Setting Up the Mamba Environment：

pip install causal_conv1d  
pip install mamba_ssm  

Installing the BasicSR Library：

python setup.py develop --no_cuda_ext

GTAV-NightRain (Rerendered Version) Dataset link

Night-Rain Dataset link

RealRain-1k Dataset link

Pre-trained model for GTAV-NightRain Dataset: model

Pre-trained model (tiny version) for GTAV-NightRain Dataset: model

Pre-trained model for Night-Rain Dataset: model

Pre-trained model for RealRain-1k Dataset: model

python basicsr/train.py -opt NightDeraining/Options/NDMamba_gtav_nightrain.yml     

cd NightDeraining
python test.py

python eval.py

This code is built upon BasicSR, Restormer, Mamba and MambaIR. Thanks for their work.