{"id":15356426,"url":"https://github.com/saravanabalagi/deep_image_prior","last_synced_at":"2025-10-10T21:06:10.452Z","repository":{"id":45905367,"uuid":"124053358","full_name":"saravanabalagi/deep_image_prior","owner":"saravanabalagi","description":"Image Operations without training using deep image prior","archived":false,"fork":false,"pushed_at":"2018-07-15T21:59:10.000Z","size":3176,"stargazers_count":20,"open_issues_count":0,"forks_count":6,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-15T06:45:02.518Z","etag":null,"topics":["deep-image-prior","denoising-autoencoders","keras","tensorflow"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/1711.10925","language":"Jupyter Notebook","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/saravanabalagi.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}},"created_at":"2018-03-06T09:22:03.000Z","updated_at":"2024-01-17T09:24:38.000Z","dependencies_parsed_at":"2022-09-24T08:11:49.973Z","dependency_job_id":null,"html_url":"https://github.com/saravanabalagi/deep_image_prior","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/saravanabalagi/deep_image_prior","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saravanabalagi%2Fdeep_image_prior","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saravanabalagi%2Fdeep_image_prior/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saravanabalagi%2Fdeep_image_prior/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saravanabalagi%2Fdeep_image_prior/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/saravanabalagi","download_url":"https://codeload.github.com/saravanabalagi/deep_image_prior/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saravanabalagi%2Fdeep_image_prior/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279005332,"owners_count":26083883,"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","status":"online","status_checked_at":"2025-10-10T02:00:06.843Z","response_time":62,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":["deep-image-prior","denoising-autoencoders","keras","tensorflow"],"created_at":"2024-10-01T12:28:40.340Z","updated_at":"2025-10-10T21:06:10.436Z","avatar_url":"https://github.com/saravanabalagi.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Deep Image Prior\n\nYou can denoise an image with just the image and nothing else, yes, with absolute no pre-training, like this one\n\n![Result](result.png)\n\nThis repo is a basic implementation of Deep image prior (https://arxiv.org/abs/1711.10925) for denoising images. \n\n## Literature Survey\n[Deep Image Prior Literature Survey](Literature_Survey_Deep_Image_Prior.pdf)\n\n## Implementation Details\n\n- Python/Jupyter Notebook\n- Tensorflow/Keras\n\n# Licence\n\nMIT License\n\nCopyright (c) 2018 Saravanabalagi Ramachandran\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. 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