{"id":13715524,"url":"https://github.com/abdoelsayed2016/TNCR_Dataset","last_synced_at":"2025-05-07T04:30:50.059Z","repository":{"id":38825929,"uuid":"360005658","full_name":"abdoelsayed2016/TNCR_Dataset","owner":"abdoelsayed2016","description":"Deep learning, Convolutional neural networks, Image processing, Document processing, Table detection, Page object detection, Table classification. https://www.sciencedirect.com/science/article/pii/S0925231221018142","archived":false,"fork":false,"pushed_at":"2024-02-24T19:39:28.000Z","size":768,"stargazers_count":65,"open_issues_count":0,"forks_count":4,"subscribers_count":3,"default_branch":"main","last_synced_at":"2024-11-14T03:34:30.159Z","etag":null,"topics":["classification","cnn","convolutional-neural-networks","deep-learning","image-classification","mmdetection","object-detection","object-recognition","pytorch","table","table-detection","table-recognition"],"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/abdoelsayed2016.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":"2021-04-21T02:11:27.000Z","updated_at":"2024-10-25T06:30:37.000Z","dependencies_parsed_at":"2024-11-14T03:31:20.092Z","dependency_job_id":null,"html_url":"https://github.com/abdoelsayed2016/TNCR_Dataset","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abdoelsayed2016%2FTNCR_Dataset","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abdoelsayed2016%2FTNCR_Dataset/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abdoelsayed2016%2FTNCR_Dataset/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abdoelsayed2016%2FTNCR_Dataset/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/abdoelsayed2016","download_url":"https://codeload.github.com/abdoelsayed2016/TNCR_Dataset/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252813674,"owners_count":21808369,"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":["classification","cnn","convolutional-neural-networks","deep-learning","image-classification","mmdetection","object-detection","object-recognition","pytorch","table","table-detection","table-recognition"],"created_at":"2024-08-03T00:01:00.129Z","updated_at":"2025-05-07T04:30:50.032Z","avatar_url":"https://github.com/abdoelsayed2016.png","language":"Python","funding_links":[],"categories":["2. Datasets"],"sub_categories":["2.1 Introduction"],"readme":"# \u003ca target=\"_blank\" rel=\"noopener noreferrer\"  href=\"https://doi.org/10.1016/j.neucom.2021.11.101\"\u003eTNCR: Table Net Detection and Classification Dataset \u003c/a\u003e\n[![PWC](https://img.shields.io/badge/PyTorch-v1.8-red)](https://pytorch.org/)\n[![PWC](https://img.shields.io/badge/%20mmdetection%20-v2.10-red)](https://github.com/open-mmlab/mmdetection)\n\n\n\n\n\u003e **TNDR: Table Net Detection and Classification Dataset**\u003cbr\u003e\n\u003e [Abdelrahman Abdallah](https://github.com/abdoelsayed2016),\n\u003e [Alexander Berendeev](),\n\u003e [Islam Nuradin](),\n\u003e [Daniyar Nurseitov](),\n\u003e \u003cbr\u003e\n\n    \n\n\n\n## Abstract \nWe present TNCR, a new table dataset with varying image quality collected from open access websites. TNCR dataset can be used for table detection in scanned document images and their classification into 5 different classes. \n\nTNCR contains 9428 labeled tables with approximately 6621 images . In this paper, we have implemented state-of-the-art deep learning-based methods for table detection to create several strong baselines. Deformable DERT  with Resnet-50 Backbone Network achieves the highest performance compared to other methods with a precision of 86.7\\%, recall of 89.6\\%, and f1 score of 88.1\\% on the TNCR dataset. We have made TNCR open source in the hope of encouraging more deep learning approaches to table detection, classification and structure recognition. \n\n## keyword\n\nDeep learning, Convolutional neural networksImage processing, Document processing, Table detection, Page object detection, Table classification \n\n## Getting Started\n### Install MMDetection v2.10.0+\nTNCR has been implemented and tested with Python 3.7 and PyTorch 1.8.1. \n```\n%cd $project_dir$\n!pip install -q mmcv terminaltables\n!git clone 'https://github.com/open-mmlab/mmdetection.git'\n!pip install -r \"$project_dir$/mmdetection/requirements/optional.txt\"\n%cd mmdetection/\n!python setup.py install\n!python setup.py develop\n!pip install -r {\"$project_dir$/mmdetection/requirements.txt\"}\n!pip install pillow\n!pip install mmcv\n!pip install mmcv-full\n%cd ..\n!pip uninstall pycocotools\n!pip uninstall mmpycocotools\n!pip install mmpycocotools\n```\n\n\n\n## requirements\n```\nPython: 3.7 \nPyTorch: 1.8.1\nOpenCV: 4.5.2\nMMCV: 1.3.5\nMMDetection: v2.10.0\n```\n\n##  TNCR Dataset\n\nYou can download the dataset through this  \u003ca href=\"https://aunedu-my.sharepoint.com/:f:/g/personal/abdelrahmanelsayed_aun_edu_eg/EgXnk6DGzN9DlYV8jaiGPRcBXPjt3xqgKjPi07DFoM5pGw?e=6CPFGZ\"\u003elink\u003c/a\u003e \nor from Google Drive divide by 5 parts \n* \u003ca href=\"https://drive.google.com/file/d/1ccr7MIOn2lqzyfnm6pzUtp7vZRwBhMdi/view?usp=sharing\"\u003ePart #1 \u003c/a\u003e\n* \u003ca href=\"https://drive.google.com/file/d/1Nvmzlvdjxh8wOGm8sVEqQuOMUA4TH51e/view?usp=sharing\"\u003ePart #2 \u003c/a\u003e\n* \u003ca href=\"https://drive.google.com/file/d/1a_msWzLGywbeNQ3rXU3o2KUEARUvuc3R/view?usp=sharing\"\u003ePart #3 \u003c/a\u003e\n* \u003ca href=\"https://drive.google.com/file/d/1KAoZx6SfS7QFyWXnUafGCdDX0iuzLmNV/view?usp=sharing\"\u003ePart #4 \u003c/a\u003e\n* \u003ca href=\"https://drive.google.com/file/d/1M8QDFZMw3dsZt40DNH49_4-4WbORpU0t/view?usp=sharing\"\u003ePart #5 \u003c/a\u003e\n\n\u003cfigure\u003e\n      \u003cfigcaption\u003eFull Lined\u003c/figcaption\u003e\n      \u003cimg src=\"imgs/full_lined.png\" width=\"550\"/\u003e\n\u003c/figure\u003e\n\u003cfigure\u003e\n        \u003cfigcaption\u003eMerged Cells\u003c/figcaption\u003e\n        \u003cimg src=\"imgs/merged_cells.png\" width=\"550\"/\u003e     \n\u003c/figure\u003e\n\u003cfigure\u003e\n        \u003cfigcaption\u003eNo lines\u003c/figcaption\u003e\n        \u003cimg src=\"imgs/nolines .png\" width=\"550\"/\u003e  \n\u003c/figure\u003e\n\u003cfigure\u003e\n        \u003cfigcaption\u003ePartial Lined\u003c/figcaption\u003e\n        \u003cimg src=\"imgs/partial_lined.png\" width=\"550\"/\u003e\n        \n\u003c/figure\u003e\n\u003cfigure\u003e\n  \u003cfigcaption\u003ePartial Lined Merged Cells\u003c/figcaption\u003e\n        \u003cimg src=\"imgs/partial_lined_merged_cells.png\" width=\"550\"/\u003e\n        \n\u003c/figure\u003e\n\n\n\n##  Models Zoo\nAll config  and checkpoint files available in this \u003ca href=\"https://aunedu-my.sharepoint.com/:f:/g/personal/abdelrahmanelsayed_aun_edu_eg/En6ueJ33IlxHhdGXrxI9KqABTtYNWhxrT4rZZbF8Zx9ywQ?e=iYX9su\"\u003elink\u003c/a\u003e \n\nCheckout our demo notebook for loading checkpoints and performing inference \u003cbr\u003e[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1lI0ghISktOYkEpaxDEsnEyQ2botA34oB)\u003cbr\u003e\n#### 1. Cascade Mask R-CNN\n\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  Resnet-50_1x \u003c/td\u003e \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EQ9WtrqjQrNDtbJh2nt8iIkBCEDQvXT--DvR1_EcUpoKrw?e=mRaCvc\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EWy19074DWVLiBARaYS6ZlIBvXUCcAQeZQ9ivbRJItOXqA?e=YEvHb1\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e    \n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e Resnet-50_20e \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EWPXWRjY1HlJnxfz3yBGCVABiQ81PjJo-LL_mB4IxVi33Q?e=X9US8Y\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ee82uMoBmiVGuaqE6zuP73UBRBC2iZSd2LjZ4jMj4fiyrA?e=HmN4Vq\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e   \n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e Resnet-101_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EX0U66RbUlFEg0Wcjt9j78oBrL89JT_XNHTuBc3e4JWjDQ?e=4aEhOg\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EfMVfmeEMuJBgjYsIRIr0WUBDDtSrOEd7DQ_uGjPGRVnmQ?e=wJLdnx\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e Resnet-101_20e \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EXXEAcPOXddLhhDsQ96oetABj6fc1fGcKqZoaG2m3Uh8Fw?e=4XhIzH\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EUPIZwIajn5Eo_vR355c5jABxugHxmkPJd1ilP8uIp43CA?e=gWmRcC\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n   \u003ctd\u003e ResNeXt-101-32x4d_1x \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ef6XbyoOjopIuKyUBO1zKzoBmFCCBKZlFq1rBzi9E6Fn8w?e=0C8c7j\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Eej0Y2lpZz1Lv5DEBk_OIJEBWyLKH8BY1COekzXqY5nOLw?e=KqI3FS\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e ResNeXt-101-64x4d_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ERm0F78gX3dNm6PEItKg5ZQB4k3QKr3aZpEeNW6MKtkqmw?e=bWlMmJ\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETs60n82gIhBvMlbFtX7oGQBKKQ5Q2sYuNgpnR9qJNtCLA?e=ldUlW8\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n#### 2. Cascade R-CNN\n\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  Resnet-50_1x \u003c/td\u003e \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ee_CQqEVZl1GlmRaxI3mgisBtzTOVyopczt7dNINZEyGQg?e=V0BjlH\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EWA8q1EO5hVCs9T_SdywLaoBlRJFiMVk9bxZaY3ZfeXDhA?e=JWqS09\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e Resnet-50_20e \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ERGYhr7QtbxOn3NeaF3NOTgBpvpDYBUv9xx2xlbLMwZVfw?e=vXS7WV\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EQ8cJ2BaT8VPn5VwJiFsApUBaywMHdwscRmI_E8Vwmergw?e=aMlTbr\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e Resnet-101_1x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EdvxVb-H-mxDm_rOLfs3SGQBH_f75OC2wVEuU704D5ZwTA?e=WHGcfa\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EQ154p-WQpNNg5J-2W7HHssBryz8GXsg_ubHJGUNV0vApQ?e=Axbjnn\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e  \n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e Resnet-101_20e \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ER05mqA5nYhCswPJc7MkJ-sBekGmQiauMI-0JIpwSbg5Iw?e=4n8TeJ\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EYSVOk_6xXFGoplQd7ovVsgBhDdf16IEhH2vVSO1-bHWtA?e=pvbtsH\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n   \u003ctd\u003e ResNeXt-101-32x4d_1x \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EZfnx23OjiNGlxOLHlGAMEABOEHhQpikLoPcr-vXvA7clw?e=YoCnFj\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EWZ6dLR2ta1Fn9jebIF1M4QBdKg2EevWpK0gzoHPH5JWvg?e=a7iPpL\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e ResNeXt-101-64x4d_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EcNBZdJQ4oVImBf9lirPhpEBAwZFJK4teZM4dGPyEu19Bw?e=UMAPD6\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EZJfLqv0pehDjBJJyK70C-kBOT-ta8J0r9BARVX3msUi7w?e=QVWkLK\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n\u003c!--\n#### 3. Faster R-CNN\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  Resnet-50_L1Loss \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ef1r-jmBhb1El6Nn8ZtCt_MB9KayjEO83jNNgzDdpJN8ag?e=SPtSEx\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EfmD2Hx4VJJKhnx9g9xS0d0BfgzpzGIiUGDgDfH-IecFlw?e=jU2llm\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e Resnet-50_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Eby5K07AvgdIrpL5LpxxJk8BoTvJRrstUfOAKlhHEi4pnQ?e=SIh9kd\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EWMdj3I5kQRLi9OU3wFuCPkBv2_1LCsZZkNDe9rfJeJf0w?e=RCDUBO\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e Resnet-101_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EUs2EIbKopFHoH39dHCuEckBk9yqINFip2IvHgosjsda3Q?e=Op0VaK\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EeFCYhlXDx5JkVzGrmrWizIBewYY0vcSJxhT2J5WeSwlbw?e=yboJna\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n   \u003ctd\u003e ResNeXt-101-32x4d_1x \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EYP7qJ79xDFOoGg0mxufD4gB7rcEBLjzoZQikh_6Qe3A1g?e=dUTKAj\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EevaAYeIMLNLoxPkJinSohcBzhkW5bQBJJ9eQ-vjXX8M1g?e=sMyKqv\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e ResNeXt-101-64x4d_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EaByQDxobC5EkG47fSbIerUBYNn78t_K2fDjkz1d5cXzEA?e=gJfOrd\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EQpxMuCYO3lGmwH4MPFNJDwBFTb9nxoJ2uNAcYZMybt9IQ?e=ZWDJde\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n--\u003e\n\u003c!--\n#### 4. Mask R-CNN\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  Resnet-50_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETMmRjOs7_ZJouEofxkjBlUB0Zt5LH_cGPMjaejprfXBIA?e=cLJ4up\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EfASLLKVoDhDhLqDZEGoONYBPhHPgRX8y3TM2APhldtfPw?e=NPoweK\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e Resnet-101_1x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EahpY_y5rmpIov73YQqH8LsBkdUDi_GoDxauXQcyAKrfmg?e=6Bedf7\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EYvOXIgHxLVPjaw_y7hd4DQBvpDZEuMb8JCCEegTMnk86A?e=5NvTlI\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n   \u003ctd\u003e ResNeXt-101-32x4d_1x \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ed31pM9BqoFGoEiVvYgIassBPsIkFGIWrotY3kywriRh9g?e=PFggIo\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ec52yUzqyAxBnYgBs6ca_5MBcunLLs4OzYBPSWjvfAOl6Q?e=eMsAlm\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e ResNeXt-101-64x4d_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETUkxfQ1miZHvuf5arXztLoB0vTMDevpIaCPioVENyIEgQ?e=0yu9VU\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ea6DcWMbfdhBoRjAEYS4Q-ABvrtgbkMvZYhyVSIn20m6JQ?e=2wLecp\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n--\u003e\n\n#### 3. Cascade RPN\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003cth\u003eMethod\u003c/th\u003e \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003cth\u003eFast R-CNN \u003c/th\u003e \u003ctd\u003e  Resnet-50_1x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ERpKsnBebkNKvrCZADhnsSEB_qxXCFZ1KLxOdMyL3GDlmw?e=uFzgIp\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Eby9ri2GQ7FAtYMJeSWrYiEB-pu_0CakdG1i5S28aa7sAg?e=ES85ph\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003cth\u003eCRPN \u003c/th\u003e \u003ctd\u003e Resnet-50_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ed5gbUSSYPNAuQOT0CGGidcBlBlHs2ljTICW4RykQhGwig?e=RFJHLM\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EcW9YXCUOpZHpdbQe6hIpb0BF22zY9Cp89cgpuMsp1_pRw?e=I6yCrL\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \n\u003c/table\u003e\n\n\n#### 4. Hybrid Task Cascade\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  Resnet-50_1x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Ef50rW0HqhxKpjw0WNwMwEsBUMtRUC9TbvGH5MZJFjNdOg?e=yrSyB1\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EVEXe5fkJ25HlmmX_JpWjqQBcx0Wm4ipiTkIF644ip67lQ?e=hjHucQ\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e Resnet-50_20e \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EblIF2COv4ZOguLamgVfDw8BjnFU51llomeuRQ8ky7SUKg?e=Xq1K4c\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EV-jktkPDOlPgSLIvUITXTABAnSBVnWl-hokBW7VDNdkxg?e=tfGaR7\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n   \u003ctd\u003e Resnet-101_1x \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EZkDuiBq7VFCorveN_1-GacBmuauFL22Ja5R4Zq0vy0dQQ?e=YNE4vl\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EQZjsvA4QzFAsEefShuV0NQBQY6wE24v6YsQYd6c-5dqLg?e=hPoN9i\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \n\u003c/table\u003e\n\n\u003c!--\n#### 7. HRNets\n##### 7.1 Cascade R-CNN\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  HRNetV2p-W18_20e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EaVzTcuo1zpLkNRt25Ohr6IB90cvAuLUehiPuf7sCA58TQ?e=EN1fX9\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EXCk-XpDjLRNv6Owuv5FDyQB3kPTIAB7qilssdn4N4wMiQ?e=aX0IoE\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e HRNetV2p-W32_20e \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EfhYtFkFW1pFiwl3k9WIt6EB6B2Pt2lSEaj4a6QPFEBcsw?e=93SdMh\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EUzwOf9IxhNOu3i8ZDN_NJ4B3vgrLN7A_s5scfTkFqFXAg?e=s34PNr\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n   \u003ctd\u003e HRNetV2p-W40_20e \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"hhttps://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETc2VyunR8BBkjHSqq2Jf-IBNK1_Pgzv_0XZDGcg2sYefQ?e=7VucHw\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EUylclj8aXpGjdQNo3HUi5gBG2Zcurc6gECQp1QK88CLWg?e=EAkMc4\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \n\u003c/table\u003e\n\n##### 7.2 Faster R-CNN\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  HRNetV2p-W18_1x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EVhL5ixPV0BDlw6yrjvW5uYBLmoO4GKUVtN4gPM_nQytzg?e=KkWZEK\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EdjWhkzTShxLv-KoYX7pvvkBVAOZfpyInOlQslFcmIEvwQ?e=U1AGa2\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  HRNetV2p-W18_2x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ER_EwF9BLoJCs-4FUbBG_bUB9oi8TrMTGYbT1o3uyMEgoQ?e=m3IDTu\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EcSjcxtcAVNEmFYw_wDOWzIBsFBOi-aiZJr6MO5JCRtaqg?e=7JTqkH\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n    \u003ctd\u003e HRNetV2p-W32_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETsSCzNMXblLmebAYtcnoQUBHgScN4wHQ8HLayF1qNwDTg?e=agjODU\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EUWESn7mQlZMs8PKXocYhM8BvErjFqie0xL4Pxte4Gt76Q?e=zjVSOd\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n     \u003ctr\u003e\n    \u003ctd\u003e HRNetV2p-W32_2x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EaO6bT5KUfFBmQtQoujhy4QBgCRD8uP2HaeCUQTOGTavLQ?e=n7ayAe\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EVK0DUG8Zo9FmzvufUIx1PEBpreF0Td_ZgQ8hDVwZdoM_Q?e=vIQZwm\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n   \u003ctd\u003e HRNetV2p-W40_1x \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ERT04aBlsSlJmpyHNySZg2MBGQw4Ty243AQ90qDXeHQG4Q?e=rDXiFv\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETr5me7tB85JlkqULVN-prMBsJosUQEeJMeThkwKuNUvsw?e=f4LVuo\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n    \u003ctr\u003e\n   \u003ctd\u003e HRNetV2p-W40_2x \u003c/td\u003e   \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EX0eOcNZGHBDsYXmuoYGHOcBIbpYVdbuQwrgVFAWPWhO5Q?e=ueDvYq\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Eer1wsHE0bRNpuGlwQReRX4BLsQPQN6A3eJAVxAGozBrLg?e=d8Pz4b\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n##### 7.3 HTC \n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  HRNetV2p-W18_20e \u003c/td\u003e \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EfGA3SIz7yxIn0aCkUtEQoQBrFwqAX8TQ4sX15amJFYV9Q?e=RoUK1x\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\n   \u003ctr\u003e\n    \u003ctd\u003e HRNetV2p-W32_20e \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EeAqz7yzPmxKuV6EPAvCGqIBNafwer2r9i5tHFzgd85gHQ?e=llqbUk\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EeAqz7yzPmxKuV6EPAvCGqIBdRn8MWBS3VbnL3n1Y_yRBQ?e=OMqQmi\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\n\u003c/table\u003e\n\n##### 7.4 Mask R-CNN\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  HRNetV2p-W18_1x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EcTYhVojTQtFgympovBdQV8BN-HnFlihTCmGxKTUKWEhUg?e=XKBWOZ\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EfK6gAbPaCJGmVQusloMjj4Bj_IPTaC4_T-BwSRxhLzd9A?e=aXd19v\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\n   \u003ctr\u003e\n    \u003ctd\u003e HRNetV2p-W32_1x \u003c/td\u003e  \u003ctd\u003e  \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EXYl_wb-zCNLtNyom1n_tl0BMW3rLq8HqaBnZCeB2KK_Lg?e=99jUvU\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ERdrZ0Xtrm1JrAhPYC5GOZYBov38TDQm_V7oQADncLej9w?e=7r2FAj\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\n\u003c/table\u003e\n\n \n ##### 7.5 Cascade Mask R-CNN\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  HRNetV2p-W18_20e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EWtUD2SU3wZOnQukVWJFffgBFhbV9IXcAOUNCUoCijt6Zg?e=ZaycWh\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETloRnYo-WRLsPQPI2E6Kv4B_E5mAiZeueepNf6qx_1NOQ?e=VBleCt\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\n\u003c/table\u003e\n\n ##### 7.6 FCOS\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e HRNetV2p-W18_1x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EclRIvl32ZRHolKRjjhmtE8BLVbOTOaXZQ3nGJOGvhaTfg?e=xypcWc\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Eedgx7MYP_JMiGZvNpL9jokBa6rm44VYJX_0xQGDD3Z9yA?e=fvsrOq\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e  HRNetV2p-W18_2x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EQZ7vybOKqNNiq4btkDjYccBitKkRH8_cKr7EXeFLqo1Ug?e=hBR6lA\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETyoJ4Kr179MsTHkeFiroKgBnKMp7wmvaB9XsPMIjLfyAw?e=gw7Xr3\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \n  \u003ctr\u003e\n   \u003ctd\u003e HRNetV2p-W32_1x \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ERAHunr5eUtPn3_tTH-D734B_pi3Qli1xYFta52lMJj3og?e=Jm8f9t\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EarUcXRY5jNEgks8Yoi05KsBPRk2bW6SuZ6hM4CoqGBxoQ?e=nlmhvS\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n--\u003e\n\u003c!--\n#### 8. ResNeSt\n##### 8.1 Cascade R-CNN\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e S-50 \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETkgkKykKvFArIQKDMHvdZUBWWsFprH0OnLtksumD3cwUw?e=nHd3CR\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EafCE5V_9Z9Mm3hkDdAiVv0Bjdk8rinSJrDros4Uqb_Xew?e=q7VTCK\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e   S-101 \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EaIxQdblEvxCnbnz_WN1ayEBcrBsbdg-hcxGKtqBVBG1Hg?e=X39yqt\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EfSSYBeiH8hMgpy-1rq0ZhkBAiOf1TfUlxkTahsm5d5uag?e=rBXeLa\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \n\u003c/table\u003e\n\n##### 8.2 Faster R-CNN\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e S-50 \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EcVSWqftat9HiniRjIIW1ngBMyzNRTc5Leq6yOIRISZYog?e=LjK7oq\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EZo7MfbiCAxOlQMgwSHQlBcB-83BjJryfwPQmWFaJFKP7w?e=whfgGB\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e   S-101 \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EV0zCtGom6NJuN4wWP9bHMoB1dj13nYUD7OOBhWfUuwcMA?e=rm1EwN\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EblB-bnhAGxKuP-Ve6k9PKkB7s6DgH4-MgPuR6Lncw_g8Q?e=1eVqwF\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \n\u003c/table\u003e\n--\u003e\n#### 5. YOLO\n\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e DarkNet-53_320 \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ESa_3LzqF5BFpoImhG9QnhAB0Qc9yun9UhkAhML81uf8pA?e=Pd5IrC\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EbQPEtWIZq5BlT5RcC8K__gBhATNdoypze0jRWY2M5O5nw?e=uEUXUw\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e   DarkNet-53_416  \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EcleSOagi5xJuMOkw_CIWY4BNNe222idwmgkfZ68aYbYTg?e=xQSchU\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ERvfu4lBPqtKi4OsviFaHdkBHT1SThVQg6HSh6uMcXLNyg?e=PM1tcQ\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n   \u003ctr\u003e\n   \u003ctd\u003e   DarkNet-53_608  \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/EYFQU9d2H3pBiTxISTevCHYBVe7u77PUsuFxbMTPUGPlbA?e=X4NdiY\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Eb7rat4Q4M5KrStqL5KziwYBYU5Udo2qVYPfPH4LLA-7ng?e=wnBnft\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n\n#### 5. Deformable DERT\n\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e R-50_1 \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://drive.google.com/drive/folders/1-wOGbOPSLbi2qPX5tOT7cQmJn9t_XNil?usp=sharing\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://drive.google.com/drive/folders/1-wOGbOPSLbi2qPX5tOT7cQmJn9t_XNil?usp=sharing\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n\n\n\u003c/table\u003e\n\n\n\n\u003c!--\n#### 10. Dynamic RCNN\n\n\u003ctable\u003e\n  \u003ctr\u003e\n   \u003cth\u003eBackbones\u003c/th\u003e\u003cth\u003eConfig Files\u003c/th\u003e\u003cth\u003eCheckpoint File\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n   \u003ctd\u003e Resnet-50_1X \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/ETBhZgHugxxNpKjt5Ay5XJoBhvkEcRtzyAzdgUJE215KJA?e=VAwwKQ\"\u003eConfig Files\u003c/a\u003e \u003c/td\u003e \u003ctd\u003e \u003ca href=\"https://aunedu-my.sharepoint.com/:u:/g/personal/abdelrahmanelsayed_aun_edu_eg/Eahl2SHgrE1BhIt1OGU1uq0B8K6vwhs2qVdOiM5F2DIAIA?e=ZjRiBF\"\u003eCheckpoint\u003c/a\u003e \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n--\u003e\n\n## License\nThe code of TNCR is Open Source under the [MIT License](LICENSE). There is no limitation for both acadmic and commercial usage.\n\n## Cite as\nIf you find this work useful for your research, please cite our paper:\n```\n@misc{https://doi.org/10.48550/arxiv.2211.08469,\n  doi = {10.48550/ARXIV.2211.08469},\n  url = {https://arxiv.org/abs/2211.08469},\n  author = {Kasem, Mahmoud and Abdallah, Abdelrahman and Berendeyev, Alexander and Elkady, Ebrahem and Abdalla, Mahmoud and Mahmoud, Mohamed and Hamada, Mohamed and Nurseitov, Daniyar and Taj-Eddin, Islam},\n  keywords = {Computer Vision and Pattern Recognition (cs.CV), FOS: Computer and information sciences, FOS: Computer and information sciences},\n  title = {Deep learning for table detection and structure recognition: A survey},\n  publisher = {arXiv},\n  year = {2022},\n  copyright = {Creative Commons Attribution 4.0 International}\n}\n\n```\n```\n@article{ABDALLAH2021,\ntitle = {TNCR: Table Net Detection and Classification Dataset},\njournal = {Neurocomputing},\nyear = {2021},\nissn = {0925-2312},\ndoi = {https://doi.org/10.1016/j.neucom.2021.11.101},\nurl = {https://www.sciencedirect.com/science/article/pii/S0925231221018142},\nauthor = {Abdelrahman Abdallah and Alexander Berendeyev and Islam Nuradin and Daniyar Nurseitov},\nkeywords = {Deep learning, Convolutional neural networks, Image processing, Document processing, Table detection, Page object detection},\nabstract = {We present TNCR, a new table dataset with varying image quality collected from open access websites. TNCR dataset can be used for table detection in scanned document images and their classification into 5 different classes. TNCR contains 9428 labeled tables with approximately 6621 images . In this paper, we have implemented state-of-the-art deep learning-based methods for table detection to create several strong baselines. Deformable DERT with Resnet-50 Backbone Network achieves the highest performance compared to other methods with a precision of 86.7%, recall of 89.6%, and f1 score of 88.1% on the TNCR dataset. We have made TNCR open source in the hope of encouraging more deep learning approaches to table detection, classification and structure recognition. The dataset and trained model checkpoints are available at https://github.com/abdoelsayed2016/TNCR_Dataset.}\n}\n```\n```\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabdoelsayed2016%2FTNCR_Dataset","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fabdoelsayed2016%2FTNCR_Dataset","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabdoelsayed2016%2FTNCR_Dataset/lists"}