{"id":28341433,"url":"https://github.com/federicob/fashionml","last_synced_at":"2025-07-29T21:10:57.659Z","repository":{"id":106713029,"uuid":"437397878","full_name":"federicoB/fashionML","owner":"federicoB","description":"Machine Learning applied to fashion world","archived":false,"fork":false,"pushed_at":"2021-12-16T22:13:24.000Z","size":40,"stargazers_count":2,"open_issues_count":1,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-06-21T00:41:00.227Z","etag":null,"topics":["computer-vision","fashion","machine-learning","pytorch"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/federicoB.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","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,"zenodo":null}},"created_at":"2021-12-11T22:02:13.000Z","updated_at":"2021-12-21T15:36:05.000Z","dependencies_parsed_at":null,"dependency_job_id":"2f23b44b-4ec0-4905-b5da-d752de8c09fe","html_url":"https://github.com/federicoB/fashionML","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/federicoB/fashionML","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/federicoB%2FfashionML","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/federicoB%2FfashionML/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/federicoB%2FfashionML/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/federicoB%2FfashionML/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/federicoB","download_url":"https://codeload.github.com/federicoB/fashionML/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/federicoB%2FfashionML/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267759251,"owners_count":24140024,"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":"2025-07-29T02:00:12.549Z","response_time":2574,"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":["computer-vision","fashion","machine-learning","pytorch"],"created_at":"2025-05-27T03:58:58.656Z","updated_at":"2025-07-29T21:10:57.647Z","avatar_url":"https://github.com/federicoB.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"Inspired by Zalando [Fashion DNA](https://research.zalando.com/project/fashion_dna/fashion_dna/) encoding, I wanted to try to recreate it by also using the opportunity offered by their released [Feidegger](https://github.com/zalandoresearch/feidegger) dataset.\n\nI implemented the code to optimally download the dataset, and I firstly implemented a Linear Autoencoder (with disastrous results). The outcome was way better with a Convolutional autoencoder. I then used the learned encoding and a KDtree to search similarities between articles, and the queries results are shown in the following pictures.\n\nI then moved to develop a DCGAN architecture both for generation and encoding, but without success for now, as highlighted in this [issue](https://github.com/federicoB/fashionML/issues/3).\n\n![image](https://user-images.githubusercontent.com/15829877/145912334-68cf283c-3a51-4f94-9960-234c7e5aa046.png)\n\n![image](https://user-images.githubusercontent.com/15829877/145912377-2046a3ee-f491-4873-a066-fdcf07282f21.png)\n\n![image](https://user-images.githubusercontent.com/15829877/145912396-9d2fc8d6-da70-4a46-bf15-4f1a60baac70.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffedericob%2Ffashionml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffedericob%2Ffashionml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffedericob%2Ffashionml/lists"}