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DNN Profile

AUTHORS

Alexandre Lemonnier <alexandre.lemonnier@epita.fr>
Alexandre Rulleau <alexandre.rulleau@epita.fr>
Baptiste Bourdet <baptiste.bourdet@epita.fr>
Eliott Bouhana <eliott.bouhana@epita.fr>
Marius Dubosc <marius.dubosc@epita.fr>
Philippe Bernet <philippe.bernet@epita.fr>
Sarah Gutierez <sarah.gutierez@epita.fr>
Victor Simonin <victor.simonin@epita.fr>


The goal of the project is to analyse this survey. Then you will have to select at least 6 trackers and compare them qualitatively and quantitatively on different datasets.

Installation

python3 -m venv venv
source venv/bin/activate
pip install -r requirements.txt

Description

This github contains multiple notebook to execute in a specific order.


The following notebooks creates .py files that are used by the other notebooks.

  • dataset : Download the dataset and extract it with a specific structure
  • model : Load the models with their default values from different github
  • scoring : Define function to score the models predictions

The following notebook will create folder containing the results of the benchmark.

  • benchmark : Run the benchmark for each model on the dataset using the scoring functions

The following notebooks will create graphs and tables to analyse the results of the benchmark.

  • benchmark_stats : Compute the statistics of the benchmark using the files generated by the previous notebook