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VRRT - Video-base Real-time Race Timing

This repository contains the solution for the VRRT bachelor thesis.

Teaser

Result teaser

Structure

This repository is structured as follow :

  • data -- This folder contains all the data necessary to do the project. For now, the data is not open source, this can change in the future
  • models -- This folder contains all the ultralytics YOLO models. Some downloaded as is from their website, some fine-tuned for the task
  • results -- This folder contains all the results for the project. For now, the data is not open source, this can change in the future
  • source -- This folder contains all the sub-projects. Each sub-project contains a README with more details
  • tools -- This folder contains the scripts created during this project
  • trackers -- This folder contains the different trackers configuration used in pair with the YOLO model

The data, models, results and trackers are linked in the subfolder to allow sharing of folders between the differents subfolders

Installation

For the installation of the sub-projects, you can refeir to their README. But they all use the UV package manager

Sub-folders

Bib detection

The bib_detection sub folder contains all the code for fine-tuning a YOLOv11 model, completing and inspecting a YOLOv11 dataset.

Stereo

The stereo sub folder contains all the code for calibrating a stereo setup, rectifying images, estimating depth using diverse algorithms.

Record

The record sub folder contains all the code for recording video using a single camera or a stereo setup. This include a 'best-effort' syncronization between two cameras for a makeshift stereo setup.

This is the code used to gather most of the data used in this project.

Project

The project sub folder is the main project folder. This contains all the final pipeline, using the byproduct of the others subfolders (the data from ./record, the fine-tuned model from ./bib_detection)

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Video-base Real-time Race Tracing

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