{"id":23070400,"url":"https://github.com/linchuming/wssdcnn","last_synced_at":"2025-10-06T08:14:46.704Z","repository":{"id":85413420,"uuid":"192895494","full_name":"linchuming/WSSDCNN","owner":"linchuming","description":"The unofficial implementation of Weakly- and Self-Supervised Learning for Content-Aware Deep Image Retargeting via TensorFlow","archived":false,"fork":false,"pushed_at":"2019-06-20T10:57:00.000Z","size":3091,"stargazers_count":8,"open_issues_count":2,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-08-15T13:42:46.031Z","etag":null,"topics":["retargeting","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/linchuming.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2019-06-20T09:57:04.000Z","updated_at":"2025-06-19T09:11:29.000Z","dependencies_parsed_at":"2023-03-07T03:00:59.313Z","dependency_job_id":null,"html_url":"https://github.com/linchuming/WSSDCNN","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/linchuming/WSSDCNN","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linchuming%2FWSSDCNN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linchuming%2FWSSDCNN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linchuming%2FWSSDCNN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linchuming%2FWSSDCNN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/linchuming","download_url":"https://codeload.github.com/linchuming/WSSDCNN/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linchuming%2FWSSDCNN/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":278577967,"owners_count":26009709,"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":"2025-10-06T02:00:05.630Z","response_time":65,"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":["retargeting","tensorflow"],"created_at":"2024-12-16T06:26:36.017Z","updated_at":"2025-10-06T08:14:46.687Z","avatar_url":"https://github.com/linchuming.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# WSSDCNN\nThe unofficial implementation of Weakly- and Self-Supervised Learning for Content-Aware Deep Image Retargeting\n\n\n\n### Preparation\n\n- TensorFlow \u003e= 1.6\n- Download the param (577M) from BaiduYun: https://pan.baidu.com/s/15UvYzwriYCOiqqb6ZvhqsA (passwd: jlq5)\n- Move the param files to directory `model_ckpt`\n\n\n\n### Inference\n\n- ` python test.py`\n\n\n\n### Results\n\nThe approach has limits and their results are not always good.  Some good results show below (aspect ratio = 0.5) :\n\n| Original                   | WSSDCNN                        | Bicubic                        |\n| -------------------------- | ------------------------------ | ------------------------------ |\n| ![](results/butterfly.png) | ![](results/butterfly_0.5.png) | ![](results/butterfly_bic.png) |\n| ![](results/eagle.png)     | ![](results/eagle_0.5.png)     | ![](results/eagle_bic.png)     |\n| ![](results/surfer.png)    | ![](results/surfer_0.5.png)    | ![](results/surfer_bic.png)    |\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flinchuming%2Fwssdcnn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flinchuming%2Fwssdcnn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flinchuming%2Fwssdcnn/lists"}