jorgemfs / balance

Benchmark in ALgorithmic And Natural data ComprEssion

Benchmark in ALgorithmic And Natural data ComprEssion

INSTALL

Get BALANCE project using:

bash
git https://github.com/jorgeMFS/balance.git
cd balance/

Images

The /Images folder contains 5 subfolders each with 9 images of a Specific Category:

• CA_IMG : Binary cellular automaton arrays created by the python script in /CA_Creator folder.

• CR_IMG : Computed Radiography Images obtained from the NHI repository

• DR_IMG : Diabetic Retinopathy Images from the Kaggle Diabetic Retinopathy Detection Challenge

• NA_IMG : Natural Images Obtained from Microsoft COCO Dataset

• US_IMG:Ultrasound Images from a private dataset.

Results

To see the results of the Benchmark of the images go to the Results/ folder.

/Results

RUN

To replicate results folder use run.sh:

chmod +x run.sh
bash run.sh

To create a graph of Compression of a given image, move to the src/ directory and run run_image.sh:

cd src/
chmod +x run_images.sh
bash run_images.sh Complete/Path/of/the/Image

CA Creation

If you wish to create other Binary cellular automaton arrays or images you may do so by using the file ca.py in the CA_Creator/ folder. Requirments:

• Python 3.6
• Numpy
• matplotlib
• PIL

Warnings:

Although it is possible to run this program with CMIX, by changing the variable USECMIX on src/Compressors.sh and on src/run_images, this action is not recommended unless you have enough computational resources.