Convolutional Neural Network for Car Recognition

A simple convolutional neural network for car recognizer using keras library that achieves over 95% accuracy

Setup:

• Simply pip install -r dependencies.txt or
• Install sklearn using sudo pip install sklearn
• Install keras using sudo pip install keras
• Install skimage using sudo pip install scikit-image

Architecture:

• Conv layer
• ReLU activation
• Pool layer
• Conv layer
• ReLU activation
• Pool layer
• Fully connected layer
• Softmax layer

Execute:

python predict.py for prediction

Keras REST API :

• run the server run_keras_server.py
• Submit a request via cURL curl -X POST -F image=@imagename.jpg 'http://localhost:5000/predict'
• Submita a request via Python python simple_request.py

Result: