├── .gitignore ├── .idea ├── .gitignore ├── TimeLens-XL.iml ├── inspectionProfiles │ └── profiles_settings.xml ├── misc.xml ├── modules.xml └── vcs.xml ├── README.md ├── dataset ├── BSERGBloader │ ├── .ipynb_checkpoints │ │ ├── loader_bsergb-checkpoint.py │ │ ├── loader_bsergb_REFID-checkpoint.py │ │ ├── loader_bsergb_augment_half-checkpoint.py │ │ ├── loader_bsergb_half-checkpoint.py │ │ ├── loader_bsergb_timelens-checkpoint.py │ │ └── loader_bsergb_timelens_half-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── loader_bsergb.cpython-312.pyc │ │ ├── loader_bsergb_REFID.cpython-312.pyc │ │ ├── loader_bsergb_augment.cpython-312.pyc │ │ ├── loader_bsergb_augment_half.cpython-312.pyc │ │ ├── loader_bsergb_half.cpython-312.pyc │ │ ├── loader_bsergb_timelens.cpython-312.pyc │ │ └── loader_bsergb_timelens_half.cpython-312.pyc │ ├── loader_bsergb.py │ ├── loader_bsergb_REFID.py │ ├── loader_bsergb_augment.py │ ├── loader_bsergb_augment_half.py │ ├── loader_bsergb_half.py │ ├── loader_bsergb_timelens.py │ └── loader_bsergb_timelens_half.py ├── BaseLoaders │ ├── .ipynb_checkpoints │ │ ├── __init__-checkpoint.py │ │ ├── baseloader-checkpoint.py │ │ ├── loader_CBMNet-checkpoint.py │ │ ├── loader_CBMNet_fromevents-checkpoint.py │ │ ├── loader_ETRFNetv0-checkpoint.py │ │ ├── loader_ETRFNetv0Mix-checkpoint.py │ │ ├── loader_ETRFNetv0Mix_weighted-checkpoint.py │ │ ├── loader_REFID-checkpoint.py │ │ ├── loader_REFID_mix-checkpoint.py │ │ ├── loader_bsergb-checkpoint.py │ │ ├── loader_hsergb-checkpoint.py │ │ ├── loader_timelens-checkpoint.py │ │ ├── loader_timelens_mix-checkpoint.py │ │ └── mixbaseloader-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── baseloader.cpython-312.pyc │ │ ├── loader_CBMNet.cpython-312.pyc │ │ ├── loader_CBMNet_fromevents.cpython-312.pyc │ │ ├── loader_ETRFNetv0.cpython-312.pyc │ │ ├── loader_ETRFNetv0Mix.cpython-312.pyc │ │ ├── loader_ETRFNetv0Mix_weighted.cpython-312.pyc │ │ ├── loader_ETRFNetv0_denseRGB.cpython-312.pyc │ │ ├── loader_ETRFNetv0_withInit.cpython-312.pyc │ │ ├── loader_EVDI.cpython-312.pyc │ │ ├── loader_OursReal.cpython-312.pyc │ │ ├── loader_REFID.cpython-312.pyc │ │ ├── loader_REFID_mix.cpython-312.pyc │ │ ├── loader_REFID_nonorm.cpython-312.pyc │ │ ├── loader_timelens.cpython-312.pyc │ │ ├── loader_timelens_mix.cpython-312.pyc │ │ └── mixbaseloader.cpython-312.pyc │ ├── baseloader.py │ ├── debug_EVDI.py │ ├── loader_CBMNet.py │ ├── loader_CBMNet_fromevents.py │ ├── loader_ETRFNetv0.py │ ├── loader_ETRFNetv0Mix.py │ ├── loader_ETRFNetv0Mix_weighted.py │ ├── loader_ETRFNetv0_denseRGB.py │ ├── loader_ETRFNetv0_withInit.py │ ├── loader_EVDI.py │ ├── loader_OursReal.py │ ├── loader_REFID.py │ ├── loader_REFID_mix.py │ ├── loader_REFID_nonorm.py │ ├── loader_timelens.py │ ├── loader_timelens_mix.py │ ├── mixbaseloader.py │ └── shape_dict.txt ├── RC_4816 │ ├── .ipynb_checkpoints │ │ ├── dataset_dict-checkpoint.py │ │ ├── loader_RC-checkpoint.py │ │ └── loader_RC_timelens-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── dataset_dict.cpython-312.pyc │ │ ├── loader_RC_mix.cpython-312.pyc │ │ ├── loader_RC_timelens_mix.cpython-312.pyc │ │ └── mixloader.cpython-312.pyc │ ├── dataset_dict.py │ ├── fordataset.py │ ├── loader_RC_mix.py │ ├── loader_RC_timelens_mix.py │ └── mixloader.py ├── __init__.py └── __pycache__ │ └── __init__.cpython-312.pyc ├── docs ├── README.md ├── index.html └── static │ ├── css │ ├── bulma-carousel.min.css │ ├── bulma-slider.min.css │ ├── bulma.min.css │ ├── fontawesome.all.min.css │ └── index.css │ ├── images │ ├── icon.png │ ├── teaser.jpg │ └── teaser.png │ └── js │ ├── bulma-carousel.js │ ├── bulma-carousel.min.js │ ├── bulma-slider.js │ ├── bulma-slider.min.js │ ├── fontawesome.all.min.js │ └── index.js ├── losses ├── .ipynb_checkpoints │ ├── losses_common-checkpoint.py │ ├── losses_dists-checkpoint.py │ └── losses_lpips-checkpoint.py ├── DISTS │ ├── DISTS_pytorch │ │ ├── DISTS_pt.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ │ ├── DISTS_pt.cpython-312.pyc │ │ │ └── __init__.cpython-312.pyc │ ├── LICENSE │ ├── MANIFEST.in │ ├── README.md │ ├── __init__.py │ ├── __pycache__ │ │ └── __init__.cpython-312.pyc │ └── setup.py ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-312.pyc │ ├── losses_common.cpython-312.pyc │ ├── losses_dists.cpython-312.pyc │ ├── losses_lpips.cpython-312.pyc │ └── losses_ssim.cpython-312.pyc ├── losses_common.py ├── losses_dists.py ├── losses_lpips.py └── losses_ssim.py ├── models ├── .ipynb_checkpoints │ ├── BaseModel-checkpoint.py │ └── __init__-checkpoint.py ├── BaseModel.py ├── CBMNet │ ├── .gitignore │ ├── .idea │ │ ├── .gitignore │ │ ├── CBMNet.iml │ │ ├── inspectionProfiles │ │ │ ├── Project_Default.xml │ │ │ └── profiles_settings.xml │ │ ├── misc.xml │ │ ├── modules.xml │ │ └── vcs.xml │ ├── .ipynb_checkpoints │ │ ├── README-checkpoint.md │ │ ├── __init__-checkpoint.py │ │ ├── runcbmnet-checkpoint.py │ │ ├── runcbmnet_large-checkpoint.py │ │ ├── runmycbmnet-checkpoint.py │ │ └── test_flops-checkpoint.py │ ├── README.md │ ├── __init__.py │ ├── cbmnet_models │ │ ├── final_models │ │ │ ├── .ipynb_checkpoints │ │ │ │ ├── myCBMNet-checkpoint.py │ │ │ │ ├── ours-checkpoint.py │ │ │ │ └── ours_large-checkpoint.py │ │ │ ├── myCBMNet.py │ │ │ ├── newcorrelation.py │ │ │ ├── ours.py │ │ │ ├── ours_large.py │ │ │ └── submodules.py │ │ └── model_manager.py │ ├── correlation_package │ │ ├── __init__.py │ │ ├── correlation.py │ │ ├── correlation_cuda.cc │ │ ├── correlation_cuda_kernel.cu │ │ ├── correlation_cuda_kernel.cuh │ │ ├── nvcc setting.md │ │ ├── pyproject.toml │ │ └── setup.py │ ├── install_correlation.sh │ ├── pretrained_model │ │ └── README.md │ ├── run_samples.py │ ├── runcbmnet.py │ ├── runcbmnet_large.py │ ├── runmycbmnet.py │ ├── test_flops.py │ └── utils.py ├── EVDI │ ├── .ipynb_checkpoints │ │ ├── EVDI-checkpoint.py │ │ └── EVDI_Net_flops_and_macs-checkpoint.txt │ ├── EVDI.py │ ├── EVDI_Net_flops_and_macs.txt │ ├── __init__.py │ ├── __pycache__ │ │ ├── EVDI.cpython-312.pyc │ │ ├── __init__.cpython-312.pyc │ │ └── networks.cpython-312.pyc │ ├── networks.py │ └── test_flops.py ├── Expv8_Lights3 │ ├── .ipynb_checkpoints │ │ ├── __init__-checkpoint.py │ │ ├── runExpv7_dataprop_fuseFeat_large-checkpoint.py │ │ ├── runExpv8-checkpoint.py │ │ ├── runExpv8_Lights2-checkpoint.py │ │ ├── runExpv8_Lights3-checkpoint.py │ │ └── test_flops-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ └── runExpv8_Lights3.cpython-312.pyc │ ├── archs │ │ ├── .ipynb_checkpoints │ │ │ ├── TimeTracker-checkpoint.py │ │ │ ├── XXNet_final_attenfusion_arch-checkpoint.py │ │ │ ├── __init__-checkpoint.py │ │ │ ├── encoder_module-checkpoint.py │ │ │ └── flow_decoder-checkpoint.py │ │ ├── XXNet_final_attenfusion_arch.py │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── XXNet_final_attenfusion_arch.cpython-312.pyc │ │ │ ├── __init__.cpython-312.pyc │ │ │ ├── encoder_module.cpython-312.pyc │ │ │ ├── flow_decoder.cpython-312.pyc │ │ │ └── warp_layer.cpython-312.pyc │ │ ├── data_analysis.py │ │ ├── encoder_module.py │ │ ├── flow_decoder.py │ │ └── warp_layer.py │ ├── runExpv8_Lights3.py │ ├── test_flops.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── create_lmdb.cpython-312.pyc │ │ ├── dist_util.cpython-312.pyc │ │ ├── file_client.cpython-312.pyc │ │ ├── img_util.cpython-312.pyc │ │ ├── logger.cpython-312.pyc │ │ ├── misc.cpython-312.pyc │ │ └── timer_util.cpython-312.pyc │ │ ├── create_lmdb.py │ │ ├── dist_util.py │ │ ├── download_util.py │ │ ├── face_util.py │ │ ├── file_client.py │ │ ├── flow_util.py │ │ ├── img_util.py │ │ ├── lmdb_util.py │ │ ├── logger.py │ │ ├── matlab_functions.py │ │ ├── misc.py │ │ ├── options.py │ │ └── timer_util.py ├── Expv8_large │ ├── .ipynb_checkpoints │ │ ├── __init__-checkpoint.py │ │ ├── runExpv7_dataprop_fuseFeat_large-checkpoint.py │ │ ├── runExpv8-checkpoint.py │ │ ├── runExpv8_Lights2-checkpoint.py │ │ ├── runExpv8_large-checkpoint.py │ │ └── test_flops-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ └── runExpv8_large.cpython-312.pyc │ ├── archs │ │ ├── .ipynb_checkpoints │ │ │ ├── TimeTracker-checkpoint.py │ │ │ ├── XXNet_final_attenfusion_arch-checkpoint.py │ │ │ ├── __init__-checkpoint.py │ │ │ ├── encoder_module-checkpoint.py │ │ │ └── flow_decoder-checkpoint.py │ │ ├── XXNet_final_attenfusion_arch.py │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── XXNet_final_attenfusion_arch.cpython-312.pyc │ │ │ ├── __init__.cpython-312.pyc │ │ │ ├── encoder_module.cpython-312.pyc │ │ │ ├── flow_decoder.cpython-312.pyc │ │ │ └── warp_layer.cpython-312.pyc │ │ ├── data_analysis.py │ │ ├── encoder_module.py │ │ ├── flow_decoder.py │ │ └── warp_layer.py │ ├── runExpv8_large.py │ ├── test_flops.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── create_lmdb.cpython-312.pyc │ │ ├── dist_util.cpython-312.pyc │ │ ├── file_client.cpython-312.pyc │ │ ├── img_util.cpython-312.pyc │ │ ├── logger.cpython-312.pyc │ │ ├── misc.cpython-312.pyc │ │ └── timer_util.cpython-312.pyc │ │ ├── create_lmdb.py │ │ ├── dist_util.py │ │ ├── download_util.py │ │ ├── face_util.py │ │ ├── file_client.py │ │ ├── flow_util.py │ │ ├── img_util.py │ │ ├── lmdb_util.py │ │ ├── logger.py │ │ ├── matlab_functions.py │ │ ├── misc.py │ │ ├── options.py │ │ └── timer_util.py ├── Forward_warp.py ├── OursBaseModel.py ├── QVI │ ├── README.md │ ├── __init__.py │ ├── configs │ │ ├── test_config.py │ │ └── train_config.py │ ├── datas │ │ ├── AIMSequence.py │ │ ├── Adobe240all.py │ │ ├── QVI960.py │ │ ├── Sequence.py │ │ └── __init__.py │ ├── demo.py │ ├── models │ │ ├── PWCNetnew.py │ │ ├── QVI.py │ │ ├── UNet2.py │ │ ├── __init__.py │ │ ├── acceleration.py │ │ └── forward_warp_gaussian.py │ ├── runQVI.py │ └── utils │ │ └── config.py ├── REFID │ ├── .ipynb_checkpoints │ │ ├── REFID_twosharpInterp-checkpoint.py │ │ ├── test_flops-checkpoint.py │ │ └── twoSharpImage_event_recurrent_model-checkpoint.py │ ├── REFID_twosharpInterp.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── REFID_twosharpInterp.cpython-312.pyc │ │ └── __init__.cpython-312.pyc │ ├── archs │ │ ├── .ipynb_checkpoints │ │ │ ├── fusion_modules-checkpoint.py │ │ │ └── recurrent_sub_modules-checkpoint.py │ │ ├── XXNet_arch.py │ │ ├── XXNet_bidirection_arch.py │ │ ├── XXNet_decoder_recurrent_allbidirection_arch.py │ │ ├── XXNet_decoder_recurrent_arch.py │ │ ├── XXNet_decoder_recurrent_bidirection_arch.py │ │ ├── XXNet_decoder_recurrent_bidirection_attenfusion_arch.py │ │ ├── XXNet_decoder_recurrent_siamese_arch.py │ │ ├── XXNet_decoder_recurrent_siamese_noatten_arch.py │ │ ├── XXNet_final_attenfusion_arch.py │ │ ├── XXNet_ps_decoder_recurrent_arch.py │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── XXNet_arch.cpython-312.pyc │ │ │ ├── XXNet_bidirection_arch.cpython-312.pyc │ │ │ ├── XXNet_decoder_recurrent_allbidirection_arch.cpython-312.pyc │ │ │ ├── XXNet_decoder_recurrent_arch.cpython-312.pyc │ │ │ ├── XXNet_decoder_recurrent_bidirection_arch.cpython-312.pyc │ │ │ ├── XXNet_decoder_recurrent_bidirection_attenfusion_arch.cpython-312.pyc │ │ │ ├── XXNet_decoder_recurrent_siamese_arch.cpython-312.pyc │ │ │ ├── XXNet_decoder_recurrent_siamese_noatten_arch.cpython-312.pyc │ │ │ ├── XXNet_final_attenfusion_arch.cpython-312.pyc │ │ │ ├── XXNet_ps_decoder_recurrent_arch.cpython-312.pyc │ │ │ ├── __init__.cpython-312.pyc │ │ │ ├── arch_util.cpython-312.pyc │ │ │ ├── dcn_util.cpython-312.pyc │ │ │ ├── fusion_modules.cpython-312.pyc │ │ │ ├── recurrent_sub_modules.cpython-312.pyc │ │ │ └── single_multiconnect_evhinet_arch.cpython-312.pyc │ │ ├── arch_util.py │ │ ├── dcn_util.py │ │ ├── fusion_modules.py │ │ ├── recurrent_sub_modules.py │ │ └── single_multiconnect_evhinet_arch.py │ ├── test_flops.py │ ├── twoSharpImage_event_recurrent_model.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── create_lmdb.cpython-312.pyc │ │ ├── dist_util.cpython-312.pyc │ │ ├── file_client.cpython-312.pyc │ │ ├── img_util.cpython-312.pyc │ │ ├── lmdb_util.cpython-312.pyc │ │ ├── logger.cpython-312.pyc │ │ ├── misc.cpython-312.pyc │ │ └── timer_util.cpython-312.pyc │ │ ├── create_lmdb.py │ │ ├── dist_util.py │ │ ├── download_util.py │ │ ├── face_util.py │ │ ├── file_client.py │ │ ├── flow_util.py │ │ ├── img_util.py │ │ ├── lmdb_util.py │ │ ├── logger.py │ │ ├── matlab_functions.py │ │ ├── misc.py │ │ ├── options.py │ │ └── timer_util.py ├── RIFE │ ├── .ipynb_checkpoints │ │ ├── __init__-checkpoint.py │ │ ├── runRIFE-checkpoint.py │ │ └── test_flops-checkpoint.py │ ├── README.md │ ├── __init__.py │ ├── benchmark │ │ ├── .ipynb_checkpoints │ │ │ └── Vimeo90K-checkpoint.py │ │ ├── ATD12K.py │ │ ├── HD.py │ │ ├── HD_multi_4X.py │ │ ├── MiddleBury_Other.py │ │ ├── UCF101.py │ │ ├── Vimeo90K.py │ │ ├── testtime.py │ │ └── yuv_frame_io.py │ ├── dataset.py │ ├── demo │ │ ├── I0_slomo_clipped.gif │ │ ├── I1_0.png │ │ ├── I1_1.png │ │ ├── I2_0.png │ │ ├── I2_1.png │ │ ├── I2_slomo_clipped.gif │ │ └── intro.png │ ├── docker │ │ ├── Dockerfile │ │ ├── inference_img │ │ └── inference_video │ ├── inference_folderims.py │ ├── inference_img.py │ ├── inference_video.py │ ├── model │ │ ├── IFNet.py │ │ ├── IFNet_2R.py │ │ ├── IFNet_m.py │ │ ├── RIFE.py │ │ ├── laplacian.py │ │ ├── loss.py │ │ ├── oldmodel │ │ │ ├── IFNet_HD.py │ │ │ ├── IFNet_HDv2.py │ │ │ ├── RIFE_HD.py │ │ │ └── RIFE_HDv2.py │ │ ├── pytorch_msssim │ │ │ └── __init__.py │ │ ├── refine.py │ │ ├── refine_2R.py │ │ └── warplayer.py │ ├── runRIFE.py │ ├── run_vimeo.py │ ├── test_flops.py │ └── train.py ├── SuperSlomo │ ├── .ipynb_checkpoints │ │ ├── SuperSlomo-checkpoint.py │ │ ├── runSuperSlomo-checkpoint.py │ │ └── test_flops-checkpoint.py │ ├── Dockerfile │ ├── LICENSE │ ├── README.md │ ├── SuperSlomo.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── SuperSlomo.cpython-312.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── model.cpython-312.pyc │ │ └── runSuperSlomo.cpython-312.pyc │ ├── dataloader.py │ ├── eval.py │ ├── misc │ │ ├── original.gif │ │ └── slomo.gif │ ├── model.py │ ├── runSuperSlomo.py │ ├── test_flops.py │ ├── train.ipynb │ ├── train.py │ └── video_to_slomo.py ├── __init__.py ├── __pycache__ │ ├── BaseModel.cpython-312.pyc │ ├── Forward_warp.cpython-312.pyc │ └── __init__.cpython-312.pyc ├── raft │ ├── .ipynb_checkpoints │ │ └── __init__-checkpoint.py │ ├── RAFT-master │ │ ├── .gitignore │ │ ├── .ipynb_checkpoints │ │ │ └── __init__-checkpoint.py │ │ ├── LICENSE │ │ ├── RAFT.png │ │ ├── README.md │ │ ├── __init__.py │ │ ├── alt_cuda_corr │ │ │ ├── correlation.cpp │ │ │ ├── correlation_kernel.cu │ │ │ └── setup.py │ │ ├── core │ │ │ ├── .ipynb_checkpoints │ │ │ │ ├── __init__-checkpoint.py │ │ │ │ ├── corr-checkpoint.py │ │ │ │ └── raft-checkpoint.py │ │ │ ├── __init__.py │ │ │ ├── corr.py │ │ │ ├── datasets.py │ │ │ ├── extractor.py │ │ │ ├── raft.py │ │ │ ├── update.py │ │ │ └── utils │ │ │ │ ├── .ipynb_checkpoints │ │ │ │ ├── __init__-checkpoint.py │ │ │ │ └── utils-checkpoint.py │ │ │ │ ├── __init__.py │ │ │ │ ├── augmentor.py │ │ │ │ ├── flow_viz.py │ │ │ │ ├── frame_utils.py │ │ │ │ └── utils.py │ │ ├── demo-frames │ │ │ ├── frame_0016.png │ │ │ ├── frame_0017.png │ │ │ ├── frame_0018.png │ │ │ ├── frame_0019.png │ │ │ ├── frame_0020.png │ │ │ ├── frame_0021.png │ │ │ ├── frame_0022.png │ │ │ ├── frame_0023.png │ │ │ ├── frame_0024.png │ │ │ └── frame_0025.png │ │ ├── demo.py │ │ ├── download_models.sh │ │ ├── evaluate.py │ │ ├── train.py │ │ ├── train_mixed.sh │ │ └── train_standard.sh │ ├── __init__.py │ └── __pycache__ │ │ └── __init__.cpython-312.pyc ├── timelens │ ├── .gitignore │ ├── .ipynb_checkpoints │ │ ├── runtimelens-checkpoint.py │ │ ├── test_flops-checkpoint.py │ │ └── test_loader-checkpoint.py │ ├── README.md │ ├── TimeLens.ipynb │ ├── __pycache__ │ │ └── runtimelens.cpython-312.pyc │ ├── runtimelens.py │ ├── test_flops.py │ ├── test_loader.py │ ├── timelens │ │ ├── .ipynb_checkpoints │ │ │ ├── attention_average_network-checkpoint.py │ │ │ └── run_timelens-checkpoint.py │ │ ├── __init__.py │ │ ├── attention_average_network.py │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── event.py │ │ │ ├── hybrid_storage.py │ │ │ ├── image_sequence.py │ │ │ ├── iterator_modifiers.py │ │ │ ├── os_tools.py │ │ │ ├── pytorch_tools.py │ │ │ ├── representation.py │ │ │ ├── size_adapter.py │ │ │ ├── transformers.py │ │ │ ├── visualization_tools.py │ │ │ └── warp.py │ │ ├── fusion_network.py │ │ ├── refine_warp_network.py │ │ ├── run_timelens.py │ │ ├── superslomo │ │ │ ├── __pycache__ │ │ │ │ └── unet.cpython-312.pyc │ │ │ └── unet.py │ │ └── warp_network.py │ └── viz_all_data.py └── timelens_flow │ ├── .gitignore │ ├── .ipynb_checkpoints │ ├── runtimelens-checkpoint.py │ ├── test_flops-checkpoint.py │ └── test_loader-checkpoint.py │ ├── README.md │ ├── TimeLens.ipynb │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-312.pyc │ └── runtimelens.cpython-312.pyc │ ├── runtimelens.py │ ├── test_flops.py │ ├── test_loader.py │ ├── timelens │ ├── .ipynb_checkpoints │ │ ├── attention_average_network-checkpoint.py │ │ └── run_timelens-checkpoint.py │ ├── __init__.py │ ├── attention_average_network.py │ ├── common │ │ ├── __init__.py │ │ ├── event.py │ │ ├── hybrid_storage.py │ │ ├── image_sequence.py │ │ ├── iterator_modifiers.py │ │ ├── os_tools.py │ │ ├── pytorch_tools.py │ │ ├── representation.py │ │ ├── size_adapter.py │ │ ├── transformers.py │ │ ├── visualization_tools.py │ │ └── warp.py │ ├── fusion_network.py │ ├── masknet.py │ ├── refine_warp_network.py │ ├── run_timelens.py │ ├── superslomo │ │ └── unet.py │ └── warp_network.py │ └── viz_all_data.py ├── params ├── .ipynb_checkpoints │ ├── BaseParams-checkpoint.py │ ├── __init__-checkpoint.py │ └── models-checkpoint.py ├── Adobe │ ├── .ipynb_checkpoints │ │ ├── params_testCBMNetx16-checkpoint.py │ │ ├── params_testCBMNetx32-checkpoint.py │ │ ├── params_testCBMNetx8-checkpoint.py │ │ ├── params_testOurs_mix16-checkpoint.py │ │ ├── params_testOurs_mix32-checkpoint.py │ │ ├── params_testOurs_mix8-checkpoint.py │ │ ├── params_testRGBx16-checkpoint.py │ │ ├── params_testRGBx32-checkpoint.py │ │ ├── params_testRGBx8-checkpoint.py │ │ ├── params_testTimeLensx16-checkpoint.py │ │ ├── params_testTimeLensx32-checkpoint.py │ │ └── params_testTimeLensx8-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── params_testCBMNetx16.cpython-312.pyc │ │ ├── params_testCBMNetx32.cpython-312.pyc │ │ ├── params_testCBMNetx8.cpython-312.pyc │ │ ├── params_testOurs_mix16.cpython-312.pyc │ │ ├── params_testOurs_mix32.cpython-312.pyc │ │ ├── params_testOurs_mix8.cpython-312.pyc │ │ ├── params_testRGBx16.cpython-312.pyc │ │ ├── params_testRGBx32.cpython-312.pyc │ │ ├── params_testRGBx8.cpython-312.pyc │ │ ├── params_testTimeLensx16.cpython-312.pyc │ │ ├── params_testTimeLensx32.cpython-312.pyc │ │ ├── params_testTimeLensx8.cpython-312.pyc │ │ ├── params_trainREFID_mix.cpython-312.pyc │ │ └── params_trainREFID_mix32.cpython-312.pyc │ ├── params_testCBMNetx16.py │ ├── params_testCBMNetx32.py │ ├── params_testCBMNetx8.py │ ├── params_testOurs_mix16.py │ ├── params_testOurs_mix32.py │ ├── params_testOurs_mix8.py │ ├── params_testRGBx16.py │ ├── params_testRGBx32.py │ ├── params_testRGBx8.py │ ├── params_testTimeLensx16.py │ ├── params_testTimeLensx32.py │ ├── params_testTimeLensx8.py │ ├── params_trainREFID_mix.py │ └── params_trainREFID_mix32.py ├── BaseParams.py ├── GOPRO_release │ ├── .ipynb_checkpoints │ │ ├── __init__-checkpoint.py │ │ ├── models-checkpoint.py │ │ ├── params_testCBMNet_x32-checkpoint.py │ │ ├── params_testCBMNet_x8-checkpoint.py │ │ ├── params_testOurs_mix32-checkpoint.py │ │ ├── params_testOurs_mix8-checkpoint.py │ │ ├── params_testTimeLensx32-checkpoint.py │ │ ├── params_testTimeLensx8-checkpoint.py │ │ ├── params_trainCBMNet_flow-checkpoint.py │ │ ├── params_trainCBMNet_joint-checkpoint.py │ │ ├── params_trainCBMNet_tuning-checkpoint.py │ │ ├── params_trainCBMNet_tuningGC-checkpoint.py │ │ ├── params_trainOurs_mix-checkpoint.py │ │ ├── params_trainREFID_largeMotion-checkpoint.py │ │ ├── params_trainREFID_mbatch-checkpoint.py │ │ ├── params_trainREFID_mix-checkpoint.py │ │ ├── params_trainREFIDadam_mix-checkpoint.py │ │ ├── params_trainREFIDx32-checkpoint.py │ │ ├── params_trainREFIDx8-checkpoint.py │ │ ├── params_trainTimeLens_attention-checkpoint.py │ │ ├── params_trainTimeLens_flow-checkpoint.py │ │ ├── params_trainTimeLens_fusion-checkpoint.py │ │ ├── params_trainTimeLens_mix-checkpoint.py │ │ └── params_trainTimeLens_refine-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── params_testCBMNet_x32.cpython-312.pyc │ │ ├── params_testCBMNet_x8.cpython-312.pyc │ │ ├── params_testOurs_mix32.cpython-312.pyc │ │ ├── params_testOurs_mix8.cpython-312.pyc │ │ ├── params_testTimeLensx32.cpython-312.pyc │ │ ├── params_testTimeLensx8.cpython-312.pyc │ │ ├── params_trainCBMNet_flow.cpython-312.pyc │ │ ├── params_trainCBMNet_flow_tune.cpython-312.pyc │ │ ├── params_trainCBMNet_joint.cpython-312.pyc │ │ ├── params_trainCBMNet_joint_tune.cpython-312.pyc │ │ ├── params_trainCBMNet_tuning.cpython-312.pyc │ │ ├── params_trainCBMNet_tuningGC.cpython-312.pyc │ │ ├── params_trainOurs_mix.cpython-312.pyc │ │ ├── params_trainOurs_mix_rerun.cpython-312.pyc │ │ ├── params_trainREFID_mix.cpython-312.pyc │ │ ├── params_trainREFID_mix32.cpython-312.pyc │ │ ├── params_trainREFID_mix8.cpython-312.pyc │ │ ├── params_trainREFIDadam_mix.cpython-312.pyc │ │ ├── params_trainREFIDx16.cpython-312.pyc │ │ ├── params_trainREFIDx32.cpython-312.pyc │ │ ├── params_trainREFIDx8.cpython-312.pyc │ │ ├── params_trainTimeLens_attention.cpython-312.pyc │ │ ├── params_trainTimeLens_flow.cpython-312.pyc │ │ ├── params_trainTimeLens_fusion.cpython-312.pyc │ │ ├── params_trainTimeLens_mix.cpython-312.pyc │ │ └── params_trainTimeLens_refine.cpython-312.pyc │ ├── params_testCBMNet_x32.py │ ├── params_testCBMNet_x8.py │ ├── params_testOurs_mix32.py │ ├── params_testOurs_mix8.py │ ├── params_testTimeLensx32.py │ ├── params_testTimeLensx8.py │ ├── params_trainCBMNet_flow.py │ ├── params_trainCBMNet_flow_tune.py │ ├── params_trainCBMNet_joint.py │ ├── params_trainCBMNet_joint_tune.py │ ├── params_trainCBMNet_tuning.py │ ├── params_trainCBMNet_tuningGC.py │ ├── params_trainOurs_mix.py │ ├── params_trainOurs_mix_rerun.py │ ├── params_trainREFID_mix.py │ ├── params_trainREFID_mix32.py │ ├── params_trainREFID_mix8.py │ ├── params_trainREFIDadam_mix.py │ ├── params_trainREFIDx16.py │ ├── params_trainREFIDx32.py │ ├── params_trainREFIDx8.py │ ├── params_trainTimeLens_attention.py │ ├── params_trainTimeLens_flow.py │ ├── params_trainTimeLens_fusion.py │ ├── params_trainTimeLens_mix.py │ └── params_trainTimeLens_refine.py ├── HQEVFI │ ├── .ipynb_checkpoints │ │ ├── params_cbmnet-checkpoint.py │ │ ├── params_cbmnet_adam-checkpoint.py │ │ ├── params_cbmnet_adam_mix-checkpoint.py │ │ ├── params_cbmnet_adamx32-checkpoint.py │ │ ├── params_cbmnet_adamx8-checkpoint.py │ │ ├── params_testRGBx16-checkpoint.py │ │ ├── params_testRGBx8-checkpoint.py │ │ ├── params_timelens-checkpoint.py │ │ ├── params_timelensx32-checkpoint.py │ │ ├── params_timelensx8-checkpoint.py │ │ ├── params_traintest_quick_adam_withlpips-checkpoint.py │ │ ├── params_traintest_quick_adam_withlpips_mix-checkpoint.py │ │ ├── params_traintest_quick_adam_withlpipsx32-checkpoint.py │ │ └── params_traintest_quick_adam_withlpipsx8-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── params_cbmnet_adam_mix.cpython-312.pyc │ │ ├── params_cbmnet_adam_mix4.cpython-312.pyc │ │ ├── params_cbmnet_adam_mix8.cpython-312.pyc │ │ ├── params_timelens_mix.cpython-312.pyc │ │ ├── params_timelens_mix4.cpython-312.pyc │ │ ├── params_timelens_mix8.cpython-312.pyc │ │ ├── params_traintest_quick_adam_withlpips_mix.cpython-312.pyc │ │ ├── params_traintest_quick_adam_withlpips_mix4.cpython-312.pyc │ │ └── params_traintest_quick_adam_withlpips_mix8.cpython-312.pyc │ ├── params_cbmnet_adam_mix.py │ ├── params_cbmnet_adam_mix4.py │ ├── params_cbmnet_adam_mix8.py │ ├── params_timelens_mix.py │ ├── params_timelens_mix4.py │ ├── params_timelens_mix8.py │ ├── params_traintest_quick_adam_withlpips_mix.py │ ├── params_traintest_quick_adam_withlpips_mix4.py │ └── params_traintest_quick_adam_withlpips_mix8.py ├── Paths │ ├── .ipynb_checkpoints │ │ ├── Adobe240-checkpoint.py │ │ ├── CBMNet-checkpoint.py │ │ ├── GOPRO-checkpoint.py │ │ ├── HSERGB-checkpoint.py │ │ └── __init__-checkpoint.py │ ├── Adobe240.py │ ├── BSERGB.py │ ├── CBMNet.py │ ├── GOPRO.py │ ├── HSERGB.py │ ├── RealCaptured.py │ ├── __init__.py │ └── __pycache__ │ │ ├── Adobe240.cpython-312.pyc │ │ ├── BSERGB.cpython-312.pyc │ │ ├── CBMNet.cpython-312.pyc │ │ ├── GOPRO.cpython-312.pyc │ │ ├── HSERGB.cpython-312.pyc │ │ ├── RealCaptured.cpython-312.pyc │ │ └── __init__.cpython-312.pyc ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-312.pyc │ └── models.cpython-312.pyc ├── bsergb │ ├── .ipynb_checkpoints │ │ ├── params_CBMNet_tuning-checkpoint.py │ │ ├── params_CBMNet_tuning_x4-checkpoint.py │ │ ├── params_CBMNet_tuning_x4_adam-checkpoint.py │ │ ├── params_testRGBx2-checkpoint.py │ │ ├── params_testRGBx4-checkpoint.py │ │ ├── params_trainTimeLens_flowx4-checkpoint.py │ │ ├── params_trainTimeLens_tuning-checkpoint.py │ │ ├── params_trainTimeLens_tuning_x4-checkpoint.py │ │ ├── params_traintest_REFID-checkpoint.py │ │ ├── params_traintest_halfhalf-checkpoint.py │ │ ├── params_traintest_largelr-checkpoint.py │ │ ├── params_traintest_multilr-checkpoint.py │ │ ├── params_traintest_quick-checkpoint.py │ │ ├── params_traintest_quick_adam-checkpoint.py │ │ ├── params_traintest_quick_adam_withhalflpips-checkpoint.py │ │ ├── params_traintest_quick_adam_withhalflpipshalflpips-checkpoint.py │ │ ├── params_traintest_quick_adam_withlpips-checkpoint.py │ │ ├── params_traintest_quick_adam_withlpips_iter-checkpoint.py │ │ ├── params_traintest_quick_adam_withlpips_x2iter-checkpoint.py │ │ ├── params_traintest_quick_adamannel-checkpoint.py │ │ ├── params_traintest_quick_largerlr-checkpoint.py │ │ ├── params_traintest_withEloss-checkpoint.py │ │ ├── params_traintest_x4-checkpoint.py │ │ ├── params_traintest_x4AdamwithLPIPS-checkpoint.py │ │ └── params_traintest_x4_iter-checkpoint.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-312.pyc │ │ ├── params_CBMNet_flow_x4.cpython-312.pyc │ │ ├── params_CBMNet_tuning.cpython-312.pyc │ │ ├── params_CBMNet_tuning_x4.cpython-312.pyc │ │ ├── params_CBMNet_tuning_x4_adam.cpython-312.pyc │ │ ├── params_testRGBx2.cpython-312.pyc │ │ ├── params_testRGBx4.cpython-312.pyc │ │ ├── params_trainTimeLens_flowx4.cpython-312.pyc │ │ ├── params_trainTimeLens_tuning.cpython-312.pyc │ │ ├── params_trainTimeLens_tuning_x4.cpython-312.pyc │ │ ├── params_traintest_quick_adam_withlpips_x4iter.cpython-312.pyc │ │ └── params_traintest_x4AdamwithLPIPS.cpython-312.pyc │ ├── params_CBMNet_flow_x4.py │ ├── params_CBMNet_tuning.py │ ├── params_CBMNet_tuning_x4.py │ ├── params_CBMNet_tuning_x4_adam.py │ ├── params_testRGBx2.py │ ├── params_testRGBx4.py │ ├── params_trainTimeLens_flowx4.py │ ├── params_trainTimeLens_tuning.py │ ├── params_trainTimeLens_tuning_x4.py │ ├── params_traintest_quick_adam_withlpips_x4iter.py │ └── params_traintest_x4AdamwithLPIPS.py └── models.py ├── prepare_dataset.py ├── requirements.txt ├── run_network.py └── tools ├── .ipynb_checkpoints ├── __init__-checkpoint.py ├── ffmpeg_v2f-checkpoint.py ├── file_path_index-checkpoint.py ├── initOptimScheduler-checkpoint.py ├── 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