111111xiao / MDR

Deep CNN for multi-digit classification using Tensorflow

CNN for multi-digit recognition

This project refers to the image recognition with convolutional neural network. More specifically I have worked on recognition arbitrary multi-digit numbers obtained from The Street View House Numbers (SVHN) Dataset.

How to run

1. Downoald and extract data:

python load_data.py

2. Training:

python train.py

3. Examples:

python examples.py

Prerequisites

python 2.7
tensorflow
numpy
scipy
matplotlib

Examples

References

1. Ian J. Goodfellow, Yaroslav Bulatov, Julian Ibarz, Sacha Arnoud, and Vinay Shet (2013). Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks. arXiv:1312.6082
2. The Street View House Numbers (SVHN) Dataset