Shypd.aiThe largest open index of AI toolslightweight-human-pose-estimation.pytorch is an Open Source & Models tool that provides fast and accurate human pose estimation. It optimizes OpenPose for real-time CPU inference with minimal accuracy loss.
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lightweight-human-pose-estimation.pytorch is a PyTorch implementation for fast and accurate human pose estimation, specifically designed for real-time inference on CPUs. This tool significantly optimizes the OpenPose approach, allowing for efficient performance with negligible accuracy drop. It identifies human poses within images by detecting a skeleton, which includes up to 18 keypoints such as ears, eyes, nose, neck, shoulders, elbows, wrists, hips, knees, and ankles, along with connections between them. The repository provides training code and achieves 40% AP on the COCO 2017 Keypoint Detection validation set for single-scale inference. It also offers C++ and Python demos for quick results preview and integration into other applications.
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