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Classify whether an image is of a Spiral or an Elliptical Galaxy using Transfer Learning (Tensorflow)

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thoaivu/galaxy-image-classifier-tensorflow

 
 

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Tensorflow Elliptical vs Sprial Galaxy Image Classifier

This is the repository developed for 'Image Classifier in TensorFlow in 5 Min on YouTube using this CodeLab by Google as a guide.

Scientists can use this classifier to automatically label whether an image taken by telescope is of a Spiral Galaxy or an Elliptical one.

el el

Requirements

Usage

  1. Start the docker image docker run -it -v ~/projects/dump/tf_files/:/tf_files/ gcr.io/tensorflow/tensorflow:latest-devel

  2. Run the label_image script to label the image. python /tf_files/label_image.py <path_to_file>

Results

Accuracy

accuracy

Test Elliptical Galaxy Image

accuracy

Test Spiral Galaxy Image

accuracy

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Classify whether an image is of a Spiral or an Elliptical Galaxy using Transfer Learning (Tensorflow)

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  • Python 100.0%