CNN Image Classifier

Overview

A Simple Deep Neural Network to classify images made with Keras. This supports binary and multiclass classification.

Requirements

• Keras = 2.x (TensorFlow backend)
• Numpy = 1.x

Usage

First, collect training and validation data and deploy it like this(for multiclass classification),

./data/
  train/
    pizza/
      pizza1.jpg
      pizza2.jpg
      ...
    poodle/
      poodle1.jpg
      poodle2.jpg
      ...
    rose/
      rose1.jpg
      rose2.jpg
      ...
  validation/
    pizza/
      pizza1.jpg
      pizza2.jpg
      ...
    poodle/
      poodle1.jpg
      poodle2.jpg
      ...
    rose/
      rose1.jpg
      rose2.jpg
      ...

and then run train script.

python src/train-multiclass.py

Train script makes model and weights file to ./output/.

To test another images, run

python src/predict-multiclass.py

After training, you'll have tensorboard log in ./tf-log/ So you can see the result

tensorboard --logdir=./tf-log