https://github.com/MVIG-SJTU/AlphaPose

Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System
https://github.com/MVIG-SJTU/AlphaPose

accurate alpha-pose alphapose crowdpose full-body gpu human-computer-interaction human-joints human-pose-estimation human-pose-tracking human-tracking keypoints person-pose-estimation pose-estimation posetracking pytorch realtime skeleton tracking whole-body

Last synced: 7 months ago
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Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System

• Host: GitHub
• URL: https://github.com/MVIG-SJTU/AlphaPose
• Owner: MVIG-SJTU
• License: other
• Created: 2018-01-17T02:33:17.000Z (almost 8 years ago)
• Default Branch: master
• Last Pushed: 2024-05-13T14:33:34.000Z (over 1 year ago)
• Last Synced: 2024-10-29T11:24:47.177Z (12 months ago)
• Topics: accurate, alpha-pose, alphapose, crowdpose, full-body, gpu, human-computer-interaction, human-joints, human-pose-estimation, human-pose-tracking, human-tracking, keypoints, person-pose-estimation, pose-estimation, posetracking, pytorch, realtime, skeleton, tracking, whole-body
• Language: Python
• Homepage: http://mvig.org/research/alphapose.html
• Size: 116 MB
• Stars: 8,003
• Watchers: 207
• Forks: 1,969
• Open Issues: 292
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• awesome-list - AlphaPose - Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System. (Computer Vision / Classification & Detection & Tracking)
• StarryDivineSky - MVIG-SJTU/AlphaPose - SJTU开发的实时且精确的全身多人姿态估计与跟踪系统。它基于区域多人姿态估计（Regional Multi-Person Pose Estimation, RMPE）框架，能有效处理拥挤场景中的姿态估计问题。该项目特色在于其高精度和速度，支持全身姿态估计，并提供多人姿态跟踪功能。AlphaPose采用自上而下的方法，首先检测图像中的人体，然后对每个人体进行姿态估计。其核心技术包括对称空间变换网络（Symmetric Spatial Transformer Network, SSTN）和参数化姿态非极大值抑制（Parametric Pose Non-Maximum Suppression, P-NMS）。项目提供了详细的安装和使用指南，以及预训练模型，方便用户快速上手。它支持多种数据集和评估指标，可用于人体行为分析、动作识别等领域的研究和应用。AlphaPose在学术界和工业界都受到了广泛关注。 (人像_姿势_3D人脸 / 资源传输下载)