├── DRBN_SKF ├── README.md ├── README_baseline.md ├── ckpt │ ├── LOL-DRBN-SKF │ │ └── __init__.py │ └── LOLv2-DRBN-SKF │ │ └── __init__.py ├── environment.yaml ├── experiment │ └── your_result_dir │ │ ├── config.txt │ │ ├── log.txt │ │ └── results │ │ ├── Epoch1_111_x4_HR_Pred.png │ │ ├── Epoch1_146_x4_HR_Pred.png │ │ ├── Epoch1_179_x4_HR_Pred.png │ │ ├── Epoch1_1_x4_HR_Pred.png │ │ ├── Epoch1_22_x4_HR_Pred.png │ │ ├── Epoch1_23_x4_HR_Pred.png │ │ ├── Epoch1_493_x4_HR_Pred.png │ │ ├── Epoch1_547_x4_HR_Pred.png │ │ ├── Epoch1_55_x4_HR_Pred.png │ │ ├── Epoch1_665_x4_HR_Pred.png │ │ ├── Epoch1_669_x4_HR_Pred.png │ │ ├── Epoch1_748_x4_HR_Pred.png │ │ ├── Epoch1_778_x4_HR_Pred.png │ │ ├── Epoch1_780_x4_HR_Pred.png │ │ └── Epoch1_79_x4_HR_Pred.png ├── init.py └── src │ ├── data │ ├── __init__.py │ ├── benchmark.py │ ├── common.py │ ├── demo.py │ ├── div2k.py │ ├── lowlight.py │ ├── lowlighttest.py │ ├── normaldata.py │ ├── rainheavy.py │ ├── rainlighttest.py │ └── srdata.py │ ├── dataloader.py │ ├── evaluation.py │ ├── hrseg │ ├── hrseg_lib │ │ ├── config │ │ │ ├── __init__.py │ │ │ ├── default.py │ │ │ ├── hrnet_config.py │ │ │ └── models.py │ │ ├── core │ │ │ ├── criterion.py │ │ │ └── function.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── base_dataset.py │ │ │ └── pascal_ctx.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── bn_helper.py │ │ │ ├── hrnet.py │ │ │ ├── seg_hrnet.py │ │ │ ├── seg_hrnet_ocr.py │ │ │ └── sync_bn │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ └── inplace_abn │ │ │ │ ├── __init__.py │ │ │ │ ├── bn.py │ │ │ │ ├── functions.py │ │ │ │ └── src │ │ │ │ ├── common.h │ │ │ │ ├── inplace_abn.cpp │ │ │ │ ├── inplace_abn.h │ │ │ │ ├── inplace_abn_cpu.cpp │ │ │ │ └── inplace_abn_cuda.cu │ │ ├── pascal_ctx │ │ │ ├── seg_hrnet_ocr_w48_cls60_520x520_sgd_lr1e-3_wd1e-4_bs_16_epoch200.yaml │ │ │ ├── seg_hrnet_w48_cls59_480x480_sgd_lr4e-3_wd1e-4_bs_16_epoch200.yaml │ │ │ ├── seg_hrnet_w48_cls59_520x520_sgd_lr1e-3_wd1e-4_bs_16_epoch200.yaml │ │ │ └── seg_hrnet_w48_cls59_520x520_sgd_lr1e-3_wd1e-4_bs_16_epoch200_paddle.yaml │ │ └── utils │ │ │ ├── distributed.py │ │ │ ├── modelsummary.py │ │ │ └── utils.py │ └── hrseg_model.py │ ├── loss │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── myloss.cpython-37.pyc │ ├── adversarial.py │ ├── discriminator.py │ ├── myloss.py │ └── vgg.py │ ├── main_test.py │ ├── main_train.py │ ├── model │ ├── D_Net.py │ ├── Fuseblock.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── D_Net.cpython-37.pyc │ │ ├── Fuseblock.cpython-37.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── common.cpython-37.pyc │ │ ├── drbn.cpython-37.pyc │ │ └── my_gelu.cpython-37.pyc │ ├── common.py │ ├── ddbpn.py │ ├── drbn.py │ ├── edsr.py │ ├── mdsr.py │ ├── my_gelu.py │ ├── rcan.py │ ├── sm.py │ └── wave_rdn.py │ ├── option.py │ ├── pytorch_ssim │ └── __init__.py │ ├── requirements.txt │ ├── template.py │ ├── test.sh │ ├── train_seg_hist_fuse.sh │ ├── trainer_seg_hist_fuse.py │ └── utility.py ├── LICENSE ├── LLFlow_SKF ├── README.md ├── README_baseline.md ├── ckpt │ ├── LOL-LLFlow-SKF │ │ └── __init__.py │ └── LOLv2-LLFlow-SKF │ │ └── __init__.py ├── code │ ├── Measure.py │ ├── confs │ │ ├── LOL-L-SKF.yml │ │ ├── LOL-S-SKF.yml │ │ ├── LOLv2-L-SKF.yml │ │ └── LOLv2-S-SKF.yml │ ├── data │ │ ├── LoL_dataset.py │ │ └── __init__.py │ ├── hrseg │ │ ├── hrseg_lib │ │ │ ├── config │ │ │ │ ├── __init__.py │ │ │ │ ├── default.py │ │ │ │ ├── hrnet_config.py │ │ │ │ └── models.py │ │ │ ├── core │ │ │ │ ├── criterion.py │ │ │ │ └── function.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── base_dataset.py │ │ │ │ ├── cityscapes.py │ │ │ │ └── pascal_ctx.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── bn_helper.py │ │ │ │ ├── hrnet.py │ │ │ │ ├── seg_hrnet.py │ │ │ │ ├── seg_hrnet_ocr.py │ │ │ │ └── sync_bn │ │ │ │ │ ├── LICENSE │ │ │ │ │ └── __init__.py │ │ │ ├── pascal_ctx │ │ │ │ ├── seg_hrnet_ocr_w48_cls60_520x520_sgd_lr1e-3_wd1e-4_bs_16_epoch200.yaml │ │ │ │ ├── seg_hrnet_w48_cls59_480x480_sgd_lr4e-3_wd1e-4_bs_16_epoch200.yaml │ │ │ │ ├── seg_hrnet_w48_cls59_520x520_sgd_lr1e-3_wd1e-4_bs_16_epoch200.yaml │ │ │ │ └── seg_hrnet_w48_cls59_520x520_sgd_lr1e-3_wd1e-4_bs_16_epoch200_paddle.yaml │ │ │ └── utils │ │ │ │ ├── distributed.py │ │ │ │ ├── modelsummary.py │ │ │ │ └── utils.py │ │ └── hrseg_model.py │ ├── imresize.py │ ├── models │ │ ├── LLFlow_model.py │ │ ├── __init__.py │ │ ├── base_model.py │ │ ├── lr_scheduler.py │ │ ├── modules │ │ │ ├── ConditionEncoder.py │ │ │ ├── FlowActNorms.py │ │ │ ├── FlowAffineCouplingsAblation.py │ │ │ ├── FlowStep.py │ │ │ ├── FlowUpsamplerNet.py │ │ │ ├── Fuse_Block.py │ │ │ ├── LLFlow_arch.py │ │ │ ├── LLFlow_noattblk_arch.py │ │ │ ├── LLFlow_pc_small_arch.py │ │ │ ├── PSA.py │ │ │ ├── Permutations.py │ │ │ ├── RRDBNet_arch.py │ │ │ ├── Split.py │ │ │ ├── __init__.py │ │ │ ├── base_layers.py │ │ │ ├── color_encoder.py │ │ │ ├── flow.py │ │ │ ├── glow_arch.py │ │ │ ├── loss.py │ │ │ ├── module_util.py │ │ │ └── thops.py │ │ └── networks.py │ ├── options │ │ ├── __init__.py │ │ └── options.py │ ├── requirements.txt │ ├── test.py │ ├── test_unpaired.py │ ├── train.py │ └── utils │ │ ├── __init__.py │ │ ├── timer.py │ │ └── util.py ├── environment.yaml ├── images │ ├── Input_778-Reference_778.png │ ├── cost.png │ └── framework.png ├── init.py └── results │ └── LOL-S-SKF_results │ └── 000 │ ├── 1.png │ ├── 111.png │ ├── 146.png │ ├── 179.png │ ├── 22.png │ ├── 23.png │ ├── 493.png │ ├── 547.png │ ├── 55.png │ ├── 665.png │ ├── 669.png │ ├── 748.png │ ├── 778.png │ ├── 780.png │ └── 79.png ├── README.md ├── SNR_SKF ├── README.md ├── README_baseline.md ├── data │ ├── __init__.py │ ├── data_sampler.py │ ├── dataset_LOLv1.py │ ├── dataset_LOLv2_real.py │ ├── dataset_LOLv2_synthetic.py │ ├── dataset_SDSD_test.py │ ├── dataset_SDSD_train.py │ ├── dataset_SID.py │ ├── dataset_SMID_test.py │ ├── dataset_SMID_train.py │ └── util.py ├── environment.yaml ├── evaluation.py ├── experiments │ └── init.py ├── figure │ └── framework.png ├── init.py ├── models │ ├── D_Net.py │ ├── Fuse_Block.py │ ├── Video_base_model3.py │ ├── Video_base_model4.py │ ├── Video_base_model4_m.py │ ├── __init__.py │ ├── archs │ │ ├── Fuse_Block.py │ │ ├── __init__.py │ │ ├── arch_util.py │ │ ├── low_light_transformer.py │ │ ├── low_light_transformer_seg.py │ │ ├── low_light_transformer_seg_128.py │ │ └── transformer │ │ │ ├── Constants.py │ │ │ ├── Layers.py │ │ │ ├── Models.py │ │ │ ├── Modules.py │ │ │ ├── Optim.py │ │ │ ├── SubLayers.py │ │ │ ├── Translator.py │ │ │ └── __init__.py │ ├── base_model.py │ ├── hrseg_lib │ │ ├── config │ │ │ ├── __init__.py │ │ │ ├── default.py │ │ │ ├── hrnet_config.py │ │ │ └── models.py │ │ ├── core │ │ │ ├── criterion.py │ │ │ └── function.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── base_dataset.py │ │ │ └── pascal_ctx.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── bn_helper.py │ │ │ ├── hrnet.py │ │ │ ├── seg_hrnet.py │ │ │ ├── seg_hrnet_ocr.py │ │ │ └── sync_bn │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ └── inplace_abn │ │ │ │ ├── __init__.py │ │ │ │ ├── bn.py │ │ │ │ ├── functions.py │ │ │ │ └── src │ │ │ │ ├── common.h │ │ │ │ ├── inplace_abn.cpp │ │ │ │ ├── inplace_abn.h │ │ │ │ ├── inplace_abn_cpu.cpp │ │ │ │ └── inplace_abn_cuda.cu │ │ ├── pascal_ctx │ │ │ ├── seg_hrnet_w48_cls59_480x480_sgd_lr4e-3_wd1e-4_bs_16_epoch200.yaml │ │ │ └── seg_hrnet_w48_cls60_480x480_sgd_lr4e-3_wd1e-4_bs_16_epoch200.yaml │ │ └── utils │ │ │ ├── distributed.py │ │ │ ├── modelsummary.py │ │ │ └── utils.py │ ├── hrseg_model.py │ ├── loss.py │ ├── lr_scheduler.py │ └── networks.py ├── options │ ├── __init__.py │ ├── options.py │ ├── test │ │ ├── LOLv1_SKF.yml │ │ └── LOLv2_SKF.yml │ └── train │ │ ├── LOLv1_SKF.yml │ │ └── LOLv2_SKF.yml ├── pretrain_model │ └── init.py ├── results │ └── init.py ├── test.py ├── train.py └── utils │ ├── __init__.py │ └── util.py └── images ├── Motivation.png ├── framework.png └── init.py /DRBN_SKF/README.md: 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