{"id":28214794,"url":"https://github.com/kanpuriyanawab/handsigns","last_synced_at":"2026-05-05T14:32:58.434Z","repository":{"id":127431916,"uuid":"261969506","full_name":"kanpuriyanawab/HandSigns","owner":"kanpuriyanawab","description":"A CNN built using Keras and TensorFlow 2.2.1 as backend that uses OpenCV camera to count the fingers on taking snap","archived":false,"fork":false,"pushed_at":"2021-01-11T06:01:49.000Z","size":44341,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-06-07T09:39:53.964Z","etag":null,"topics":["jupyter-notebook","opencv","python3","tensorflow"],"latest_commit_sha":null,"homepage":"https://shivanshuman021.github.io/HandSigns/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/kanpuriyanawab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2020-05-07T06:34:39.000Z","updated_at":"2021-03-09T15:09:11.000Z","dependencies_parsed_at":null,"dependency_job_id":"6f438efb-565d-4f11-9aea-c0466ec8a133","html_url":"https://github.com/kanpuriyanawab/HandSigns","commit_stats":null,"previous_names":["heyyanshuman/handsigns","kanpuriyanawab/handsigns"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/kanpuriyanawab/HandSigns","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kanpuriyanawab%2FHandSigns","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kanpuriyanawab%2FHandSigns/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kanpuriyanawab%2FHandSigns/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kanpuriyanawab%2FHandSigns/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kanpuriyanawab","download_url":"https://codeload.github.com/kanpuriyanawab/HandSigns/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kanpuriyanawab%2FHandSigns/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32578805,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-03T06:36:36.687Z","status":"ssl_error","status_checked_at":"2026-05-03T06:36:09.306Z","response_time":103,"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":["jupyter-notebook","opencv","python3","tensorflow"],"created_at":"2025-05-17T21:08:22.756Z","updated_at":"2026-05-03T17:34:33.585Z","avatar_url":"https://github.com/kanpuriyanawab.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Count Your Fingers And look for result in Terminal :D\n\n\u003ch3\u003e\u003cI\u003eA Classifier that implemnts Convolutional Neural Networks (CNNs) to count the number of fingers\nTrained using SIGNS dataset is a collection of 6 signs representing numbers from 0 to 5.\u003c/I\u003e\u003c/h3\u003e\n\nLinkedIn:\n\u003cdiv class=\"LI-profile-badge\"  data-version=\"v1\" data-size=\"medium\" data-locale=\"en_US\" data-type=\"horizontal\" data-theme=\"dark\" data-vanity=\"anshuman-mishra-89b014195\"\u003e\u003ca class=\"LI-simple-link\" href='https://in.linkedin.com/in/anshuman-mishra-89b014195?trk=profile-badge'\u003eAnshuman Mishra\u003c/a\u003e\u003c/div\u003e\n\u003cimg src=\"signs.png\" style=\"width:800px;height:300px;\"\u003e\n\n\n\nDownload dataset from here:\nhttps://github.com/shivanshuman021/HandSigns-Indentifier/tree/master/datasets\n\n\u003ch2\u003eNetwork Architecture\u003c/h2\u003e\n\u003cimg src=\"images/model.png\" style=\"width:1028px;height:410px;\"\u003e\n\n\u003cdiv\u003e\n\u003ccenter\u003e\u003ch3\u003eConvolution Operation : A Review\u003c/h3\u003e\u003c/center\u003e\n\u003ccenter\u003e\u003cimg src=\"images/Convolution_schematic.gif\" style=\"width:500px;height:300px;\"\u003e\u003c/center\u003e\n\u003c/div\u003e\n\n\u003cI\u003eWatch Me testing it ! See count in Terminal on left side\u003c/I\u003e\n\u003cdiv\u003e\n\u003ccenter\u003e\n\u003cvideo width=\"620\" height=\"440\" src=\"images/test.mp4\" type=\"video/mp4\" controls\u003e\n\u003c/video\u003e\n\u003c/center\u003e\n\u003c/div\u003e\n\n\n\n\n\u003cI\u003eHere are some more tests ! \u003c/I\u003e\n\n\u003ch3\u003e\u003cB\u003e\n\u003ctable\u003e\n    \u003ctd\u003e\n        \u003cimg src=\"images/ident0.jpeg\" alt=\"zero\" style=\"width:300px;height:200px;\"\u003e\n    \u003c/td\u003e\n    \n    \n   \u003ctd\u003e\n        \u003cimg src=\"images/ident3.jpeg\" alt=\"three\" style=\"width:300px;height:200px;\"\u003e\n   \u003c/td\u003e\n   \n\u003c/table\u003e\n  \u003c/B\u003e\u003c/h3\u003e\n\n\n  \u003ch2\u003e\u003cU\u003e\u003cB\u003eDependencies\u003c/B\u003e\u003c/U\u003e\u003c/h2\u003e\n\u003ch4\u003e 1. Python 3 \u003c/h4\u003e\n\u003ch4\u003e\u003cI\u003e2. TensorFlow 2.2.1\u003c/I\u003e\u003c/h4\u003e  \n    Visit https://www.tensorflow.org/install \n\u003ch4\u003e\u003cI\u003e3. Keras \u003c/I\u003e\u003c/h4\u003e\n\u003ch4\u003e\u003cI\u003e4. OpenCV\u003c/I\u003e \u003c/h4\u003e   \n    Visit https://pypi.org/project/opencv-python\n\n\n\u003ch3\u003e Try yourself !\u003c/h3\u003e\n\u003ccenter\u003e\u003cp style=\"font-size:250px\"\u003e\u0026#128540;\u003c/p\u003e\u003c/center\u003e\n\u003ch4\u003e\u003cI\u003eIn a Terminal / Command Prompt Type \u003c/I\u003e\u003c/h4\u003e\n    $ git clone \"https://github.com/shivanshuman021/HandSigns-Indentifier.git\"\n\n\u003ch4\u003e\u003cI\u003e Navigate to the cloned repository in a terminal run:\u003c/I\u003e\u003c/h4\u003e\n    $ python main.py \n\u003cI\u003e Camera window named \u003cB\u003etest\u003c/B\u003e will be loaded . Press \u003cB\u003eSPACE\u003c/B\u003e to capture snapshot !\u003c/I\u003e\n\u003ccenter\u003ePress \u003cB\u003eESC Key\u003c/B\u003e to exit\u003c/center\u003e\n  \n \n \n\n  \n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkanpuriyanawab%2Fhandsigns","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkanpuriyanawab%2Fhandsigns","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkanpuriyanawab%2Fhandsigns/lists"}