Syntesis images noise detection using CNN approach

2 Ramas

Jérôme BUISINE 19d5f63345 Update of project and script		hace 5 años
modules	19d5f63345 Update of project and script	hace 5 años
.gitignore	19d5f63345 Update of project and script	hace 5 años
LICENSE	f80a4942e7 Creation of dataset file script added	hace 5 años
README.md	19d5f63345 Update of project and script	hace 5 años
RESULTS.md	2c8ad26c6b Add of model using SVD of images	hace 6 años
generate_dataset.py	8bd0bd342b Add of CNN model and run script	hace 5 años
generate_reconstructed_data.py	f80a4942e7 Creation of dataset file script added	hace 5 años
preprocessing_functions.py	f80a4942e7 Creation of dataset file script added	hace 5 años
requirements.txt	153ef98eae Update code with use of IPFML package	hace 6 años
run.sh	19d5f63345 Update of project and script	hace 5 años
train_model.py	19d5f63345 Update of project and script	hace 5 años

Noise detection project

Requirements

pip install -r requirements.txt

Generate reconstructed data from specific method of reconstruction (run only once time or clean data folder before):

python generate_reconstructed_data.py -h

Generate custom dataset from one reconstructed method or multiples (implemented later)

python generate_dataset.py -h

This project contains modules:

modules/utils/config.py: Store all configuration information about the project and dataset information
modules/utils/data.py: Usefull methods used for data generation

All these modules will be enhanced during development of the project