{"id":21271387,"url":"https://github.com/l0sg/shoes_classification","last_synced_at":"2026-03-15T17:12:40.729Z","repository":{"id":111962715,"uuid":"92643480","full_name":"L0SG/shoes_classification","owner":"L0SG","description":"Simple shoes classification with ResNet50 in Keras for Deepest Hackaton Challenge","archived":false,"fork":false,"pushed_at":"2017-10-18T08:02:55.000Z","size":1826,"stargazers_count":7,"open_issues_count":0,"forks_count":3,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-08-29T03:17:12.753Z","etag":null,"topics":["fine-tuning","image-classification","keras","resnet-50","scikit-learn","transfer-learning"],"latest_commit_sha":null,"homepage":"","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/L0SG.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":"2017-05-28T06:12:56.000Z","updated_at":"2023-03-23T01:56:57.000Z","dependencies_parsed_at":null,"dependency_job_id":"fa3097cd-c3ee-4d32-afba-bbbd69eb0ac5","html_url":"https://github.com/L0SG/shoes_classification","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/L0SG/shoes_classification","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/L0SG%2Fshoes_classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/L0SG%2Fshoes_classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/L0SG%2Fshoes_classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/L0SG%2Fshoes_classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/L0SG","download_url":"https://codeload.github.com/L0SG/shoes_classification/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/L0SG%2Fshoes_classification/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30547805,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-15T15:03:43.933Z","status":"ssl_error","status_checked_at":"2026-03-15T15:03:37.630Z","response_time":61,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["fine-tuning","image-classification","keras","resnet-50","scikit-learn","transfer-learning"],"created_at":"2024-11-21T08:22:50.103Z","updated_at":"2026-03-15T17:12:40.713Z","avatar_url":"https://github.com/L0SG.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Shoes classification\nSimple shoes classification with ResNet50 in Keras for Deepest Hackaton Challenge.\n\nAchieves ~77% accuracy in validation dataset.\n\nIt uses pre-trained ResNet50 for transfer learning. \n\nIt unfreezes the last 2 redisual blocks for fine-tuning.\n\n## How to use\nRequires Keras and Scikit-learn\n\nRun train.py to fine-tune ResNet50 with the dataset.\nYou could use any arbitaray image dataset, by appropriately constructing your images with subfolders and modifying the class names in the code\n\nRun inferencce.py to validate the model with test dataset.\n\n## Download Shoes Dataset\nYou can download the dataset here\n\nhttps://drive.google.com/open?id=0B05wqMLeCbG-blZpVTlEZWQ3NWs\n\nIt contains 14 classes in jpg image format with variable sizes (crawled from Google \u0026 Naver image search)\n\nUnzip and specify the location of the dataset at datapath parameter in load_imgs function","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fl0sg%2Fshoes_classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fl0sg%2Fshoes_classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fl0sg%2Fshoes_classification/lists"}