{"id":25902947,"url":"https://github.com/prasunroy/air-writing","last_synced_at":"2025-03-03T03:17:51.908Z","repository":{"id":152272634,"uuid":"132643569","full_name":"prasunroy/air-writing","owner":"prasunroy","description":":large_blue_diamond: [ICFHR 2018] A CNN Based Framework for Unistroke Numeral Recognition in 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Air-Writing\n**A CNN Based Framework for Unistroke Numeral Recognition in Air-Writing.**\n\n*Accepted in The IEEE International Conference on Frontiers in Handwriting Recognition (ICFHR) 2018.*\n\n**[[arXiv]](https://arxiv.org/abs/2303.07989)**\n\u003cimg align='right' height='100' src='https://github.com/prasunroy/air-writing/blob/master/assets/logo.png' /\u003e\n\n![badge](https://github.com/prasunroy/air-writing/blob/master/assets/badge_1.svg)\n![badge](https://github.com/prasunroy/air-writing/blob/master/assets/badge_2.svg)\n\n## Installation\n#### Step 1: Install [Anaconda](https://www.anaconda.com/download/) distribution of python 2.7+ or 3.5+ (recommended)\n#### Step 2: Update Anaconda\n```\nconda update conda\nconda update anaconda\n```\n#### Step 3: Install dependencies\n```\nconda install theano\npip install keras numpy opencv-python pyqt5\n```\n\u003eTo switch backend from \"tensorflow\" (default) to \"theano\" read the [Keras Documentation](https://keras.io/backend/).\n#### Step 4: Clone repository and launch application\n```\ngit clone https://github.com/prasunroy/air-writing.git\ncd air-writing\npython app.py\n```\n\u003cp align='center'\u003e\n  \u003cimg src='https://github.com/prasunroy/air-writing/raw/master/assets/image.png' /\u003e\n\u003c/p\u003e\n\n## References\n\n\u003e[Git Logo](https://github.com/prasunroy/air-writing/raw/master/assets/button_repo.png) is designed by [Jason Long](https://github.com/jasonlong) made available under [Creative Commons Attribution 3.0 Unported License](https://creativecommons.org/licenses/by/3.0/deed.en).\n\n## Citation\n```\n@inproceedings{roy2018cnn,\n  title     = {A CNN Based Framework for Unistroke Numeral Recognition in Air-Writing},\n  author    = {Roy, Prasun and Ghosh, Subhankar and Pal, Umapada},\n  booktitle = {International Conference on Frontiers in Handwriting Recognition (ICFHR)},\n  year      = {2018}\n}\n```\n\n## License\nMIT License\n\nCopyright (c) 2018 Prasun Roy\n\nPermission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n\u003cbr /\u003e\n\u003cbr /\u003e\n\n\n**Made with** :heart: **and GitHub**\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprasunroy%2Fair-writing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fprasunroy%2Fair-writing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprasunroy%2Fair-writing/lists"}