimation: New Benchmark and State of the Art Analysis (Mpii Dataset ⇨, Body7 Dataset ⇨)
[DATASET] Ai Challenger: A Large-Scale Dataset for Going Deeper in Image Understanding (Aic Dataset ⇨, Coco Dataset ⇨, Body7 Dataset ⇨)
[DATASET] Alphapose: Whole-Body Regional Multi-Person Pose Estimation and Tracking in Real-Time (Body8 Dataset ⇨)
[DATASET] Crowdpose: Efficient Crowded Scenes Pose Estimation and a New Benchmark (Crowdpose Dataset ⇨, Body7 Dataset ⇨)
[DATASET] Human Pose Estimation in Extremely Low-Light Conditions (Exlpose Dataset ⇨)
[DATASET] Microsoft Coco: Common Objects in Context (Body8 Dataset ⇨, Humanart Dataset ⇨, Coco Dataset ⇨, Body7 Dataset ⇨)
[DATASET] Posetrack: A Benchmark for Human Pose Estimation and Tracking (Posetrack18 Dataset ⇨, Body7 Dataset ⇨)
[DATASET] Towards Understanding Action Recognition (JHMDB Dataset ⇨, Body7 Dataset ⇨)
[DATASET] Whole-Body Human Pose Estimation in the Wild (Humanart Dataset ⇨, 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 ⇨)
Body 3D Keypoint¶
论文数量: 4
[BACKBONE] 3d Human Pose Estimation in Video With Temporal Convolutions and Semi-Supervised Training (H36m Dataset ⇨)
[BACKBONE] A Simple Yet Effective Baseline for 3d Human Pose Estimation (H36m Dataset ⇨)
[BACKBONE] Learning Human Motion Representations: A Unified Perspective (H36m Dataset ⇨)
[DATASET] Human3.6m: Large Scale Datasets and Predictive Methods for 3d Human Sensing in Natural Environments (H36m Dataset ⇨)
Face 2D Keypoint¶
论文数量: 22
[ALGORITHM] Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression (WFLW Dataset ⇨)
[ALGORITHM] Deep High-Resolution Representation Learning for Visual Recognition (Aflw Dataset ⇨, 300wlp Dataset ⇨, 300w Dataset ⇨, Cofw Dataset ⇨, Coco_wholebody_face Dataset ⇨, WFLW Dataset ⇨)
[ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (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 (Lapa Dataset ⇨, Face6 Dataset ⇨, Coco_wholebody_face Dataset ⇨, WFLW Dataset ⇨)
[ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Face6 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 ⇨)
[ALGORITHM] Structure-Coherent Deep Feature Learning for Robust Face Alignment (WFLW Dataset ⇨)
[ALGORITHM] Wing Loss for Robust Facial Landmark Localisation With Convolutional Neural Networks (WFLW Dataset ⇨)
[BACKBONE] Deep Residual Learning for Image Recognition (Coco_wholebody_face Dataset ⇨, WFLW Dataset ⇨)
[BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Coco_wholebody_face Dataset ⇨)
[BACKBONE] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Lapa Dataset ⇨, Face6 Dataset ⇨, Coco_wholebody_face Dataset ⇨, WFLW Dataset ⇨)
[DATASET] 300 Faces in-the-Wild Challenge: Database and Results (300w Dataset ⇨)
[DATASET] A New Dataset and Boundary-Attention Semantic Segmentation for Face Parsing. (Lapa Dataset ⇨)
[DATASET] Annotated Facial Landmarks in the Wild: A Large-Scale, Real-World Database for Facial Landmark Localization (Aflw Dataset ⇨)
[DATASET] Face Alignment in Full Pose Range: A 3d Total Solution (300wlp Dataset ⇨)
[DATASET] Look at Boundary: A Boundary-Aware Face Alignment Algorithm (WFLW Dataset ⇨)
[DATASET] Microsoft Coco: Common Objects in Context (Face6 Dataset ⇨)
[DATASET] Robust Face Landmark Estimation Under Occlusion (Cofw Dataset ⇨)
[DATASET] Whole-Body Human Pose Estimation in the Wild (Coco_wholebody_face Dataset ⇨)
Fashion 2D Keypoint¶
论文数量: 7
[ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Deepfashion Dataset ⇨)
[ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Deepfashion2 Dataset ⇨, Deepfashion Dataset ⇨)
[BACKBONE] Deep Residual Learning for Image Recognition (Deepfashion2 Dataset ⇨, Deepfashion Dataset ⇨)
[BACKBONE] The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation (Deepfashion Dataset ⇨)
[DATASET] A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images (Deepfashion2 Dataset ⇨)
[DATASET] Deepfashion: Powering Robust Clothes Recognition and Retrieval With Rich Annotations (Deepfashion Dataset ⇨)
[DATASET] Fashion Landmark Detection in the Wild (Deepfashion Dataset ⇨)
Hand 2D Keypoint¶
论文数量: 18
[ALGORITHM] Deep High-Resolution Representation Learning for Visual Recognition (Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨, Onehand10k Dataset ⇨)
[ALGORITHM] Deeppose: Human Pose Estimation via Deep Neural Networks (Rhd2d Dataset ⇨, Onehand10k Dataset ⇨)
[ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨, Onehand10k 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 (Hand5 Dataset ⇨, Coco_wholebody_hand Dataset ⇨)
[ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Hand5 Dataset ⇨)
[ALGORITHM] Simple Baselines for Human Pose Estimation and Tracking (Freihand2d Dataset ⇨, Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨, Onehand10k 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 (Rhd2d Dataset ⇨, Onehand10k Dataset ⇨)
[BACKBONE] Deep Residual Learning for Image Recognition (Freihand2d Dataset ⇨, Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨, Onehand10k Dataset ⇨)
[BACKBONE] Mobilenetv2: Inverted Residuals and Linear Bottlenecks (Coco_wholebody_hand Dataset ⇨, Rhd2d Dataset ⇨, Onehand10k Dataset ⇨)
[BACKBONE] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Hand5 Dataset ⇨, Coco_wholebody_hand 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] Microsoft Coco: Common Objects in Context (Hand5 Dataset ⇨)
[DATASET] Whole-Body Human Pose Estimation in the Wild (Coco_wholebody_hand Dataset ⇨)
Hand 3D Keypoint¶
论文数量: 3
[ALGORITHM] Interhand2.6m: A Dataset and Baseline for 3d Interacting Hand Pose Estimation From a Single RGB Image (Interhand3d Dataset ⇨)
[BACKBONE] Deep Residual Learning for Image Recognition (Interhand3d Dataset ⇨)
[DATASET] Interhand2.6m: A Dataset and Baseline for 3d Interacting Hand Pose Estimation From a Single RGB Image (Interhand3d Dataset ⇨)
Wholebody 2D Keypoint¶
论文数量: 10
[ALGORITHM] Deep High-Resolution Representation Learning for Human Pose Estimation (Coco-Wholebody Dataset ⇨, Ubody2d Dataset ⇨)
[ALGORITHM] Distribution-Aware Coordinate Representation for Human Pose Estimation (Coco-Wholebody Dataset ⇨)
[ALGORITHM] Rtmdet: An Empirical Study of Designing Real-Time Object Detectors (Cocktail14 Dataset ⇨, Coco-Wholebody Dataset ⇨)
[ALGORITHM] Rtmpose: Real-Time Multi-Person Pose Estimation Based on Mmpose (Cocktail14 Dataset ⇨, 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 (Cocktail14 Dataset ⇨, Coco-Wholebody Dataset ⇨)
[DATASET] One-Stage 3d Whole-Body Mesh Recovery With Component Aware Transformer (Ubody2d Dataset ⇨)
[DATASET] Whole-Body Human Pose Estimation in the Wild (Cocktail14 Dataset ⇨, Coco-Wholebody Dataset ⇨)