{"id":25231498,"url":"https://github.com/notshrirang/indian-sign-language-classification-using-transfer-learning","last_synced_at":"2025-09-04T03:42:30.955Z","repository":{"id":131183814,"uuid":"609566861","full_name":"NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning","owner":"NotShrirang","description":"Indian Sign Language A-Z alphabets classification with Custom CNN and Resnet50","archived":false,"fork":false,"pushed_at":"2023-05-22T03:50:31.000Z","size":1560,"stargazers_count":3,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-05T15:29:55.222Z","etag":null,"topics":["cnn","indian-sign-language-recognition","resnet-50","tensorflow","transfer-learning"],"latest_commit_sha":null,"homepage":"https://notshrirang-indian-sign-language-classification-using-resnet50.streamlit.app/","language":"Jupyter Notebook","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/NotShrirang.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":"2023-03-04T15:12:15.000Z","updated_at":"2025-03-28T16:20:05.000Z","dependencies_parsed_at":"2025-02-11T12:33:56.529Z","dependency_job_id":"3ea669e3-006b-4674-9f39-f78b263caed8","html_url":"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning","commit_stats":null,"previous_names":[],"tags_count":2,"template":false,"template_full_name":null,"purl":"pkg:github/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NotShrirang%2FIndian-Sign-Language-Classification-using-Transfer-Learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NotShrirang%2FIndian-Sign-Language-Classification-using-Transfer-Learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NotShrirang%2FIndian-Sign-Language-Classification-using-Transfer-Learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NotShrirang%2FIndian-Sign-Language-Classification-using-Transfer-Learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/NotShrirang","download_url":"https://codeload.github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NotShrirang%2FIndian-Sign-Language-Classification-using-Transfer-Learning/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":260054049,"owners_count":22952018,"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","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":["cnn","indian-sign-language-recognition","resnet-50","tensorflow","transfer-learning"],"created_at":"2025-02-11T12:28:53.244Z","updated_at":"2025-06-15T21:38:50.187Z","avatar_url":"https://github.com/NotShrirang.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Indian Sign Language Classification using Transfer Learning\n\nISL classification with Custom CNN and Resnet50\n\n### The app is hosted with Streamlit! - \u003ca href=\"https://notshrirang-indian-sign-language-classification-usin-app-u8h4g3.streamlit.app/\"\u003eTry Now!\u003c/a\u003e\n\n\u003ctable\u003e\n\u003cth\u003eDataset\u003c/th\u003e\n\u003cth\u003eNotebook\u003c/th\u003e\n\u003cth\u003eStreamlit App\u003c/th\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca href=\"https://www.kaggle.com/datasets/vaishnaviasonawane/indian-sign-language-dataset\"\u003eLink\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://www.kaggle.com/code/notshrirang/isl-classification\"\u003eLink\u003c/a\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://notshrirang-indian-sign-language-classification-usin-app-u8h4g3.streamlit.app/\"\u003eLink\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/table\u003e\n\n## Inference:\n\n\u003ctable\u003e\n\u003cth\u003eInput Sign\u003c/th\u003e\n\u003cth\u003eInference\u003c/th\u003e\n\u003ctr\u003e\n\u003ctd\u003e4\u003c/td\u003e\n\u003ctd\u003e\n  \u003cimg src=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/assets/85283622/a7eda912-6248-4427-8555-adca842c4cf2\"/\u003e\n  \u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eA\u003c/td\u003e\n\u003ctd\u003e\u003cimg src=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/assets/85283622/77eff979-dd46-4869-9f05-bfddab7748de\"/\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/table\u003e\n\n## Installing Requirements\n\n```\npip install -r requirements.txt\n```\n\n## Get trained models\n\n\u003ctable\u003e\n\u003cth\u003eModel Name\u003c/th\u003e\n\u003cth\u003eSize\u003c/th\u003e\n\u003cth\u003eLink\u003c/th\u003e\n\u003ctr\u003e\n\u003ctd\u003e\nCustom CNN\n\u003c/td\u003e\n\u003ctd\u003e\n799 KB\n\u003c/td\u003e\n\u003ctd\u003e\n\u003ca href=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/releases/download/v0.0.1/model_1_aug.h5\"\u003eDownload\u003c/a\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\nTransfer Learning - ResNet50V2 - Model 1\n\u003c/td\u003e\n\u003ctd\u003e\n205 MB\n\u003c/td\u003e\n\u003ctd\u003e\n\u003ca href=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/releases/download/v0.0.1/tl_model_1.h5\"\u003eDownload\u003c/a\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\nTransfer Learning - ResNet50V2 - Model 2\n\u003c/td\u003e\n\u003ctd\u003e\n206 MB\n\u003c/td\u003e\n\u003ctd\u003e\n\u003ca href=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/releases/download/v0.0.1/tl_model_2.h5\"\u003eDownload\u003c/a\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/table\u003e\n\n## Accuracy and Losses:\n\n\u003ctable\u003e\n\u003cth\u003eModel Name\u003c/th\u003e\n\u003cth\u003eAccuracy\u003c/th\u003e\n\u003cth\u003eLoss Curves\u003c/th\u003e\n\u003cth\u003eAccuracy Curves\u003c/th\u003e\n\u003ctr\u003e\n\u003ctd\u003e\nCustom CNN\n\u003c/td\u003e\n\u003ctd\u003e\n98.38%\n\u003c/td\u003e\n\u003ctd\u003e\n\u003cimg src=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/assets/85283622/f90b072c-8715-4809-81cf-8d9d88e0faa2\"/\u003e\n\u003c/td\u003e\n\u003ctd\u003e\n\u003cimg src=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/assets/85283622/2ce47e50-a614-4742-9d20-febd55a949a2\"/\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\nTransfer Learning - ResNet50V2 - Model 1\n\u003c/td\u003e\n\u003ctd\u003e\n99.93%\n\u003c/td\u003e\n\u003ctd\u003e\n\u003cimg src=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/assets/85283622/3f55444b-0b1b-4b21-999c-96033b6af08d\"/\u003e\n\u003c/td\u003e\n\u003ctd\u003e\n\u003cimg src=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/assets/85283622/48cc7a37-320d-4324-8178-cc21ba1e7b38\"/\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\nTransfer Learning - ResNet50V2 - Model 2\n\u003c/td\u003e\n\u003ctd\u003e\n98.95%\n\u003c/td\u003e\n\u003ctd\u003e\n\u003cimg src=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/assets/85283622/aac9f113-7aaf-4f9a-8aec-77dbfa858e84\"/\u003e\n\u003c/td\u003e\n\u003ctd\u003e\n\u003cimg src=\"https://github.com/NotShrirang/Indian-Sign-Language-Classification-using-Transfer-Learning/assets/85283622/f9832eb7-9859-444b-b25a-4e3ca46a64be\"/\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/table\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnotshrirang%2Findian-sign-language-classification-using-transfer-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnotshrirang%2Findian-sign-language-classification-using-transfer-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnotshrirang%2Findian-sign-language-classification-using-transfer-learning/lists"}