{"id":19385920,"url":"https://github.com/ashwaniydv/zero-shot-image-recognition","last_synced_at":"2026-03-09T10:02:48.282Z","repository":{"id":37218363,"uuid":"272009537","full_name":"ashwaniYDV/Zero-shot-Image-Recognition","owner":"ashwaniYDV","description":"IIT Patna Academic Project | CS244-Introduction to data science | Image classification: Zero-shot Image Recognition","archived":false,"fork":false,"pushed_at":"2024-01-25T17:08:38.000Z","size":97262,"stargazers_count":5,"open_issues_count":26,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-04-23T22:35:32.083Z","etag":null,"topics":["object-detection","transfer-learning","word2vec","zero-shot","zero-shot-classification","zero-shot-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/ashwaniYDV.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,"zenodo":null}},"created_at":"2020-06-13T13:00:31.000Z","updated_at":"2024-03-03T12:14:15.000Z","dependencies_parsed_at":"2025-04-23T22:42:22.279Z","dependency_job_id":null,"html_url":"https://github.com/ashwaniYDV/Zero-shot-Image-Recognition","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ashwaniYDV/Zero-shot-Image-Recognition","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ashwaniYDV%2FZero-shot-Image-Recognition","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ashwaniYDV%2FZero-shot-Image-Recognition/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ashwaniYDV%2FZero-shot-Image-Recognition/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ashwaniYDV%2FZero-shot-Image-Recognition/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ashwaniYDV","download_url":"https://codeload.github.com/ashwaniYDV/Zero-shot-Image-Recognition/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ashwaniYDV%2FZero-shot-Image-Recognition/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30290936,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-09T02:57:19.223Z","status":"ssl_error","status_checked_at":"2026-03-09T02:56:26.373Z","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":["object-detection","transfer-learning","word2vec","zero-shot","zero-shot-classification","zero-shot-learning"],"created_at":"2024-11-10T10:03:40.077Z","updated_at":"2026-03-09T10:02:48.266Z","avatar_url":"https://github.com/ashwaniYDV.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Zero-shot Image Recognition: Image classification\n### Academic Project (CS244-Introduction to data science)\n\n## zero-shot-learning\nImplementation of Zero-Shot Learning algorithm  \n\n  \nZero-Shot learning method aims to solve a task without receiving any example of that task at training phase.  \nIt simply allows us to recognize objects *we have not seen before*.  \n  \n### Classes  \n**Train Classes:**  \narm, boy, bread, chicken, child, computer, ear, house, leg, sandwich, television, truck, vehicle, watch, woman  \n**Zero-Shot Classes:**  \ncar, food, hand, man, neck  \n  \n### Usage  \n$ **python3**  detect_object.py  input-image-path  \n  \n### Example  \n$ **cd**  src  \n$ **python3**  detect_object.py  ../test.jpg\n\n--- Top-5 Prediction ---  \n1- vehicle  \n2- truck  \n3- car  \n4- house  \n5- watch  \n  \n![Example Image](test.jpg)\n\n*Test image is a beautiful Jaguar.*  \n*All related prediction results are ranked in first three.* \n  \nP.S. Remember, the prediction results are only allowed to be among above classes (train and zero-shot classes).  \nAlgorithm will fail (although it will do its best to predict most related class) in case you try to detect an object from different other classes.\n\n### Model Summary \n![Example Image](model.png)\n### ZSL Model Summary\n![Example Image](zslmodel.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fashwaniydv%2Fzero-shot-image-recognition","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fashwaniydv%2Fzero-shot-image-recognition","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fashwaniydv%2Fzero-shot-image-recognition/lists"}