Self-Supervised Poisson-Gaussian Denoising

Code for our paper "Self-Supervised Poisson-Gaussian Denoising".

Dependencies

• Python 3.6
• Tensorflow
• scikit-image
• Keras
• tqdm

Dataset download

bash download_fmd.sh

Training

To train various models on the Confocal Mice dataset:

python train_fmd.py --path ./dataset --dataset Confocal_MICE --mode uncalib ;
python train_fmd.py --path ./dataset --dataset Confocal_MICE --mode poissongaussian --reg 1 ;

To test the trained models:

python test_fmd.py --path ./dataset --dataset Confocal_MICE --mode uncalib ; 
python test_fmd.py --path ./dataset --dataset Confocal_MICE --mode poissongaussian --reg 1 ;