├── LICENSE ├── README.md ├── configs ├── PVDD_pvdd0815_02_charbo_bs1_pvdd_model.yaml ├── PVDD_pvdd0815_02_charbo_bs1_pvdd_raw_model.yaml ├── PVDD_pvdd0815_02_level_charbo_bs1_pvdd_model.yaml ├── PVDD_pvdd0815_02_level_charbo_bs1_pvdd_raw_model.yaml ├── PVDD_pvdd0815_charbo_bs1_crvd_model.yaml └── PVDD_pvdd0815_charbo_bs1_davis_model.yaml ├── convert_np.py ├── datasets ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-38.pyc │ ├── base.cpython-36.pyc │ ├── base.cpython-38.pyc │ ├── collate.cpython-36.pyc │ ├── collate.cpython-38.pyc │ ├── facesr_dataset.cpython-36.pyc │ ├── facesr_dataset.cpython-38.pyc │ ├── image_dataset.cpython-36.pyc │ ├── image_dataset.cpython-38.pyc │ ├── video_crvd_dataset.cpython-36.pyc │ ├── video_dataset.cpython-36.pyc │ ├── video_dataset.cpython-38.pyc │ ├── video_davis_dataset.cpython-36.pyc │ ├── video_joint_dataset.cpython-36.pyc │ ├── video_joint_dataset.cpython-38.pyc │ └── video_raw_dataset.cpython-36.pyc ├── augmentations │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── hd_crop.cpython-36.pyc │ │ ├── hd_crop.cpython-38.pyc │ │ ├── img_utils.cpython-36.pyc │ │ ├── img_utils.cpython-38.pyc │ │ ├── rotation.cpython-36.pyc │ │ └── rotation.cpython-38.pyc │ ├── img_utils.py │ └── rotation.py ├── base.py ├── collate.py ├── distortion │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── base.cpython-36.pyc │ │ ├── base.cpython-38.pyc │ │ ├── dasr_degradations.cpython-36.pyc │ │ ├── dasr_degradations.cpython-38.pyc │ │ ├── general_distortion.cpython-36.pyc │ │ ├── general_distortion.cpython-38.pyc │ │ ├── hd_distortion.cpython-36.pyc │ │ ├── hd_distortion.cpython-38.pyc │ │ ├── realesrgan_degradations.cpython-36.pyc │ │ ├── realesrgan_degradations.cpython-38.pyc │ │ ├── video_degradations.cpython-36.pyc │ │ ├── video_degradations.cpython-38.pyc │ │ ├── video_general_distortion.cpython-36.pyc │ │ ├── video_general_distortion.cpython-38.pyc │ │ ├── video_realnoise_degradations.cpython-36.pyc │ │ └── video_realnoise_degradations.cpython-38.pyc │ └── base.py ├── image_dataset.py ├── video_crvd_dataset.py ├── video_dataset.py ├── video_davis_dataset.py ├── video_joint_dataset.py └── video_raw_dataset.py ├── models ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ └── __init__.cpython-38.pyc ├── layers.py ├── losses │ ├── __init__.py │ ├── base.py │ ├── distill_loss.py │ ├── gan_loss.py │ ├── loss.py │ └── utils │ │ ├── cx_distance.py │ │ ├── cx_modules.py │ │ ├── pytorch_spl_loss.py │ │ ├── radialProfile.py │ │ └── utils.py ├── metrics │ └── metric.py ├── modules │ ├── DCNv2 │ │ ├── LICENSE │ │ ├── README.md │ │ ├── __init__.py │ │ ├── dcn_v2.py │ │ ├── make.sh │ │ ├── setup.py │ │ └── src │ │ │ ├── cpu │ │ │ ├── dcn_v2_cpu.cpp │ │ │ └── vision.h │ │ │ ├── cuda │ │ │ ├── dcn_v2_cuda.cu │ │ │ ├── dcn_v2_im2col_cuda.cu │ │ │ ├── dcn_v2_im2col_cuda.h │ │ │ ├── dcn_v2_psroi_pooling_cuda.cu │ │ │ └── vision.h │ │ │ ├── dcn_v2.h │ │ │ └── vision.cpp │ ├── __init__.py │ ├── cbam.py │ ├── cc_attention.py │ ├── convlstm.py │ ├── deform_conv.py │ ├── droppath.py │ ├── dual_attention.py │ ├── layers.py │ ├── modules.py │ ├── op │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── fused_act.cpython-36.pyc │ │ │ ├── fused_act.cpython-38.pyc │ │ │ ├── op_native.cpython-36.pyc │ │ │ ├── op_native.cpython-38.pyc │ │ │ ├── upfirdn2d.cpython-36.pyc │ │ │ └── upfirdn2d.cpython-38.pyc │ │ ├── dcn │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── deformable_conv.cpython-36.pyc │ │ │ │ └── deformable_conv.cpython-38.pyc │ │ │ ├── deformable_conv.py │ │ │ └── src │ │ │ │ ├── deform_conv_cuda.cpp │ │ │ │ ├── deform_conv_cuda_kernel.cu │ │ │ │ └── deform_conv_ext.cpp │ │ ├── fused_act.py │ │ ├── fused_bias_act.cpp │ │ ├── fused_bias_act_kernel.cu │ │ ├── op_native.py │ │ ├── upfirdn2d.cpp │ │ ├── upfirdn2d.py │ │ └── upfirdn2d_kernel.cu │ ├── pixelshuffle_module.py │ ├── replace_modules.py │ └── stylegan_modules.py ├── networks │ ├── DCNv2.egg-info │ │ ├── PKG-INFO │ │ ├── SOURCES.txt │ │ ├── dependency_links.txt │ │ └── top_level.txt │ ├── EDVR_arch.py │ ├── EDVR_arch_RAW_net.py │ ├── EDVR_arch_net.py │ ├── EMVD.py │ ├── EMVD_no_level_net.py │ ├── __init__.py │ ├── _ext.cpython-36m-x86_64-linux-gnu.so │ ├── arch_util.py │ ├── auxiliary_functions.py │ ├── base.py │ ├── basicvsr_net.py │ ├── basicvsrpp_net.py │ ├── build │ │ ├── lib.linux-x86_64-3.6 │ │ │ └── _ext.cpython-36m-x86_64-linux-gnu.so │ │ └── temp.linux-x86_64-3.6 │ │ │ ├── build.ninja │ │ │ └── home │ │ │ └── SENSETIME │ │ │ └── yuyitong │ │ │ └── 下载 │ │ │ └── DCNv2-master │ │ │ └── src │ │ │ ├── cpu │ │ │ ├── dcn_v2_cpu.o │ │ │ ├── dcn_v2_im2col_cpu.o │ │ │ └── dcn_v2_psroi_pooling_cpu.o │ │ │ ├── cuda │ │ │ ├── dcn_v2_cuda.o │ │ │ ├── dcn_v2_im2col_cuda.o │ │ │ └── dcn_v2_psroi_pooling_cuda.o │ │ │ └── vision.o │ ├── dcn_v2.py │ ├── deform_conv.py │ ├── discriminators │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── residual_net.cpython-36.pyc │ │ │ ├── residual_net.cpython-38.pyc │ │ │ ├── stylegan2_net.cpython-36.pyc │ │ │ ├── stylegan2_net.cpython-38.pyc │ │ │ ├── unetd.cpython-36.pyc │ │ │ └── unetd.cpython-38.pyc │ │ ├── residual_net.py │ │ ├── stylegan2_net.py │ │ └── unetd.py │ ├── efficient_net.py │ ├── models_cnn_RAW_net.py │ ├── models_cnn_net.py │ ├── models_level_RAW.py │ ├── models_level_net.py │ ├── models_no_level_RAW_net.py │ ├── models_no_level_net.py │ ├── models_rvidenet_raw_net.py │ ├── models_rvidenet_srgb_net.py │ ├── pacnet.py │ ├── pvdd0815_level_net.py │ ├── pvdd0815_net.py │ ├── realbasicvsr_net.py │ ├── spynet.py │ ├── src │ │ ├── cpu │ │ │ ├── dcn_v2_cpu.cpp │ │ │ ├── dcn_v2_im2col_cpu.cpp │ │ │ ├── dcn_v2_im2col_cpu.h │ │ │ ├── dcn_v2_psroi_pooling_cpu.cpp │ │ │ └── vision.h │ │ ├── cuda │ │ │ ├── dcn_v2_cuda.cu │ │ │ ├── dcn_v2_im2col_cuda.cu │ │ │ ├── dcn_v2_im2col_cuda.h │ │ │ ├── dcn_v2_psroi_pooling_cuda.cu │ │ │ └── vision.h │ │ ├── dcn_v2.h │ │ └── vision.cpp │ ├── vrts_net.py │ └── warpnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── warp_net.cpython-36.pyc │ │ └── warp_net.cpython-38.pyc │ │ ├── ckpts │ │ ├── 512 │ │ │ ├── improve │ │ │ │ └── warpnet-epoch-8.pkl │ │ │ ├── warpnet-epoch-6.pkl │ │ │ └── warpnet-epoch-8.pkl │ │ └── warpnet-epoch-10.pkl │ │ └── warp_net.py ├── optimizers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── __init__.cpython-38.pyc │ └── base.py ├── restorers │ ├── __init__.py │ ├── base.py │ ├── basic_window_model.py │ ├── basicsr_model.py │ ├── basicvsr_level_model.py │ ├── basicvsr_model.py │ ├── facesr_model.py │ ├── realvsr_model.py │ ├── val_window_model.py │ └── video_base_model.py └── utils │ ├── __pycache__ │ ├── diffaugment.cpython-36.pyc │ ├── diffaugment.cpython-38.pyc │ ├── distill_gt.cpython-36.pyc │ ├── distill_gt.cpython-38.pyc │ ├── util.cpython-36.pyc │ ├── util.cpython-38.pyc │ ├── vggface.cpython-36.pyc │ ├── vggface.cpython-38.pyc │ ├── warp.cpython-36.pyc │ └── warp.cpython-38.pyc │ ├── diffaugment.py │ ├── distill_gt.py │ ├── util.py │ ├── vggface.py │ └── warp.py ├── netwrok_profile.py ├── runners ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-38.pyc │ ├── basic_runner.cpython-36.pyc │ ├── basic_runner.cpython-38.pyc │ ├── facesr_runner.cpython-36.pyc │ ├── facesr_runner.cpython-38.pyc │ ├── video_runner.cpython-36.pyc │ └── video_runner.cpython-38.pyc ├── basic_runner.py └── video_runner.py ├── sbatch_run.sh ├── scripts ├── local_run.sh ├── server_dist_run.sh ├── server_run.sh └── server_test_run.sh ├── synthetic_generator ├── batch_generate.py ├── dngextract.py ├── exif_data_formats.py ├── exif_utils.py ├── noiseLevel.txt ├── pipeline.py └── pipeline_utils.py ├── test_video_crvd_server.py ├── test_video_crvd_window_server.py ├── test_video_davis_server.py ├── test_video_davis_window_server.py ├── test_video_poc_window_server.py ├── test_video_pvdd_level_raw_server.py ├── test_video_pvdd_level_server.py ├── test_video_pvdd_level_window_raw_server.py ├── test_video_pvdd_level_window_server.py ├── test_video_pvdd_raw_server.py ├── test_video_pvdd_server.py ├── test_video_pvdd_window_raw_server.py ├── test_video_pvdd_window_server.py ├── test_video_simple_server.py ├── train.py └── utils ├── __pycache__ ├── dist_parallel.cpython-36.pyc ├── dist_parallel.cpython-38.pyc ├── facial_parse_tools.cpython-36.pyc ├── facial_parse_tools.cpython-38.pyc ├── img_utils.cpython-36.pyc ├── img_utils.cpython-38.pyc ├── registry.cpython-36.pyc ├── registry.cpython-38.pyc ├── singleton.cpython-36.pyc ├── singleton.cpython-38.pyc ├── test_utils.cpython-36.pyc ├── 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