{"id":15014821,"url":"https://github.com/justsecret123/human-pose-estimation","last_synced_at":"2026-03-03T03:32:00.969Z","repository":{"id":43373339,"uuid":"460381352","full_name":"Justsecret123/Human-pose-estimation","owner":"Justsecret123","description":"A quick tutorial on multi-pose estimation with OpenCV, Tensorflow and MoveNet lightning. 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Moreover, most of the available tutorials focus on single-pose estimation, with only one instance (human).  As a result, the idea of writing my own tutorial naturally came to me. After some research and a bit of styling, code cleaning, presentation...I finally made it public. \n\n# Model info \n\n- Model type : MoveNet \n- Pose estimation method : multipose, bottom-up\n- Keypoint count : 17\n\n# Results (example)\n![Results](https://github.com/Justsecret123/Human-pose-estimation/blob/main/Screenshots/results.gif)\n\n# How to use \n\n## Command line runner\n- [Test script](/Scripts/movenet_inference.py)\n- [Bat file for a sample test](/Scripts/test_inference.bat) : requires the model path to be *../Model/TFLite/lite-model_movenet_multipose_lightning_tflite_float16_1.tflite*. You can [download it directly from TFHub](https://tfhub.dev/google/lite-model/movenet/multipose/lightning/tflite/float16/1)\n\u003e Args :\n![Command_line_args](/Screenshots/command_line_args.PNG)\n\n\n\n## Notebook \n\n- [Kaggle](https://www.kaggle.com/ibrahimserouis99/human-pose-estimation-with-movenet)\n\u003e Requires Tensorflow Hub and a Kaggle environment. However, feel free to adapt to Notebook to your local setup\n\n\n# Required packages\n\n- Deep Learning and calculations : Tensorflow 2.x, NumPy, Tensorflow Docs\n- Computer graphics/vision : OpenCV \n- Display : IPython, Matplotlib \n- Image/video writer : image io\n\n# Acknowledgements \n- Tensorflow official tutorial \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjustsecret123%2Fhuman-pose-estimation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjustsecret123%2Fhuman-pose-estimation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjustsecret123%2Fhuman-pose-estimation/lists"}