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Third year university dissertation. Continuous Assessment for ECM3401 - Individual Literature Review and Project. Involves the implementation of a human pose estimation computer vision model to detect two combat athletes, and a machine learning algorithm to identify their grappling position.

License: MIT License

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artificial-intelligence brazilian-jiu-jitsu computer-vision grappling human-pose-estimation judo wrestling bjj mma super-gradients

grappling-pose-identification's Introduction

grappling-pose-identification

Third year university dissertation. Continuous Assessment for ECM3401 - Individual Literature Review and Project. Involves the implementation of a human pose estimation computer vision model to detect two combat athletes, and a machine learning algorithm to identify their grappling position.

Please see specification.pdf for specification.

The literature review (doc/pdf/lit_review.pdf) received a final mark of 74/100. The final report and demo (doc/pdf/final_report.pdf, doc/pdf/final_presentation.pdf) received a final mark of 76/100. The supervisor report for this project gave a mark of 70/100. This work received a final mark of 75/100.

Usage

See src/Pose_Estimation_for_Grappling.ipynb for source code. Google Colab can be used to load the notebook and run the cells. Please run all cells in the order they appear.

Documentation

See doc/pdf/ for all documentation files. For LaTeX generated PDFs, the source can be viewed at doc/TeX/.

Examples

example3_out example2_out

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