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GAN-based Art Generator using Deep learning #962

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merged 29 commits into from
Nov 6, 2024

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alo7lika
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Pull Request for DL-Simplified 💡

Issue Title : GAN-based Art Generator using Deep Learning

  • Info about the related issue (Aim of the project) : The aim is to implement a Generative Adversarial Network (GAN) to generate synthetic artistic images that resemble real artworks.
  • Name: Alolika Bhowmik
  • GitHub ID: https://github.com/alo7lika
  • Email ID: [email protected]
  • Identify yourself: GSSOC Contributor Ext 24

Closes: #954

Describe the add-ons or changes you've made 📃

Added a complete GAN-based Art Generator implementation, including the generator and discriminator architectures, training process, and usage instructions in the README.

Type of change ☑️

What sort of change have you made:

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Code style update (formatting, local variables)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • This change requires a documentation update

How Has This Been Tested? ⚙️

The GAN was trained on a synthetic dataset of artistic images, and the generated outputs were visually inspected for quality and uniqueness.

Checklist: ☑️

  • My code follows the guidelines of this project.
  • I have performed a self-review of my own code.
  • I have commented my code, particularly wherever it was hard to understand.
  • I have made corresponding changes to the documentation.
  • My changes generate no new warnings.
  • I have added things that prove my fix is effective or that my feature works.
  • Any dependent changes have been merged and published in downstream modules.

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Our team will soon review your PR. Thanks @alo7lika :)

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@abhisheks008 abhisheks008 left a comment

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  1. Can you mention the URL of the dataset you are using here?
  2. Remove the Images/Image file.
  3. Please follow the README.md template and update the README accordingly.
  4. You have mentioned that you'll be using 3-4 GAN based models for this project while taking this issue, can you please put some light on it.

@alo7lika

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@alo7lika please add hacktober fest tag to this PR.

@alo7lika
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alo7lika commented Nov 1, 2024

@abhisheks008 kindly check the PR AND MERGE IT AND ALSO ADD LABELS

@alo7lika
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alo7lika commented Nov 4, 2024

@abhisheks008 kindly check the PR AND MERGE IT AND ALSO ADD LABELS

@sanjay-kv Kindly review the task since @abhisheks008 is not reviewing the task

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@abhisheks008 abhisheks008 left a comment

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Approved.

@abhisheks008 abhisheks008 added Status: Approved Approved PR by the PA. level 2 Level 2 for GSSOC and removed Status: Requested Changes Changes requested. labels Nov 6, 2024
@abhisheks008 abhisheks008 merged commit c65a8ba into abhisheks008:main Nov 6, 2024
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GAN-based Art Generator using Deep learning
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