Shypd.aiThe largest open index of AI toolslightweight-human-pose-estimation-3d-demo.pytorch is a Coding & Development tool that provides real-time 3D multi-person pose estimation. It is implemented in PyTorch and can use Intel OpenVINO for fast inference on CPUs.
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This repository offers a real-time 3D multi-person pose estimation demo built with PyTorch. It leverages the Lightweight OpenPose and Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB papers to detect and track 2D and 3D coordinates of up to 18 keypoints, including ears, eyes, nose, neck, shoulders, elbows, wrists, hips, knees, and ankles. The model was trained on MS COCO and CMU Panoptic datasets, achieving 100 mm MPJPE on the CMU Panoptic subset. For enhanced performance, it supports Intel OpenVINO for fast inference on CPUs and NVIDIA TensorRT for accelerated inference on Jetson devices, offering significant speedups.
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