{"id":15041090,"url":"https://github.com/xuannianz/differentiablebinarization","last_synced_at":"2025-06-13T07:36:30.010Z","repository":{"id":39739780,"uuid":"231345046","full_name":"xuannianz/DifferentiableBinarization","owner":"xuannianz","description":"DB (Real-time Scene Text Detection with Differentiable Binarization) implementation in Keras and Tensorflow","archived":false,"fork":false,"pushed_at":"2022-11-22T04:38:57.000Z","size":414,"stargazers_count":160,"open_issues_count":18,"forks_count":45,"subscribers_count":12,"default_branch":"master","last_synced_at":"2024-12-19T11:12:05.003Z","etag":null,"topics":["db","differentiable-binarization","keras-db","ocr","text-detection","tf-db"],"latest_commit_sha":null,"homepage":null,"language":"Python","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/xuannianz.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":"2020-01-02T09:04:50.000Z","updated_at":"2024-08-25T08:58:37.000Z","dependencies_parsed_at":"2022-08-28T23:32:44.865Z","dependency_job_id":null,"html_url":"https://github.com/xuannianz/DifferentiableBinarization","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/xuannianz%2FDifferentiableBinarization","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xuannianz%2FDifferentiableBinarization/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xuannianz%2FDifferentiableBinarization/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xuannianz%2FDifferentiableBinarization/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/xuannianz","download_url":"https://codeload.github.com/xuannianz/DifferentiableBinarization/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":230423563,"owners_count":18223435,"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":["db","differentiable-binarization","keras-db","ocr","text-detection","tf-db"],"created_at":"2024-09-24T20:45:31.793Z","updated_at":"2024-12-19T11:12:08.866Z","avatar_url":"https://github.com/xuannianz.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# DifferentiableBinarization\nThis is an implementation of [Real-time Scene Text Detection with Differentiable Binarization](https://arxiv.org/abs/1911.08947) in Keras and Tensorflow,\nMost portions of code are borrowed from the official implementation [MhLiao/DB](https://github.com/MhLiao/DB).\n\n## Build Dataset\nBuild dataset in the same way as the official implementation.\n```\n  datasets/total_text/train_images\n  datasets/total_text/train_gts\n  datasets/total_text/train_list.txt\n  datasets/total_text/test_images\n  datasets/total_text/test_gts\n  datasets/total_text/test_list.txt\n```\n\n## Train\n`python train.py`\nYou can download a trained model weights on TotalText by [baidu netdisk](https://pan.baidu.com/s/1SGKgI6pMuGvUb8RlHePQxA) code:jy6m or [google driver](https://drive.google.com/open?id=1ausCBrADzlhqoo6viuWP_e_zYdiqUKA7)\n\n## Test\n`python inference.py`\n\n![image1](test/img192.jpg) \n![image2](test/img795.jpg)\n![image3](test/img1095.jpg)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxuannianz%2Fdifferentiablebinarization","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fxuannianz%2Fdifferentiablebinarization","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxuannianz%2Fdifferentiablebinarization/lists"}