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Handwritten Digit Recognition WebApp using TensorFlow and Flask.

Python 48.80% HTML 10.38% CSS 3.42% JavaScript 37.41%

cnn-digit-recognition-tensorflow's Introduction

Digit Recognition WebApp by CNN using TensorFlow and Flask

A Flask WebApp for Handwritten digit recognition using Convolution Neural Network.
Demo Site : http://naikon.server-on.net/DigitRecognition/

Digit Recognition

Specific

Neural Network

  • Two Convolution - MaxPooling layer
  • Softmax loss
  • Adam Optimizer
  • Dropout
  • Automatic Centering the Input Digit
  • 99% of accuracy at MNIST test images

Web Application

  • Flask for backbone (The Demo Site consists of Nginx + uWSGI)
  • d3.js for bar graph

Requirement

  • Python 3.6
  • TensorFlow 1.9
  • Flask
  • NumPy
  • PIL(pillow)

Usage

  • Training Model

    - python3 train.py

  • Run WebApp

    - python3 server.py
  ->access to localhost:5000

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