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Single Image Super Resolution (SISR)\n\n## Requirement\n\n* python3\n* pytorch\n* torchvision\n\n## Models\n\n* [SRCNN (ECCV 2014)](./models/SRCNN/) [[Paper]](https://arxiv.org/abs/1501.00092)\n* [FSRCNN (ECCV 2016)](./models/FSRCNN/) [[Paper]](https://arxiv.org/abs/1608.00367)\n* [ESPCN (CVPR 2016)](./models/ESPCN/) [[Paper]](https://arxiv.org/abs/1609.05158)\n* [VDSR (CVPR 2016)](./models/VDSR/) [[Paper]](https://arxiv.org/abs/1511.04587)\n* [DRCN (CVPR Oral 2016)](./models/DRCN/) [[Paper]](https://arxiv.org/abs/1511.04491)\n* [RED-Net (CVPR 2016)](./models/REDNet/) [[Paper]](https://arxiv.org/abs/1603.09056)\n* [DRRN (CVPR 2017)](./models/DRRN/) [[Paper]](https://ieeexplore.ieee.org/document/8099781)\n* [LapSRN (CVPR 2017)](./models/LapSRN/) [[Paper]](https://arxiv.org/abs/1704.03915)\n* [SRResNet, SRGAN (CVPR Oral 2017)](./models/SRGAN/) [[Paper]](https://arxiv.org/abs/1609.04802)\n* [EDSR (CVPR Workshop 2017)](./models/EDSR/) [[paper]](https://arxiv.org/abs/1707.02921)\n* [EnhanceNet (ICCV 2017)](./models/EnhanceNet/) [[Paper]](https://arxiv.org/abs/1612.07919)\n* [SRDenseNet (ICCV 2017)](./models/SRDenseNet/) [[Paper]](https://ieeexplore.ieee.org/document/8237776)\n* [MSLapSRN (TPAMI 2018)](./models/MSLapSRN/) [[Paper]](https://arxiv.org/abs/1710.01992)\n* [TSRN (ECCV 2018)](./models/TSRN/) [[Paper]](https://arxiv.org/abs/1808.00043)\n* [RDN (CVPR 2018)](./models/RDN/) [[Paper]](https://arxiv.org/abs/1802.08797)\n* [RRDBNet, ESRGAN (ECCV 2018)](./models/ESRGAN/) [[Paper]](https://arxiv.org/abs/1809.00219)\n* [RCAN (ECCV 2018)](./models/RCAN/) [[Paper]](https://arxiv.org/abs/1807.02758)\n* [SAN (CVPR 2019)](./models/SAN/) [[Paper]](https://openaccess.thecvf.com/content_CVPR_2019/html/Dai_Second-Order_Attention_Network_for_Single_Image_Super-Resolution_CVPR_2019_paper.html)\n* [Swift-SRGAN (2021)](./models/SwiftSRGAN/) [[Paper]](https://arxiv.org/abs/2111.14320)\n* [Real-ESRNet, Real-ESRGAN (ICCV Workshop 2021)](./models/RealESRGAN/) [[Paper]](https://arxiv.org/abs/2107.10833)\n* [HPUN (AAAI 2023)](./models/HPUN/) [[Paper]](https://arxiv.org/abs/2203.08921)\n\n## Usage\n\n### Train\n\n#### Geneator\n\n```bash\n./train.py --generator [ONE_OF_ABOVE_MODELS] --epoch ${epochs} --scale ${upscale_factor}\n```\n\n#### GAN\n\n```bash\n./train.py --generator [ONE_OF_ABOVE_MODELS] --discriminator [ONE_OF_ABOVE_DISCRIMINATIOR] --epoch ${epochs} --scale ${upscale_factor} --distort [Real-ESRGAN|BSRGAN|JPEG]\n```\n\n### Testing\n\n```bash\n./main.py --model [ONE_OF_ABOVE_MODELS] --image ${image_path} --state ${state_path} --scale ${upscale_factor} --test --distort [Real-ESRGAN|BSRGAN|JPEG]\n```\n\n### Super Resolution\n\n```bash\n./main.py --model [ONE_OF_ABOVE_MODELS] --image ${image_path} --state ${state_path} --scale ${upscale_factor}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmonyone%2Fsisr","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmonyone%2Fsisr","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmonyone%2Fsisr/lists"}