├── .gitignore ├── LICENSE ├── README.md ├── eval.py ├── factsheet └── NTIRE 2025 Image Super-Resolution (x4) Challenge Factsheet.zip ├── figs ├── diamond_badge.json └── results.png ├── model_zoo ├── link_for_all_models.txt └── team00_dat │ └── team00_dat.txt ├── models ├── team00_DAT │ ├── __init__.py │ ├── io.py │ └── model.py ├── team01_JNU620 │ ├── basicsr │ │ ├── __init__.py │ │ ├── archs │ │ │ ├── __init__.py │ │ │ ├── arch_util.py │ │ │ ├── dat_arch.py │ │ │ ├── hat_arch.py │ │ │ ├── local_arch.py │ │ │ ├── mambairv2_arch.py │ │ │ └── rrdbnet_arch.py │ │ ├── test.py │ │ ├── train.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── dist_util.py │ │ │ ├── file_client.py │ │ │ ├── img_util.py │ │ │ ├── logger.py │ │ │ ├── matlab_functions.py │ │ │ ├── misc.py │ │ │ ├── options.py │ │ │ └── registry.py │ │ └── version.py │ ├── io_dat.py │ ├── io_hat.py │ ├── io_mambairv2.py │ ├── io_pmelsr.py │ ├── io_rrdb.py │ └── mambairv2_infer.py ├── team02_PSU_Team │ └── test_my_model.py ├── team03_BVIVSR │ ├── __init__.py │ ├── hiifv3.py │ ├── io.py │ ├── mambairv2.py │ └── mymodels.py ├── team04_SNUCV │ ├── __init__.py │ ├── io.py │ └── model.py ├── team06_VAI-GM │ ├── __init__.py │ ├── main.py │ └── model.py ├── team07_MicroSR │ ├── __init__.py │ ├── io.py │ └── model.py ├── team08_Endeavour │ ├── __init__.py │ ├── io.py │ └── model.py ├── team10_NJU_MCG │ ├── __init__.py │ ├── io.py │ └── model.py ├── team12_MCMIR │ ├── LICENSE │ ├── README.md │ ├── VERSION │ ├── __init__.py │ ├── analysis │ │ ├── erf.py │ │ ├── flops_param.py │ │ ├── flops_param_fvcore.py │ │ ├── flops_param_thop.py │ │ ├── model_zoo │ │ │ ├── cat.py │ │ │ ├── dat.py │ │ │ ├── edsr.py │ │ │ ├── hat.py │ │ │ ├── mambaIR.py │ │ │ ├── mambairv2.py │ │ │ ├── rcan.py │ │ │ ├── san.py │ │ │ └── swinIR.py │ │ └── utils_fvcore.py │ ├── basicsr │ │ ├── __init__.py │ │ ├── archs │ │ │ ├── __init__.py │ │ │ ├── arch_util.py │ │ │ ├── mambair_arch.py │ │ │ ├── mambairv2_arch.py │ │ │ └── mambairv2light_arch.py │ │ ├── dataloader_moa.py │ │ ├── degra_utils.py │ │ ├── degradation.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── loss_util.py │ │ │ └── losses.py │ │ ├── metrics │ │ │ ├── __init__.py │ │ │ ├── metric_util.py │ │ │ └── psnr_ssim.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── base_model.py │ │ │ ├── lr_scheduler.py │ │ │ ├── mambair_model.py │ │ │ ├── mambairv2_model.py │ │ │ ├── mambairv2light_model.py │ │ │ └── sr_model.py │ │ ├── test.py │ │ ├── train.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── dist_util.py │ │ │ ├── file_client.py │ │ │ ├── img_util.py │ │ │ ├── logger.py │ │ │ ├── matlab_functions.py │ │ │ ├── misc.py │ │ │ ├── options.py │ │ │ └── registry.py │ │ └── version.py │ ├── environment.yaml │ ├── options │ │ └── MambaIRv2_SR_x4.yml │ ├── realDenoising │ │ ├── README.md │ │ ├── VERSION │ │ ├── basicsr │ │ │ ├── metrics │ │ │ │ ├── __init__.py │ │ │ │ ├── fid.py │ │ │ │ ├── metric_util.py │ │ │ │ ├── niqe.py │ │ │ │ ├── niqe_pris_params.npz │ │ │ │ └── psnr_ssim.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── archs │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── arch_util.py │ │ │ │ │ └── mambairunet_arch.py │ │ │ │ ├── base_model.py │ │ │ │ ├── image_restoration_model.py │ │ │ │ ├── losses │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── loss_util.py │ │ │ │ │ └── losses.py │ │ │ │ └── lr_scheduler.py │ │ │ ├── test.py │ │ │ ├── train.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── bundle_submissions.py │ │ │ │ ├── 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 │ │ │ └── version.py │ │ ├── evaluate_sidd.m │ │ ├── options │ │ │ └── train_MambaIR_RealDN.yml │ │ ├── setup.cfg │ │ ├── setup.py │ │ ├── test_real_denoising_dnd.py │ │ ├── test_real_denoising_sidd.py │ │ └── utils.py │ ├── requirements.txt │ ├── setup.py │ └── utils │ │ ├── RawPrefetcher.py │ │ ├── SWT.py │ │ ├── __init__.py │ │ ├── augmentation.py │ │ ├── common.py │ │ ├── datasets.py │ │ ├── loss_util.py │ │ ├── options.py │ │ ├── train_X4.json │ │ └── util_image.py ├── team13_AdaDAT │ ├── __init__.py │ ├── io.py │ └── team13_adadat.py ├── team14_IVPLAB-sbu │ ├── README.md │ ├── VERSION │ ├── __init__.py │ ├── inference │ │ └── inference_swinfir.py │ ├── options │ │ ├── test │ │ │ └── SwinFIR │ │ │ │ ├── SwinFIR_SRx2.yml │ │ │ │ └── SwinFIR_SRx4.yml │ │ └── train │ │ │ └── SwinFIR │ │ │ ├── train_SwinFIR_SRx2_from_scratch.yml │ │ │ └── train_SwinFIR_SRx4_from_scratch.yml │ ├── requirements.txt │ ├── scripts │ │ ├── data_preparation │ │ │ ├── download_datasets.py │ │ │ ├── extract_subimages.py │ │ │ ├── generate_meta_info.py │ │ │ └── get_stereosr_test_meta_info.py │ │ └── matlab_scripts │ │ │ └── generate_bicubic_img.m │ ├── setup.cfg │ ├── setup.py │ ├── swinfir │ │ ├── __init__.py │ │ ├── archs │ │ │ ├── __init__.py │ │ │ ├── local_arch.py │ │ │ ├── swinfir_arch.py │ │ │ ├── swinfir_utils.py │ │ │ └── transform_attn.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ └── charbonnier_loss.py │ │ ├── metrics │ │ │ ├── .calculate_lpips.py.swp │ │ │ ├── __init__.py │ │ │ ├── calculate_lpips.py │ │ │ └── psnr_ssim.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── hatfir_model.py │ │ │ ├── model_util.py │ │ │ ├── swinfir_model.py │ │ │ └── swinfirssr_model.py │ │ ├── test.py │ │ ├── train.py │ │ └── version.py │ ├── team14_SwinSTASR.py │ └── version.py ├── team15_BBox │ ├── MSHAT_model.py │ ├── __init__.py │ ├── io.py │ └── model.py ├── team16_QuantumRes │ ├── team00_DAT.py │ ├── team00_RFDN.py │ ├── team00_SwinIR.py │ └── team16_mambakd.py ├── team17_SRC-B │ ├── SRHCnet.py │ ├── __init__.py │ └── io.py ├── team18_XiaomiMM │ ├── __init__.py │ ├── io.py │ ├── model_1.py │ ├── model_2.py │ └── model_3.py ├── team19_CidautAi │ ├── __init__.py │ ├── io.py │ ├── model.py │ ├── team19_SuPEm.py │ └── team19_SuPEm2.py ├── team20_X-L │ ├── HAT.py │ └── RGT.py ├── team21_SAK_DCU │ ├── __init__.py │ ├── model.py │ ├── sample.txt │ └── team21_SAKSRNet.py ├── team22_CV_SVNIT │ ├── HAT.py │ ├── __init__.py │ └── io.py ├── team23_KLETech-CEVI │ ├── __init__.py │ ├── archs │ │ ├── __init__.py │ │ └── wavelettention_arch.py │ ├── basicsr │ │ ├── __init__.py │ │ ├── archs │ │ │ ├── __init__.py │ │ │ ├── arch_util.py │ │ │ └── vgg_arch.py │ │ ├── losses │ │ │ ├── SWT.py │ │ │ ├── __init__.py │ │ │ ├── basic_loss.py │ │ │ ├── gan_loss.py │ │ │ ├── loss_util.py │ │ │ └── swt_loss.py │ │ ├── metrics │ │ │ ├── README.md │ │ │ ├── README_CN.md │ │ │ ├── __init__.py │ │ │ ├── fid.py │ │ │ ├── metric_util.py │ │ │ ├── niqe.py │ │ │ ├── psnr_ssim.py │ │ │ └── test_metrics │ │ │ │ └── test_psnr_ssim.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── base_model.py │ │ │ ├── lr_scheduler.py │ │ │ └── sr_model.py │ │ ├── ops │ │ │ ├── __init__.py │ │ │ ├── dcn │ │ │ │ ├── __init__.py │ │ │ │ ├── deform_conv.py │ │ │ │ └── src │ │ │ │ │ ├── deform_conv_cuda.cpp │ │ │ │ │ ├── deform_conv_cuda_kernel.cu │ │ │ │ │ └── deform_conv_ext.cpp │ │ │ ├── fused_act │ │ │ │ ├── __init__.py │ │ │ │ ├── fused_act.py │ │ │ │ └── src │ │ │ │ │ ├── fused_bias_act.cpp │ │ │ │ │ └── fused_bias_act_kernel.cu │ │ │ └── upfirdn2d │ │ │ │ ├── __init__.py │ │ │ │ ├── src │ │ │ │ ├── upfirdn2d.cpp │ │ │ │ └── upfirdn2d_kernel.cu │ │ │ │ └── upfirdn2d.py │ │ ├── test.py │ │ ├── train.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── color_util.py │ │ │ ├── diffjpeg.py │ │ │ ├── dist_util.py │ │ │ ├── file_client.py │ │ │ ├── flow_util.py │ │ │ ├── img_process_util.py │ │ │ ├── img_util.py │ │ │ ├── logger.py │ │ │ ├── matlab_functions.py │ │ │ ├── misc.py │ │ │ ├── options.py │ │ │ └── registry.py │ ├── models │ │ ├── __init__.py │ │ └── wavelettention_model.py │ ├── test.py │ └── train.py ├── team24_ACVLAB │ ├── __init__.py │ ├── io.py │ └── model.py ├── team25_ML_SVNIT │ ├── DAT.py │ ├── __init__.py │ └── io.py ├── team26_HyperPix │ ├── HAT_SRx4_ImageNet-LR.yml │ ├── basicsr │ │ ├── __init__.py │ │ ├── archs │ │ │ ├── __init__.py │ │ │ ├── arch_util.py │ │ │ ├── basicvsr_arch.py │ │ │ ├── dfdnet_arch.py │ │ │ ├── dfdnet_util.py │ │ │ ├── discriminator_arch.py │ │ │ ├── duf_arch.py │ │ │ ├── ecbsr_arch.py │ │ │ ├── edsr_arch.py │ │ │ ├── edvr_arch.py │ │ │ ├── hifacegan_arch.py │ │ │ ├── hifacegan_util.py │ │ │ ├── inception.py │ │ │ ├── rcan_arch.py │ │ │ ├── ridnet_arch.py │ │ │ ├── rrdbnet_arch.py │ │ │ ├── spynet_arch.py │ │ │ ├── srresnet_arch.py │ │ │ ├── stylegan2_arch.py │ │ │ ├── swinir_arch.py │ │ │ ├── tof_arch.py │ │ │ └── vgg_arch.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── loss_util.py │ │ │ └── losses.py │ │ ├── metrics │ │ │ ├── __init__.py │ │ │ ├── fid.py │ │ │ ├── metric_util.py │ │ │ ├── niqe.py │ │ │ ├── niqe_pris_params.npz │ │ │ └── psnr_ssim.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── base_model.py │ │ │ ├── edvr_model.py │ │ │ ├── esrgan_model.py │ │ │ ├── hifacegan_model.py │ │ │ ├── lr_scheduler.py │ │ │ ├── sr_model.py │ │ │ ├── srgan_model.py │ │ │ ├── stylegan2_model.py │ │ │ ├── swinir_model.py │ │ │ ├── video_base_model.py │ │ │ ├── video_gan_model.py │ │ │ ├── video_recurrent_gan_model.py │ │ │ └── video_recurrent_model.py │ │ ├── ops │ │ │ ├── __init__.py │ │ │ ├── dcn │ │ │ │ ├── __init__.py │ │ │ │ ├── deform_conv.py │ │ │ │ └── src │ │ │ │ │ ├── deform_conv_cuda.cpp │ │ │ │ │ ├── deform_conv_cuda_kernel.cu │ │ │ │ │ └── deform_conv_ext.cpp │ │ │ ├── fused_act │ │ │ │ ├── __init__.py │ │ │ │ ├── fused_act.py │ │ │ │ └── src │ │ │ │ │ ├── fused_bias_act.cpp │ │ │ │ │ └── fused_bias_act_kernel.cu │ │ │ └── upfirdn2d │ │ │ │ ├── __init__.py │ │ │ │ ├── src │ │ │ │ ├── upfirdn2d.cpp │ │ │ │ └── upfirdn2d_kernel.cu │ │ │ │ └── upfirdn2d.py │ │ ├── test.py │ │ ├── train.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── diffjpeg.py │ │ │ ├── dist_util.py │ │ │ ├── download_util.py │ │ │ ├── face_util.py │ │ │ ├── file_client.py │ │ │ ├── flow_util.py │ │ │ ├── img_process_util.py │ │ │ ├── img_util.py │ │ │ ├── lmdb_util.py │ │ │ ├── logger.py │ │ │ ├── matlab_functions.py │ │ │ ├── misc.py │ │ │ ├── options.py │ │ │ └── registry.py │ │ └── version.py │ └── hat │ │ ├── __init__.py │ │ ├── archs │ │ ├── __init__.py │ │ ├── discriminator_arch.py │ │ ├── hat_arch.py │ │ └── srvgg_arch.py │ │ ├── models │ │ ├── __init__.py │ │ ├── hat_model.py │ │ ├── realhatgan_model.py │ │ └── realhatmse_model.py │ │ ├── test.py │ │ └── train.py └── team27_Junyi │ ├── __init__.py │ ├── readme.md │ ├── team27_DAT.py │ ├── team27_FUSION.py │ ├── team27_FusionNet.py │ ├── team27_RFDN.py │ └── team27_SwinIR.py ├── requirements.txt ├── test.py └── utils ├── model_summary.py ├── test.bmp ├── utils_image.py └── utils_logger.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhengchen1999/NTIRE2025_ImageSR_x4/HEAD/.gitignore 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