#458 · Primary category: Computer Vision

keras_Realtime_Multi-Person_Pose_Estimation

caffe computer-vision cvpr-2017 deep-learning human-behavior-understanding human-pose-estimation keras pose-estimation real-time

Keras version of Realtime Multi-Person Pose Estimation project

Project last updated:12/10/19

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783

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364

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Why we included this project

This is a Keras port of the CVPR 2017 realtime multi-person pose estimation project, which locates the body joints of everyone in an image in a single forward pass. The author reworked the original Caffe implementation to drop the separate C++ server, and the repo includes scripts for converting the pretrained Caffe weights and running inference directly. It also walks through training and shows sample heatmap and part affinity field visualizations, which makes it a handy way to see how the architecture works. One caveat: the project is deprecated and won't run on TensorFlow 2.0, and the author points to a newer TensorFlow-based successor. Treat it as a reference for understanding the approach rather than something to build on.

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