{"id":21230511,"url":"https://github.com/iliasprc/slrzoo","last_synced_at":"2026-03-27T04:30:23.841Z","repository":{"id":196035603,"uuid":"694078691","full_name":"iliasprc/slrzoo","owner":"iliasprc","description":null,"archived":false,"fork":false,"pushed_at":"2023-09-20T13:45:37.000Z","size":46388,"stargazers_count":8,"open_issues_count":1,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-14T00:34:06.839Z","etag":null,"topics":["computer-vision","continuous-sign-language","deep-learning","isolated-sign-language-recognition","sign-language-recognition","signlanguagerecognition","slr"],"latest_commit_sha":null,"homepage":"","language":"Python","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/iliasprc.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}},"created_at":"2023-09-20T09:37:28.000Z","updated_at":"2024-08-15T08:01:01.000Z","dependencies_parsed_at":"2023-09-21T04:28:38.628Z","dependency_job_id":null,"html_url":"https://github.com/iliasprc/slrzoo","commit_stats":null,"previous_names":["iliasprc/slrzoo"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/iliasprc/slrzoo","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iliasprc%2Fslrzoo","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iliasprc%2Fslrzoo/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iliasprc%2Fslrzoo/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iliasprc%2Fslrzoo/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/iliasprc","download_url":"https://codeload.github.com/iliasprc/slrzoo/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iliasprc%2Fslrzoo/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31019236,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-27T03:51:26.850Z","status":"ssl_error","status_checked_at":"2026-03-27T03:51:09.693Z","response_time":164,"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":["computer-vision","continuous-sign-language","deep-learning","isolated-sign-language-recognition","sign-language-recognition","signlanguagerecognition","slr"],"created_at":"2024-11-20T23:38:22.465Z","updated_at":"2026-03-27T04:30:23.793Z","avatar_url":"https://github.com/iliasprc.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# SLRZoo: Sign Language Recognition  with deep learning methods\n\n\n[![Contributors][contributors-shield]][contributors-url]\n[![Forks][forks-shield]][forks-url]\n[![Stargazers][stars-shield]][stars-url]\n[![Issues][issues-shield]][issues-url]\n![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)\n\n\n## Usage\n\n\n### Requirements\n\nCreate a new virtual environment  \n\n```\nconda create -n slrzooenv\nconda activate slrzooenv\n```\n\n\nand install requirements:\n\n```setup\npip install -r requirements.txt\n```\n\n\n## Training\n\nTo train the model(s) for Continuous Sign Language Recognition run this command:\n\n```train\npython train_cslr.py  \n```\n\nTo train the model(s) for Isolated Sign Language Recognition run this command:\n\n```train\npython train_islr.py  \n```\n\n\n## Evaluation\n\nTo evaluate my model on ImageNet, run:\n\n```eval\npython eval.py --pretrained-cpkt mymodel.pth \n```\n\n\n\n### Download\nYou can run [download.sh](download.sh) which automatically downloads datasets (except CSL-Daily, whose downloading needs an agreement submission), pretrained models, keypoints and place them under corresponding locations. Or you can download these files separately as follows.\n\n**Datasets**\n\nDownload datasets from their websites and place them under the corresponding directories in data/\n* [Phoenix-2014](https://www-i6.informatik.rwth-aachen.de/~koller/RWTH-PHOENIX/)\n* [Phoenix-2014T](https://www-i6.informatik.rwth-aachen.de/~koller/RWTH-PHOENIX-2014-T/)\n* [CSL-Daily](http://home.ustc.edu.cn/~zhouh156/dataset/csl-daily/)\n* [CSL-500](https://ustc-slr.github.io/datasets/2015_csl/)\n* [GSL](https://zenodo.org/record/3941811)\n* [MS-ASL](https://microsoft.github.io/data-for-society/dataset?d=MS-ASL-American-Sign-Language-Dataset)\n\n\n\n### Implemented methods\n\n1. Camgoz, N. C., Hadfield, S., Koller, O., \u0026 Bowden, R. (2017, October). Subunets: End-to-end hand shape and continuous sign language recognition. In 2017 IEEE International Conference on Computer Vision (ICCV) (pp. 3075-3084). IEEE.\n\n1. Cui, Runpeng, Hu Liu, and Changshui Zhang. \"A deep neural framework for continuous sign language recognition by iterative training.\" IEEE Transactions on Multimedia 21.7 (2019): 1880-1891.\n\n1. H. Zhou, W. Zhou and H. Li, \"Dynamic Pseudo Label Decoding for Continuous Sign Language Recognition,\" 2019 IEEE International Conference on Multimedia and Expo (ICME), Shanghai, China, 2019, pp. 1282-1287.\n\n1. Pu, Junfu, Wengang Zhou, and Houqiang Li. \"Iterative alignment network for continuous sign language recognition.\" Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2019.\n\n\n\n\n\n\n[contributors-shield]: https://img.shields.io/github/contributors/iliasprc/slrzoo.svg?style=flat-square\n[contributors-url]: https://github.com/iliasprc/slrzoo/graphs/contributors\n[forks-shield]: https://img.shields.io/github/forks/iliasprc/slrzoo.svg?style=flat-square\n[forks-url]: https://github.com/iliasprc/slrzoo/network/members\n\n[stars-shield]: https://img.shields.io/github/stars/iliasprc/slrzoo.svg?style=flat-square\n[stars-url]: https://github.com/iliasprc/slrzoo/stargazers\n\n[issues-shield]: https://img.shields.io/github/issues/iliasprc/slrzoo.svg?style=flat-square\n[issues-url]: https://github.com/iliasprc/slrzoo/issues\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Filiasprc%2Fslrzoo","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Filiasprc%2Fslrzoo","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Filiasprc%2Fslrzoo/lists"}