{"id":16742444,"url":"https://github.com/hrishibawane/hand-gesture-mouse-control","last_synced_at":"2025-03-21T22:31:36.985Z","repository":{"id":37223751,"uuid":"266115109","full_name":"hrishibawane/hand-gesture-mouse-control","owner":"hrishibawane","description":"A Deep Learning based project for controlling mouse events like movement, click and drag","archived":false,"fork":false,"pushed_at":"2022-12-08T07:28:33.000Z","size":1982,"stargazers_count":6,"open_issues_count":27,"forks_count":2,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-18T05:34:58.503Z","etag":null,"topics":["computer-vision","convolutional-neural-networks","deep-learning","mouse-events"],"latest_commit_sha":null,"homepage":null,"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/hrishibawane.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}},"created_at":"2020-05-22T13:18:03.000Z","updated_at":"2023-04-12T22:38:12.000Z","dependencies_parsed_at":"2023-01-25T08:45:52.494Z","dependency_job_id":null,"html_url":"https://github.com/hrishibawane/hand-gesture-mouse-control","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hrishibawane%2Fhand-gesture-mouse-control","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hrishibawane%2Fhand-gesture-mouse-control/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hrishibawane%2Fhand-gesture-mouse-control/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hrishibawane%2Fhand-gesture-mouse-control/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hrishibawane","download_url":"https://codeload.github.com/hrishibawane/hand-gesture-mouse-control/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244880253,"owners_count":20525505,"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":["computer-vision","convolutional-neural-networks","deep-learning","mouse-events"],"created_at":"2024-10-13T01:23:46.326Z","updated_at":"2025-03-21T22:31:36.148Z","avatar_url":"https://github.com/hrishibawane.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Hand Gesture Mouse Control\n\nA Deep Learning based attempt at developing a computer vision based software for controlling mouse events like clicks, drags and movement. \n\n## Requirements\n\nTo run this project locally on your system:\n\n- Clone this repository in your system\n- cd into the cloned directory and run ```pip install -r requirements.txt``` in your terminal\n- Run main.py file using ```python3 main.py```\n\n## Usage\n\n- Gesture: Zero =\u003e Action: Drag\n- Gesture: Two =\u003e Action: Left Click\n- Gesture: One (or any other) =\u003e Move Pointer\n\n![Drag](images/ss_0.png?raw=true)\n\n![Left Click](images/ss_2.png)\n\n![Move](images/ss_1.png)\n\n**Note:** The hand detection works on skin detection. Thus, any background noise should be avoided.\n\n## Tech Stack\n\nSome important packages or modules used in the project:\n- Keras\n- OpenCV\n- PyAutoGui\n- Pillow\n\n## Dataset\n\nCan be downloaded from [here](https://www.kaggle.com/muhammadkhalid/sign-language-for-numbers)\n\n## Scope of Improvement\n\nThere is a lot of scope for improvement like:\n- Smooth movement\n- More accurate detection of gestures\n- Add more functionalities of mouse events\n- Hand detection in various lighting environments\n\nAny suggestions, ideas or contributions are welcomed.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhrishibawane%2Fhand-gesture-mouse-control","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhrishibawane%2Fhand-gesture-mouse-control","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhrishibawane%2Fhand-gesture-mouse-control/lists"}