https://github.com/chihchengliang/tensorflow-night-heron-classifier

Classify a malayan night heron and a night heron.
https://github.com/chihchengliang/tensorflow-night-heron-classifier

Last synced: 3 months ago
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Classify a malayan night heron and a night heron.

• Host: GitHub
• URL: https://github.com/chihchengliang/tensorflow-night-heron-classifier
• Owner: ChihChengLiang
• Created: 2016-09-19T03:08:23.000Z (over 8 years ago)
• Default Branch: master
• Last Pushed: 2016-09-19T03:46:14.000Z (over 8 years ago)
• Last Synced: 2024-10-03T12:38:36.467Z (3 months ago)
• Language: Python
• Size: 82.3 MB
• Stars: 35
• Watchers: 2
• Forks: 10
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Tensorflow Malayan Night Heron and Night Heron Image Classifier

This is the repository developed for 'Image Classifier in TensorFlow in 5 Min on [YouTube](https://youtu.be/QfNvhPx5Px8) using this [CodeLab](https://codelabs.developers.google.com/codelabs/tensorflow-for-poets/?utm_campaign=chrome_series_machinelearning_063016&utm_source=gdev&utm_medium=yt-desc#0) 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.

![](img/malayan_1.jpg)

![](img/night_heron_1.jpg)

## Requirements

* [docker](https://www.docker.com/products/docker-toolbox)

## Usage 

1. Start the docker image `docker run -it -v :/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 `

## Results

### Accuracy

Final test accuracy = 76.4%

### Test Images

#### Malayan Night Heron 1

![](img/malayan_1.jpg)

- malayan night heron (score = 0.78996)

- night heron (score = 0.21004)

#### Malayan Night Heron 2

![](img/malayan_2.jpg)

- malayan night heron (score = 0.99932)

- night heron (score = 0.00068)

#### Night Heron

![](img/night_heron_1.jpg)

- night heron (score = 0.94634)

- malayan night heron (score = 0.05366)