tensorflow-night-heron-classifier

Classify a malayan night heron and a night heron.

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Tensorflow Malayan Night Heron and Night Heron 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 a bird image is of a Malayan Night Heron or of a Night Heron.

So the bird on the top is a malayan night heron and the bottom is night heron.

Requirements

Usage

  1. Start the docker image docker run -it -v <absolute_path_to_this_directory>:/tf_files/ gcr.io/tensorflow/tensorflow:latest-devel

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

Results

Accuracy

Final test accuracy = 76.4%

Test Images

Malayan Night Heron 1

  • malayan night heron (score = 0.78996)
  • night heron (score = 0.21004)

Malayan Night Heron 2

  • malayan night heron (score = 0.99932)
  • night heron (score = 0.00068)

Night Heron

  • night heron (score = 0.94634)
  • malayan night heron (score = 0.05366)
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