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Creative car design

This is the GitHub repository for the individual Computational Creativity project made for the Computational Creativity course given @ VUB 2020 - 2021.

Table of contents

Student info

  • Name: Bontinck Lennert
  • StudentID: 568702
  • Affiliation: VUB - Master Computer Science: AI

Final research paper

The final research paper on the developed creative system can be found here.

Finished assignments

Presentations

GANSpace tool

The GANSPace tool used is a modified version of the publicly available GANSpace tool, commit 65b0c4c. This version had some issues to work with Ubuntu 20.04, hence why it was modified.

A custom "creative car design" setting was also added, which includes optional features such as saving the canvas to a PNG file.

Read the GANSpace documentation related to this project here.

Evaluation tool

To evaluate the creativity and quality of the creative system a subjective survey was conducted. A custom tool was made for this subjective survey by modifying code from a previous project of mine.

Read the evaluation tool documentation related to this project here.

Result analysis

The results from the external evaluation are analysed in a Jupyter Notebook. This Notebook is available here. A HTML export is available here. A PDF export is available here.

Generated images

In the Generated Images folder you'll find all stored images that were generated by the GAN. Only a select few of the generated images where stored.

Information on the stored images is available here.

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Individual project for the Computational Creativity course @ VUB 2020-2021

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