{"id":20878811,"url":"https://github.com/mathyouf/ranked-aesthetic-scorer","last_synced_at":"2026-03-19T17:57:02.572Z","repository":{"id":134161892,"uuid":"580327341","full_name":"mathyouf/ranked-aesthetic-scorer","owner":"mathyouf","description":"Created as a change to the improved-aesthetic-scorer that allows for using ranked/pairwise datasets to train the aesthetic scorer","archived":false,"fork":false,"pushed_at":"2023-01-27T22:08:59.000Z","size":63622,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-10-10T00:26:24.589Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"HTML","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/mathyouf.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":"2022-12-20T09:37:52.000Z","updated_at":"2023-01-14T02:28:20.000Z","dependencies_parsed_at":null,"dependency_job_id":"12b227cd-280c-496c-a988-19af8b955922","html_url":"https://github.com/mathyouf/ranked-aesthetic-scorer","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/mathyouf/ranked-aesthetic-scorer","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathyouf%2Franked-aesthetic-scorer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathyouf%2Franked-aesthetic-scorer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathyouf%2Franked-aesthetic-scorer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathyouf%2Franked-aesthetic-scorer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mathyouf","download_url":"https://codeload.github.com/mathyouf/ranked-aesthetic-scorer/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathyouf%2Franked-aesthetic-scorer/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29848658,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-25T22:37:40.667Z","status":"online","status_checked_at":"2026-02-26T02:00:06.774Z","response_time":89,"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":[],"created_at":"2024-11-18T07:14:17.221Z","updated_at":"2026-02-26T04:01:00.063Z","avatar_url":"https://github.com/mathyouf.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ranked-aesthetic-scorer\nA changed version of the [LAION Aesthetics](https://laion.ai/blog//) model called the [improved-aesthetic-predictor](https://github.com/christophschuhmann/improved-aesthetic-predictor)\n\n## Data\n\n### Toloka\nIdea (from Charles): Use rule of 3, (3/total for rater scores). In general, don't use the probability scores of 0.0 or 1.0\nIdea: Use [inter-rater reliability coefficient](https://en.wikipedia.org/wiki/Inter-rater_reliability) as a metric to be directly guessed by the model\n\n\u003e Reliable raters agree with the \"official\" rating of a performance.\n\u003e Reliable raters agree with each other about the exact ratings to be awarded.\n\u003e Reliable raters agree about which performance is better and which is worse.\n\n\u003e Reliable raters behave like independent witnesses. They demonstrate their independence by disagreeing slightly. This behavior can be evaluated by the Rasch model.\n\n\n### Reddit\nIdea: Compare posts which were posted within an hour of each other in the time of day\n\nIdea: Compare subreddits about learning a skill vs pro stuff from that skill (photography, beginnerphotography) (photorealism/ learntodraw)\n\n\n[Nature Network](https://www.reddit.com/r/sfwpornnetwork/wiki/network/#wiki_nature)\n\n`python data/processURS.py`\n\nHF Dataset Location: https://huggingface.co/datasets/MathYouF/reddit-urs-sfw-nature\n\n\n# Sites\n[Disagreement Images \u003e70%](https://mathyouf.github.io/ranked-aesthetic-scorer/sites/top_10_percent.html)\n\n[HIPLOT of Embeddings](https://mathyouf.github.io/ranked-aesthetic-scorer/sites/aes_hiplot.html)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmathyouf%2Franked-aesthetic-scorer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmathyouf%2Franked-aesthetic-scorer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmathyouf%2Franked-aesthetic-scorer/lists"}