https://github.com/ziatdinovmax/semi-supervised-vae-nanoparticles

Semi-supervised VAE for data with the rotational disorder
https://github.com/ziatdinovmax/semi-supervised-vae-nanoparticles

image-recognition microscopy nanoparticles semi-supervised-learning vae

Last synced: about 1 month ago
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Semi-supervised VAE for data with the rotational disorder

• Host: GitHub
• URL: https://github.com/ziatdinovmax/semi-supervised-vae-nanoparticles
• Owner: ziatdinovmax
• License: mit
• Created: 2021-05-23T22:11:54.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2024-04-13T20:53:18.000Z (9 months ago)
• Last Synced: 2024-10-24T16:35:19.308Z (3 months ago)
• Topics: image-recognition, microscopy, nanoparticles, semi-supervised-learning, vae
• Language: Jupyter Notebook
• Homepage:
• Size: 237 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Semi-Supervised-VAE-nanoparticles

Codes (and data) for reproducing the results of the paper [**Semi-supervised learning of images with strong rotational disorder: assembling nanoparticle libraries, arXiv: 2105.11475**](https://arxiv.org/abs/2105.11475).

***ssrVAE_paper_synthetic.ipynb*** - This notebook demonstrates how to use a variational autoencoder (VAE) in a semi-supervised-setting to generalize from a small subset of labeled data with the weak orientational disorder to a large volume of unlabelled data with a much stronger orientational disorder. [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ziatdinovmax/Semi-Supervised-VAE-nanoparticles/blob/main/ssrVAE_paper_synthetic.ipynb)

***ssrVAE_paper_particles.ipynb*** - Application of semi-supervised variational autoencoder (VAE) with rotational and translational invariances to scanning electron microscopy data from gold nanoparticles. [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ziatdinovmax/Semi-Supervised-VAE-nanoparticles/blob/main/ssrVAE_paper_particles.ipynb)