https://github.com/nunorc/galaxy-convnet

deep CNN for classification of galaxies
https://github.com/nunorc/galaxy-convnet

astronomy astrophysics cnn-classification deep-learning

Last synced: about 1 month ago
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deep CNN for classification of galaxies

• Host: GitHub
• URL: https://github.com/nunorc/galaxy-convnet
• Owner: nunorc
• Created: 2019-05-12T11:04:07.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2020-06-09T22:27:15.000Z (over 4 years ago)
• Last Synced: 2024-11-05T20:51:57.617Z (3 months ago)
• Topics: astronomy, astrophysics, cnn-classification, deep-learning
• Language: Jupyter Notebook
• Homepage:
• Size: 61.3 MB
• Stars: 4
• Watchers: 3
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        

# Galaxy ConvNet

An exploratory definition of convolutional network for automatic classification

of galaxies, based on visual images. Relevant files in the repository:

* `galaxy-convnet-v2.ipynb`: Python notebook for training the model;

* `galaxy-convnet-v2.h5`: model weights stored in HDF5 format;

* `galaxy-convnet-dataset.ipynb`: Python notebook for creating the dataset;

* `data.tgz`: possible dataset for training and validation, created with the above notebook.

More information about this project available in this blog [post](https://medium.com/@nunorc/galaxies-morphology-classification-using-convolutional-neural-networks-ed5d7d82fbf).

### Acknowledgments

Thanks to Mariana Júlio for her interest in this project that sourced updates and improvements.