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Feature request: Generating 3D Voxel Designs (used for mechanical desigs) using advanced GAN Techniques #834

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Panchadip-128 opened this issue Nov 9, 2024 · 2 comments · Fixed by #841
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@Panchadip-128
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Panchadip-128 commented Nov 9, 2024

Is your feature request related to a problem? Please describe.
This project implements a Generative Adversarial Networks framework (GAN) to generate 3D voxel data. The goal is to train a GAN to produce synthetic 3D voxel-based structures that resemble real-world data, allowing for data augmentation and analysis of generated samples.
Describe the solution you'd like
This repository contains code for:

Generator: A neural network model that takes a latent vector (noise) as input and generates 3D voxel data.
Discriminator: A neural network model that distinguishes between real voxel data and generated voxel data.
GAN Model: A combination of the generator and discriminator models, trained together in an adversarial setup.
The model is trained on 3D voxel datasets and can generate new voxel structures by learning the underlying data distribution.

Describe alternatives you've considered
A clear and concise description of any alternative solutions or features you've considered.

Approach to be followed (optional)
A clear and concise description of the approach to be followed.

Additional context
Add any other context or screenshots about the feature request here.
Screenshot 2024-11-09 151416

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github-actions bot commented Nov 9, 2024

Thanks for creating the issue in ML-Nexus!🎉
Before you start working on your PR,
Pull the latest changes to avoid any merge conflicts.

  • Attach before & after screenshots in your PR for clarity.
  • Include the issue number in your PR description for better tracking.
    Happy open-source contributing!☺️

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github-actions bot commented Nov 9, 2024

Hello @Panchadip-128! Your issue #834 has been closed. Thank you for your contribution!

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