README.md

Image Compression Using Deep Learning

Final Project for EC500K1 - Deep Learning Course

Contributors

Ozan Tezcan

Kubra Cilingir

Sivaramakrishnan Sankarapandian

Dependencies

• Python 3.6.0
• Tensorflow 1
• Numpy
• Scikit Image

Description

In this project, we investigated different types of neural networks on the image compression problem. We divide the problem into two parts

1. Lossless Compression

We used a MLP based predictive coding for the lossless compression. Details of the algorithm can be found in the report

The codes and instructions on how to run can be found in MLP_lossless

2. Lossy Compression

For the lossy compresison, we tried three different architectures. Details,results and some exmaples of all of them can be found in the report The codes and instructions on how to run can be found in the following folders

• Autoencoders
• GAN
• GAN-AE