{"id":19786480,"url":"https://github.com/cszn/dpsr","last_synced_at":"2025-04-04T12:09:45.676Z","repository":{"id":107076014,"uuid":"172680412","full_name":"cszn/DPSR","owner":"cszn","description":"Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels (CVPR, 2019) (PyTorch)","archived":false,"fork":false,"pushed_at":"2020-09-03T08:40:00.000Z","size":71467,"stargazers_count":841,"open_issues_count":13,"forks_count":211,"subscribers_count":27,"default_branch":"master","last_synced_at":"2025-03-28T11:11:15.427Z","etag":null,"topics":["blurry-images","plug-and-play","pytorch-implmention","srresnet","super-resolution"],"latest_commit_sha":null,"homepage":"https://cszn.github.io/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/cszn.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-02-26T09:31:03.000Z","updated_at":"2025-03-17T06:42:30.000Z","dependencies_parsed_at":null,"dependency_job_id":"4e8ee153-ec63-4d68-83cf-22587b2b4028","html_url":"https://github.com/cszn/DPSR","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cszn%2FDPSR","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cszn%2FDPSR/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cszn%2FDPSR/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cszn%2FDPSR/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cszn","download_url":"https://codeload.github.com/cszn/DPSR/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247174454,"owners_count":20896078,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["blurry-images","plug-and-play","pytorch-implmention","srresnet","super-resolution"],"created_at":"2024-11-12T06:18:14.125Z","updated_at":"2025-04-04T12:09:45.655Z","avatar_url":"https://github.com/cszn.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# DPSR\n\n# Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels (CVPR, 2019)\n\n- Related work: [DPIR](https://github.com/cszn/DPIR)\n\n# Training and testing codes for the super-resolver prior ([PyTorch](https://github.com/cszn/KAIR))\n- [main_train_dpsr.py](https://github.com/cszn/KAIR/blob/master/main_train_dpsr.py)\n\n- [main_test_dpsr.py](https://github.com/cszn/KAIR/blob/master/main_test_dpsr.py)\n\n***\n\nThe left is the blurry LR image. The right is the super-resolved image by DPSRGAN with scale factor 4.\n\nRun [demo_test_dpsr.py](demo_test_dpsr.py) to produce the following results.\n\n\n\u003cimg src=\"testsets/BSD68/x4_m/test_02_m_13.png\" width=\"72px\"/\u003e \u003cimg src=\"testsets/BSD68/x4_m_dpsrgan/test_02_m_13.png\" width=\"288px\"/\u003e\n\u003cimg src=\"testsets/BSD68/x4_m/test_03_m_24.png\" width=\"72px\"/\u003e \u003cimg src=\"testsets/BSD68/x4_m_dpsrgan/test_03_m_24.png\" width=\"288px\"/\u003e\n\n\u003cimg src=\"testsets/BSD68/x4_m/test_39_m_32.png\" width=\"72px\"/\u003e \u003cimg src=\"testsets/BSD68/x4_m_dpsrgan/test_39_m_32.png\" width=\"288px\"/\u003e\n\u003cimg src=\"testsets/BSD68/x4_m/test_01_m_19.png\" width=\"72px\"/\u003e \u003cimg src=\"testsets/BSD68/x4_m_dpsrgan/test_01_m_19.png\" width=\"288px\"/\u003e\n\n\u003cimg src=\"testsets/BSD68/x4_m/test_14_m_14.png\" width=\"120px\"/\u003e \u003cimg src=\"testsets/BSD68/x4_m_dpsrgan/test_14_m_14.png\" width=\"480px\"/\u003e\n\n\u003cimg src=\"testsets/BSD68/x4_m/test_33_m_06.png\" width=\"120px\"/\u003e \u003cimg src=\"testsets/BSD68/x4_m_dpsrgan/test_33_m_06.png\" width=\"480px\"/\u003e\n\n***\n\nSuper-resolved images of LR image [chip.png](testsets/real_imgs/LR/chip.png) by DPSR with scale factors 2, 3 and 4.\n\nRun [demo_test_dpsr_real.py](demo_test_dpsr_real.py) to produce the following results.\n\n\n\u003cimg src=\"testsets/real_imgs/LR/chip.png\" width=\"109px\"/\u003e  LR\n\n\u003cimg src=\"testsets/real_imgs/x4_dpsr/chip_x2.png\" width=\"218px\"/\u003e  x2\n\n\u003cimg src=\"testsets/real_imgs/x4_dpsr/chip_x3.png\" width=\"327px\"/\u003e  x3\n\n\u003cimg src=\"testsets/real_imgs/x4_dpsr/chip_x4.png\" width=\"436px\"/\u003e  x4\n\n\n\n\n\n\n# Requirements and Dependencies\n- Spyder (Python 3.6)\n- PyTorch 0.4.1\n- Windows 10\n\n\n# Citation\n```BibTex\n@inproceedings{zhang2019deep,\n  title={Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels},\n  author={Zhang, Kai and Zuo, Wangmeng and Zhang, Lei},\n  booktitle={IEEE Conference on Computer Vision and Pattern Recognition},\n  pages={1671--1681},\n  year={2019}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcszn%2Fdpsr","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcszn%2Fdpsr","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcszn%2Fdpsr/lists"}