├── data ├── MULGTWEA_dataset.py ├── __init__.py ├── __pycache__ │ ├── CUTBLURGTRAINVAL01_dataset.cpython-38.pyc │ ├── FUSION_dataset.cpython-38.pyc │ ├── GAMETEST_dataset.cpython-37.pyc │ ├── GTRAIN01_dataset.cpython-36.pyc │ ├── GTRAIN01_dataset.cpython-38.pyc │ ├── GTRAINDEPTHGRAY_dataset.cpython-38.pyc │ ├── GTRAINVAL01FOG_dataset.cpython-38.pyc │ ├── GTRAINVAL01_dataset.cpython-36.pyc │ ├── GTRAINVAL01_dataset.cpython-38.pyc │ ├── GTRAINVALMIX01_dataset.cpython-38.pyc │ ├── GTRAINVAL_dataset.cpython-36.pyc │ ├── GTRAIN_dataset.cpython-36.pyc │ ├── GTRAIN_dataset.cpython-38.pyc │ ├── LITTLEGTRAINVAL01_dataset.cpython-38.pyc │ ├── LITTLEGTRAINVAL_dataset.cpython-36.pyc │ ├── MASKGTRAINVAL01_dataset.cpython-37.pyc │ ├── MASKGTRAINVAL01_dataset.cpython-38.pyc │ ├── MULGTRAIN_dataset.cpython-37.pyc │ ├── MULGTWEA1_dataset.cpython-37.pyc │ ├── MULGTWEA_dataset.cpython-36.pyc │ ├── MULGTWEA_dataset.cpython-37.pyc │ ├── MULGTWEA_dataset.cpython-38.pyc │ ├── MULSTUGTRAIN_dataset.cpython-37.pyc │ ├── MULWEATHERSTREAM_dataset.cpython-36.pyc │ ├── MULWEATHERSTREAM_dataset.cpython-37.pyc │ ├── NORM_dataset.cpython-37.pyc │ ├── RAIN800_dataset.cpython-36.pyc │ ├── RAIN800_dataset.cpython-38.pyc │ ├── RGBWDeNMIX_dataset.cpython-37.pyc │ ├── RGBWDeNMIX_dataset.cpython-38.pyc │ ├── RGBWDeN_dataset.cpython-37.pyc │ ├── RGBWDeN_dataset.cpython-38.pyc │ ├── RGBWMIX_dataset.cpython-38.pyc │ ├── RGBWNL_dataset.cpython-38.pyc │ ├── RGBW_dataset.cpython-38.pyc │ ├── SPADATA_dataset.cpython-36.pyc │ ├── TEST01_dataset.cpython-36.pyc │ ├── TEST01_dataset.cpython-37.pyc │ ├── TEST01_dataset.cpython-38.pyc │ ├── TEST_dataset.cpython-36.pyc │ ├── TMPTEST_dataset.cpython-37.pyc │ ├── WEATHERSTREAM_dataset.cpython-37.pyc │ ├── WTESTGTRAINVAL01_dataset.cpython-38.pyc │ ├── WTESTGTRAIN_dataset.cpython-36.pyc │ ├── WTESTGTRAIN_dataset.cpython-37.pyc │ ├── WTESTGTRAIN_dataset.cpython-38.pyc │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-38.pyc │ ├── __init__.cpython-39.pyc │ ├── base_dataset.cpython-36.pyc │ ├── base_dataset.cpython-37.pyc │ ├── base_dataset.cpython-38.pyc │ ├── base_dataset.cpython-39.pyc │ ├── imlib.cpython-36.pyc │ ├── imlib.cpython-37.pyc │ └── imlib.cpython-38.pyc ├── base_dataset.py └── imlib.py ├── models ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-38.pyc │ ├── __init__.cpython-39.pyc │ ├── base_model.cpython-36.pyc │ ├── base_model.cpython-37.pyc │ ├── base_model.cpython-38.pyc │ ├── base_model.cpython-39.pyc │ ├── bigresunet_model.cpython-38.pyc │ ├── gtrain1_model.cpython-38.pyc │ ├── gtrain2_model.cpython-37.pyc │ ├── gtrain2_model.cpython-38.pyc │ ├── gtrain3_model.cpython-37.pyc │ ├── gtrain4_model.cpython-36.pyc │ ├── gtrain4_model.cpython-37.pyc │ ├── gtrain_model.cpython-36.pyc │ ├── gtrain_model.cpython-37.pyc │ ├── gtrain_model.cpython-38.pyc │ ├── gtrainclip_model.cpython-37.pyc │ ├── gtraindino_model.cpython-37.pyc │ ├── gtraindwt_model.cpython-37.pyc │ ├── gtrainflow_model.cpython-36.pyc │ ├── gtrainflow_model.cpython-37.pyc │ ├── gtrainflow_model.cpython-38.pyc │ ├── gtrainflowgf_model.cpython-37.pyc │ ├── gtrainfre_model.cpython-38.pyc │ ├── gtraingf_model.cpython-37.pyc │ ├── gtrainlarge_model.cpython-38.pyc │ ├── gtrainmask_model.cpython-37.pyc │ ├── gtrainmask_model.cpython-38.pyc │ ├── gtrainselfsu1_model.cpython-38.pyc │ ├── gtrainselfsu_model.cpython-37.pyc │ ├── gtrainselfsu_model.cpython-38.pyc │ ├── gtrainselfsuema_model.cpython-37.pyc │ ├── gtrainselfsumask_model.cpython-37.pyc │ ├── gtrainselfsumask_model.cpython-38.pyc │ ├── gtrainwocon_model.cpython-37.pyc │ ├── klloss.cpython-38.pyc │ ├── local_arch.cpython-37.pyc │ ├── local_arch.cpython-38.pyc │ ├── losses.cpython-36.pyc │ ├── losses.cpython-37.pyc │ ├── losses.cpython-38.pyc │ ├── multiencgtrain1_model.cpython-37.pyc │ ├── multiencgtrain21_model.cpython-37.pyc │ ├── multiencgtrain2_model.cpython-36.pyc │ ├── multiencgtrain2_model.cpython-37.pyc │ ├── multiencgtrain3_model.cpython-37.pyc │ ├── multiencgtrain_model.cpython-37.pyc │ ├── multiencgtrainselfsu1_model.cpython-37.pyc │ ├── multiencgtrainselfsu2_model.cpython-37.pyc │ ├── multiencgtrainselfsu_model.cpython-37.pyc │ ├── multiencgtrainsemisu_model.cpython-37.pyc │ ├── multigtrain_model.cpython-37.pyc │ ├── multistugtrain_model.cpython-37.pyc │ ├── multiuniencgtrain2_model.cpython-37.pyc │ ├── naf11_model.cpython-38.pyc │ ├── naf2_model.cpython-38.pyc │ ├── naf2test_model.cpython-38.pyc │ ├── naf3_model.cpython-38.pyc │ ├── naf4_model.cpython-38.pyc │ ├── naf_model.cpython-38.pyc │ ├── nafm_model.cpython-38.pyc │ ├── nafmlittle_model.cpython-38.pyc │ ├── nafp1_model.cpython-38.pyc │ ├── nafp21_model.cpython-38.pyc │ ├── nafp22_model.cpython-38.pyc │ ├── nafp2_model.cpython-38.pyc │ ├── nafp2test_model.cpython-38.pyc │ ├── nafres_model.cpython-37.pyc │ ├── nafres_model.cpython-38.pyc │ ├── networks.cpython-36.pyc │ ├── networks.cpython-37.pyc │ ├── networks.cpython-38.pyc │ ├── networks.cpython-39.pyc │ ├── physical_model.cpython-38.pyc │ ├── rcan2_model.cpython-38.pyc │ ├── rcan3_model.cpython-38.pyc │ ├── rcan_model.cpython-38.pyc │ ├── rcanbase_model.cpython-38.pyc │ ├── realunet_model.cpython-36.pyc │ ├── restormer2_model.cpython-38.pyc │ ├── restormernaf_model.cpython-38.pyc │ ├── resunet_model.cpython-36.pyc │ ├── resunet_model.cpython-38.pyc │ ├── spdnet_model.cpython-38.pyc │ ├── unet1_model.cpython-36.pyc │ ├── unet2_model.cpython-36.pyc │ ├── unet3_model.cpython-36.pyc │ ├── unet4_model.cpython-38.pyc │ ├── unet5_model.cpython-38.pyc │ ├── unet6_model.cpython-37.pyc │ ├── unet6_model.cpython-38.pyc │ ├── unet7_model.cpython-38.pyc │ ├── unet_model.cpython-36.pyc │ ├── unet_model.cpython-38.pyc │ ├── unetdepth_model.cpython-38.pyc │ ├── unetdwt_model.cpython-36.pyc │ ├── unetdwt_model.cpython-37.pyc │ ├── unetema1_model.cpython-38.pyc │ ├── unetema_model.cpython-36.pyc │ ├── unetema_model.cpython-38.pyc │ ├── unetemagf_model.cpython-38.pyc │ ├── unetf1f21_model.cpython-38.pyc │ ├── unetf1f2_model.cpython-38.pyc │ ├── unetgan_model.cpython-36.pyc │ ├── unetgf_model.cpython-36.pyc │ ├── unetmultires_model.cpython-38.pyc │ ├── unetresidue_model.cpython-36.pyc │ └── utils.cpython-38.pyc ├── base_model.py ├── losses.py ├── multiencgtrain2_model.py ├── multiencgtrainselfsu_model.py ├── networks.py └── utils.py ├── options ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-38.pyc │ ├── __init__.cpython-39.pyc │ ├── base_options.cpython-36.pyc │ ├── base_options.cpython-37.pyc │ ├── base_options.cpython-38.pyc │ ├── base_options.cpython-39.pyc │ ├── test_options.cpython-36.pyc │ ├── test_options.cpython-37.pyc │ ├── test_options.cpython-38.pyc │ ├── train_options.cpython-36.pyc │ ├── train_options.cpython-37.pyc │ ├── train_options.cpython-38.pyc │ └── train_options.cpython-39.pyc ├── base_options.py ├── test_options.py └── train_options.py ├── readme.md ├── scripts_eval └── eval_unet1.sh ├── scripts_train └── train_unet.sh ├── test.py ├── train.py └── util ├── __init__.py ├── __pycache__ ├── __init__.cpython-36.pyc ├── __init__.cpython-37.pyc ├── __init__.cpython-38.pyc ├── __init__.cpython-39.pyc ├── data_aug.cpython-36.pyc ├── data_aug.cpython-37.pyc ├── data_aug.cpython-38.pyc ├── rain_mask_aug.cpython-36.pyc ├── rain_mask_aug.cpython-37.pyc ├── rain_mask_aug.cpython-38.pyc ├── rgbten2bgrimg.cpython-38.pyc ├── rotation_data_aug.cpython-36.pyc ├── rotation_data_aug.cpython-37.pyc ├── rotation_data_aug.cpython-38.pyc ├── snow_mask_aug.cpython-36.pyc ├── snow_mask_aug.cpython-37.pyc ├── snow_mask_aug.cpython-38.pyc ├── util.cpython-36.pyc ├── util.cpython-37.pyc ├── util.cpython-38.pyc ├── util.cpython-39.pyc ├── visualizer.cpython-36.pyc ├── visualizer.cpython-37.pyc ├── visualizer.cpython-38.pyc └── visualizer.cpython-39.pyc ├── 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