{"id":1069926,"date":"2022-11-03T22:56:00","date_gmt":"2022-11-04T05:56:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069926"},"modified":"2024-09-25T01:42:20","modified_gmt":"2024-09-25T08:42:20","slug":"tsrformer","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/tsrformer\/","title":{"rendered":"TSRFormer\uff1a\u590d\u6742\u573a\u666f\u7684\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u65b0\u5229\u5668"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u591a\u6a21\u6001\u4ea4\u4e92\u7ec4<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u8fd1\u5e74\u6765\uff0c\u5404\u5927\u4f01\u4e1a\u548c\u7ec4\u7ec7\u673a\u6784\u90fd\u5728\u7ecf\u5386\u6570\u5b57\u5316\u8f6c\u578b\u3002\u5c06\u6587\u6863\u8f6c\u6362\u6210\u8ba1\u7b97\u673a\u6240\u80fd\u8bc6\u522b\u7684\u6837\u6001\uff0c\u662f\u6570\u5b57\u5316\u8f6c\u578b\u7684\u5173\u952e\u6b65\u9aa4\uff0c\u5982\u4f55\u8bc6\u522b\u51fa\u56fe\u7247\u4e2d\u8868\u683c\u5177\u4f53\u7684\u7ed3\u6784\u4e0e\u5185\u5bb9\uff0c\u5e76\u76f4\u63a5\u63d0\u53d6\u5176\u4e2d\u7684\u6570\u636e\u548c\u4fe1\u606f\u662f\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5171\u540c\u77a9\u76ee\u7684\u7126\u70b9\u3002\u7136\u800c\uff0c\u76ee\u524d\u7684\u8868\u683c\u8bc6\u522b\u7b97\u6cd5\u591a\u7528\u4e8e\u8bc6\u522b\u6a2a\u5e73\u7ad6\u76f4\u7684\u8868\u683c\uff0c\u5bf9\u4e8e\u5168\u65e0\u8fb9\u754c\u548c\u5b9e\u7ebf\u7684\u8868\u683c\u3001\u884c\u5217\u4e4b\u95f4\u5b58\u5728\u5927\u7247\u7a7a\u767d\u533a\u57df\u7684\u8868\u683c\u7b49\u65e5\u5e38\u751f\u6d3b\u4e2d\u5e38\u89c1\u7684\u8868\u683c\u8fd8\u6ca1\u6709\u8f83\u597d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5bf9\u4e8e\u62cd\u6444\u89d2\u5ea6\u503e\u659c\u800c\u8868\u683c\u8fb9\u6846\u5f2f\u66f2\u7b49\u60c5\u51b5\u66f4\u662f\u675f\u624b\u65e0\u7b56\u3002\u4eca\u5929\u6211\u4eec\u5c06\u4e3a\u5927\u5bb6\u4ecb\u7ecd\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u65b9\u5411\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u7b97\u6cd5 TSRFormer\uff0c\u80fd\u591f\u8f83\u597d\u5730\u8bc6\u522b\u590d\u6742\u573a\u666f\u4e2d\u4e0d\u540c\u7c7b\u578b\u7684\u8868\u683c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5982\u4eca\uff0c\u5404\u884c\u5404\u4e1a\u6b63\u5728\u5411\u6570\u5b57\u5316\u8f6c\u578b\uff0c\u6d77\u91cf\u7684\u6587\u6863\u578b\u6570\u636e\u4e5f\u6e90\u6e90\u4e0d\u65ad\u5730\u751f\u6210\u3002\u7528\u4eba\u5de5\u5904\u7406\u8fd9\u4e9b\u8574\u542b\u7740\u4e30\u5bcc\u4fe1\u606f\u7684\u6587\u6863\uff0c\u5b58\u5728\u5982\u8017\u65f6\u957f\u3001\u6210\u672c\u9ad8\u3001\u6613\u51fa\u9519\u7b49\u7f3a\u9677\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u96be\u4ee5\u9ad8\u6548\u6267\u884c\u3002\u56e0\u6b64\uff0c\u793e\u4f1a\u5bf9\u4e8e\u81ea\u52a8\u5316\u6587\u6863\u5904\u7406\u6280\u672f\u7684\u9700\u6c42\u65e5\u76ca\u589e\u52a0\uff0c\u667a\u80fd\u6587\u6863\u5904\u7406\uff08IDP\uff09\u6210\u4e3a\u4e86\u8fd1\u51e0\u5e74\u7684\u70ed\u70b9\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5e02\u573a\u4e0a\u4e5f\u6d8c\u73b0\u51fa\u4e86\u8bb8\u591a\u76f8\u5173\u4ea7\u54c1\uff0c\u4f8b\u5982\u5fae\u8f6f\u5c31\u63d0\u4f9b\u4e86<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/adoption.microsoft.com\/intelligent-document-processing\/\">\u5168\u65b9\u4f4d\u7684 IDP \u670d\u52a1\u53ca\u89e3\u51b3\u65b9\u6848<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u3002\u5982\u56fe1\u6240\u793a\uff0c\u667a\u80fd\u6587\u6863\u5904\u7406\u901a\u8fc7\u5149\u5b66\u5b57\u7b26\u8bc6\u522b\uff08OCR\uff09\u3001\u6587\u6863\u56fe\u50cf\u5206\u6790\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u4ee5\u53ca\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u6280\u672f\uff0c\u5c06\u590d\u6742\u7684\u975e\u7ed3\u6784\u5316\u6587\u6863\u6570\u636e\u8f6c\u53d8\u4e3a\u80fd\u88ab\u8ba1\u7b97\u673a\u76f4\u63a5\u7406\u89e3\u548c\u4f7f\u7528\u7684\u7ed3\u6784\u5316\u6570\u636e\uff0c\u4ece\u800c\u5e2e\u52a9\u4f01\u4e1a\u6216\u4e2a\u4eba\u66f4\u52a0\u9ad8\u6548\u5730\u83b7\u53d6\u6587\u6863\u4e2d\u7684\u6709\u7528\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"456\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-1-1024x456.png\" alt=\"\u56fe1\uff1a\u667a\u80fd\u6587\u6863\u5904\u7406\uff08IDP\uff09\u7684\u6d41\u7a0b\u793a\u610f\u56fe\" class=\"wp-image-1070367\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-1-1024x456.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-1-300x134.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-1-768x342.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-1-240x107.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-1.png 1474w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1a\u667a\u80fd\u6587\u6863\u5904\u7406\uff08IDP\uff09\u7684\u6d41\u7a0b\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u5404\u7c7b\u6587\u6863\u4e2d\uff0c\u8868\u683c\u4f5c\u4e3a\u4e00\u79cd\u9ad8\u6548\u7684\u4fe1\u606f\u8868\u8fbe\u5f62\u5f0f\uff0c\u901a\u5e38\u88ab\u4eba\u4eec\u7528\u6765\u5448\u73b0\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u4f8b\u5982\u516c\u53f8\u8d22\u62a5\u3001\u53d1\u7968\u3001\u94f6\u884c\u6d41\u6c34\u3001\u5b9e\u9a8c\u6570\u636e\u3001\u533b\u9662\u68c0\u9a8c\u62a5\u544a\u7b49\u7b49\u3002\u5982\u4f55\u62bd\u53d6\u53ca\u7406\u89e3\u8868\u683c\u7684\u6280\u672f\u4e00\u76f4\u90fd\u662f IDP \u4e2d\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u8868\u683c\u62bd\u53d6\u6280\u672f\u89e3\u51b3\u7684\u4e3b\u8981\u95ee\u9898\u662f\u5982\u4f55\u81ea\u52a8\u5730\u5c06\u56fe\u50cf\u4e2d\u7684\u8868\u683c\u6570\u5b57\u5316\uff0c\u5176\u5305\u542b\u4e24\u4e2a\u5b50\u4efb\u52a1\uff1a\u8868\u683c\u68c0\u6d4b\u548c\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u3002\u5176\u4e2d\uff0c\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u65e8\u5728\u4ece\u8868\u683c\u7684\u56fe\u50cf\u4e2d\u8fd8\u539f\u8868\u683c\u7684\u7ed3\u6784\u4fe1\u606f\uff0c\u5305\u62ec\u6bcf\u4e2a\u5355\u5143\u683c\u7684\u5750\u6807\u4f4d\u7f6e\u4ee5\u53ca\u6bcf\u4e2a\u5355\u5143\u683c\u6240\u5c5e\u7684\u884c\u5217\u4fe1\u606f\u3002\u5982\u56fe2\u6240\u793a\uff0c\u5728\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u662f\u4e00\u4e2a\u6781\u5177\u6311\u6218\u6027\u7684\u95ee\u9898\u3002\u5176\u6311\u6218\u7684\u96be\u5ea6\u4e3b\u8981\u5728\u4e8e\u8868\u683c\u7684\u7ed3\u6784\u4e0e\u5185\u5bb9\u7684\u590d\u6742\u591a\u6837\u6027\uff0c\u4f8b\u5982\u5b58\u5728\u5b8c\u5168\u65e0\u8fb9\u754c\u548c\u5b9e\u7ebf\u7684\u8868\u683c\u3001\u5305\u542b\u8bb8\u591a\u7a7a\u767d\u5355\u5143\u683c\u6216\u8005\u8de8\u884c\u8de8\u5217\u5355\u5143\u683c\u7684\u8868\u683c\u3001\u884c\u5217\u4e4b\u95f4\u5b58\u5728\u5927\u7247\u7a7a\u767d\u533a\u57df\u7684\u8868\u683c\u3001\u5d4c\u5957\u7684\u8868\u683c\u3001\u5bc6\u96c6\u7684\u5927\u8868\u683c\u3001\u5355\u5143\u683c\u5305\u542b\u591a\u884c\u6587\u5b57\u5185\u5bb9\u7684\u8868\u683c\u7b49\u7b49\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u5728\u76f8\u673a\u62cd\u6444\u7684\u573a\u666f\u4e2d\uff0c\u6709\u4e9b\u8868\u683c\u7684\u8fb9\u6846\u53ef\u80fd\u56e0\u62cd\u6444\u89d2\u5ea6\u800c\u503e\u659c\u6216\u5f2f\u66f2\uff0c\u8fd9\u90fd\u5927\u5927\u589e\u52a0\u4e86\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u7684\u96be\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"368\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-2-1024x368.png\" alt=\"\u56fe2\uff1a\u8868\u683c\u56fe\u50cf\u7684\u591a\u6837\u6027\u4e0e\u590d\u6742\u6027\" class=\"wp-image-1070370\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-2-1024x368.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-2-300x108.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-2-768x276.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-2-240x86.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-2.png 1269w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1a\u8868\u683c\u56fe\u50cf\u7684\u591a\u6837\u6027\u4e0e\u590d\u6742\u6027<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u9886\u57df\u53d7\u5230\u4e86\u5b66\u672f\u754c\u4e0e\u5de5\u4e1a\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5176\u4e2d\u6d8c\u73b0\u51fa\u4e86\u5927\u91cf\u7814\u7a76\u6210\u679c\u3002\u4f46\u8fd9\u4e9b\u7814\u7a76\u6210\u679c\u7684\u89c6\u89d2\u5927\u591a\u4ec5\u9650\u4e8e\u7b80\u5355\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f8b\u5982 PDF \u6216\u626b\u63cf\u6587\u6863\u4e2d\u6a2a\u5e73\u7ad6\u76f4\u7684\u8868\u683c\u6216\u5206\u5272\u7ebf\u5747\u4e3a\u5b9e\u7ebf\u7684\u8868\u683c\uff0c\u800c\u5bf9\u4e8e\u56fe2\u4e2d\u8fd9\u4e9b\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u7ecf\u5e38\u51fa\u73b0\u7684\u60c5\u51b5\uff0c\u5c24\u5176\u662f\u503e\u659c\u3001\u5f2f\u66f2\u4e14\u6ca1\u6709\u5b9e\u7ebf\u7684\u8868\u683c\u5173\u6ce8\u5ea6\u8f83\u4f4e\u3002\u56e0\u6b64\uff0c\u73b0\u6709\u7684\u7b97\u6cd5\u8ddd\u79bb\u5b8c\u5168\u89e3\u51b3\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u8868\u683c\u8bc6\u522b\u95ee\u9898\u8fd8\u5b58\u5728\u5f88\u5927\u5dee\u8ddd\u3002\u4e3a\u4e86\u8ba9\u8868\u683c\u8bc6\u522b\u6280\u672f\u9002\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u7b97\u6cd5 TSRFormer[1]\uff0c\u8be5\u7b97\u6cd5\u80fd\u591f\u8f83\u597d\u5730\u8bc6\u522b\u590d\u6742\u573a\u666f\u4e2d\u4e0d\u540c\u7c7b\u578b\u7684\u8868\u683c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tsrformer-\u63d0\u4f9b\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u65b0\u601d\u8def\">TSRFormer: \u63d0\u4f9b\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u65b0\u601d\u8def<\/h2>\n\n\n\n<p>\u73b0\u6709\u7684\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u7b97\u6cd5\u5927\u81f4\u5206\u4e3a\u4e09\u79cd\u8303\u5f0f\uff1a\u7f16\u7801-\u89e3\u7801\u8303\u5f0f\u3001\u81ea\u5e95\u5411\u4e0a\u8303\u5f0f\u548c\u62c6\u5206-\u5408\u5e76\u8303\u5f0f\u3002\u7f16\u7801-\u89e3\u7801\u8303\u5f0f\u4e0b\u7684\u6a21\u578b\u5728\u8f93\u5165\u8868\u683c\u56fe\u50cf\u540e\u53ef\u4ee5\u76f4\u63a5\u9884\u6d4b\u8868\u793a\u8868\u683c\u7ed3\u6784\u7684\u7f16\u7801\u5e8f\u5217\uff08\u5982 HTML\u3001LaTeX \u7b49\uff09\u3002\u8be5\u8303\u5f0f\u5373\u4f7f\u5728\u8bc6\u522b\u8f83\u4e3a\u5bb9\u6613\u7684\u6a2a\u5e73\u7ad6\u76f4\u8868\u683c\u7684\u4efb\u52a1\u4e2d\uff0c\u4ecd\u7136\u9700\u8981\u8fdc\u8d85\u4e8e\u5176\u4ed6\u8303\u5f0f\u7684\u8bad\u7ec3\u6570\u636e\u624d\u80fd\u4ea7\u51fa\u8f83\u597d\u7684\u6548\u679c\u3002\u82e5\u8981\u8fdb\u4e00\u6b65\u652f\u6301\u503e\u659c\u6216\u5f2f\u66f2\u7684\u8868\u683c\uff0c\u5219\u8fd8\u9700\u989d\u5916\u6536\u96c6\u5927\u91cf\u7684\u6570\u636e\uff0c\u56e0\u6b64\u7814\u53d1\u6210\u672c\u8f83\u9ad8\u3002\u6b64\u5916\uff0c\u76ee\u524d\u57fa\u4e8e\u8be5\u8303\u5f0f\u7684\u65b9\u6cd5\u5728\u5904\u7406\u5355\u5143\u683c\u8f83\u4e3a\u5bc6\u96c6\u7684\u5927\u8868\u683c\u65f6\uff0c\u7cbe\u5ea6\u76f8\u5bf9\u8f83\u4f4e\u3002<\/p>\n\n\n\n<p>\u81ea\u5e95\u5411\u4e0a\u8303\u5f0f\u4e00\u822c\u9700\u8981\u4f9d\u8d56\u989d\u5916\u7684\u6a21\u5757\u9884\u5148\u68c0\u6d4b\u6587\u672c\u6216\u5355\u5143\u683c\u4f5c\u4e3a\u57fa\u7840\u5355\u5143\uff0c\u518d\u9884\u6d4b\u8fd9\u4e9b\u57fa\u7840\u5355\u5143\u662f\u5426\u5c5e\u4e8e\u540c\u4e00\u884c\u3001\u5217\u6216\u5355\u5143\u683c\u4ece\u800c\u5b9a\u4f4d\u8868\u683c\u7ed3\u6784\u3002\u6240\u4ee5\u8be5\u8303\u5f0f\u96be\u4ee5\u5904\u7406\u5305\u542b\u5927\u91cf\u7a7a\u767d\u5355\u5143\u683c\u6216\u7a7a\u884c\u7a7a\u5217\u7684\u8868\u683c\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u4e8e\u4ee5\u4e0a\u4e24\u79cd\u8303\u5f0f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u57fa\u4e8e\u62c6\u5206-\u5408\u5e76\u8303\u5f0f\u7684\u65b9\u6cd5\u5177\u6709\u66f4\u5f3a\u7684\u53ef\u6269\u5c55\u6027\uff0c\u5728\u590d\u6742\u573a\u666f\u4e2d\u53ea\u9700\u8981\u8f83\u5c11\u7684\u8bad\u7ec3\u6570\u636e\u5c31\u80fd\u8fbe\u5230\u5f88\u9ad8\u7684\u7cbe\u5ea6\uff0c\u800c\u4e14\u53ef\u4ee5\u9c81\u68d2\u5730\u5904\u7406\u5305\u542b\u7a7a\u767d\u5355\u5143\u683c\u4ee5\u53ca\u7a7a\u884c\u7a7a\u5217\u7684\u8868\u683c\u3002\u56e0\u6b64\uff0c\u57fa\u4e8e\u8be5\u8303\u5f0f\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 TSRFormer\u3002\u5982\u56fe3\u6240\u793a\uff0c\u5bf9\u4e8e\u8f93\u5165\u7684\u8868\u683c\u56fe\u50cf\uff0cTSRFormer \u5148\u7531\u62c6\u5206\u6a21\u5757\u9884\u6d4b\u51fa\u6240\u6709\u884c\u3001\u5217\u7684\u8868\u683c\u5206\u5272\u7ebf\uff0c\u6c42\u4ea4\u70b9\u540e\uff0c\u751f\u6210 N x M \u4e2a\u5355\u5143\u683c\uff0c\u518d\u7531\u5408\u5e76\u6a21\u5757\u9884\u6d4b\u76f8\u90bb\u5355\u5143\u683c\u662f\u5426\u9700\u8981\u5408\u5e76\u4ece\u800c\u6062\u590d\u51fa\u8de8\u591a\u884c\u3001\u591a\u5217\u7684\u5355\u5143\u683c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"501\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-3-1024x501.png\" alt=\"\u56fe3\uff1aTSRFormer \u7684\u6574\u4f53\u7ed3\u6784\u56fe\" class=\"wp-image-1070373\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-3-1024x501.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-3-300x147.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-3-768x376.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-3-240x117.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-3.png 1236w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe3\uff1aTSRFormer \u7684\u6574\u4f53\u7ed3\u6784\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u4ee5\u5f80\u57fa\u4e8e\u62c6\u5206-\u5408\u5e76\u8303\u5f0f\u7684\u65b9\u6cd5\u4e2d\uff0c\u9884\u6d4b\u62c6\u5206\u6a21\u5757\u7684\u8868\u683c\u7ebf\u4e00\u822c\u901a\u8fc7\u56fe\u50cf\u5206\u5272\u6a21\u578b\u7ed3\u5408\u4ece\u5206\u5272\u56fe\u4e2d\u63d0\u53d6\u8868\u683c\u5206\u5272\u7ebf\u7684\u540e\u5904\u7406\u6a21\u5757\u5b8c\u6210\uff08\u5982[2][3]\u7b49\uff09\uff0c\u800c\u57fa\u4e8e\u89c4\u5219\u8bbe\u8ba1\u7684\u540e\u5904\u7406\u6a21\u5757\u96be\u4ee5\u5904\u7406\u4f4e\u8d28\u91cf\u7684\u5206\u5272\u56fe\uff0c\u8fd9\u4e25\u91cd\u964d\u4f4e\u4e86\u6a21\u578b\u9488\u5bf9\u8bf8\u5982\u503e\u659c\u3001\u5f2f\u66f2\u7684\u8868\u683c\u8bc6\u522b\u7684\u7cbe\u5ea6\u4ee5\u53ca\u6cdb\u5316\u80fd\u529b\u3002\u4e0d\u540c\u4e8e\u65e2\u6709\u8bbe\u8ba1\uff0cTSRFormer \u63d0\u51fa\u4e86\u4e00\u79cd\u4e0d\u9700\u8981\u540e\u5904\u7406\u6a21\u5757\u7684\u5168\u65b0\u601d\u8def\uff1a\u901a\u8fc7\u76f4\u63a5\u56de\u5f52\u7684\u65b9\u5f0f\u6765\u9884\u6d4b\u5206\u5272\u7ebf\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u65b9\u6cd5\u91c7\u7528\u6bcf\u6761\u5206\u5272\u7ebf\u4e0a\u7684\u82e5\u5e72\u91c7\u6837\u70b9\u6765\u8868\u793a\u8be5\u5206\u5272\u7ebf\uff0c\u5e76\u8ba9\u6a21\u578b\u76f4\u63a5\u56de\u5f52\u6bcf\u6761\u5206\u5272\u7ebf\u4e0a\u91c7\u6837\u70b9\u7684\u5750\u6807\uff0c\u4ece\u800c\u5f97\u5230\u5206\u5272\u7ebf\u7684\u4f4d\u7f6e\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8ba9 TSRFormer \u80fd\u591f\u7cbe\u786e\u4e14\u9ad8\u6548\u5730\u9884\u6d4b\u8868\u683c\u5206\u5272\u7ebf\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u5957\u65b0\u7684\u57fa\u4e8e\u4e24\u9636\u6bb5 DETR[4] \u7684\u5206\u5272\u7ebf\u56de\u5f52\u7b97\u6cd5\uff1aSepRETR\u3002\u5982\u56fe4\u6240\u793a\uff0c\u5728\u7b2c\u4e00\u9636\u6bb5\u4e2d\uff0cSepRETR \u5148\u7528\u53c2\u8003\u70b9\u9884\u6d4b\u6a21\u5757\uff0c\u4e3a\u6bcf\u4e00\u6761\u8868\u683c\u5206\u5272\u7ebf\u9884\u6d4b\u51fa\u4e00\u4e2a\u53c2\u8003\u70b9\uff08reference point\uff09\uff1b\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u7531\u8fd9\u4e9b\u53c2\u8003\u70b9\u7684\u89c6\u89c9\u4ee5\u53ca\u7a7a\u95f4\u4fe1\u606f\u7ec4\u6210\u7684\u7279\u5f81\u5411\u91cf\u96c6\u5408\u4f5c\u4e3a\u67e5\u8be2\u7279\u5f81\uff08query\uff09\u8f93\u5165\u8fdb\u4e00\u4e2a\u89e3\u7801\u5668\uff08Transformer decoder\uff09\u6765\u56de\u5f52\u5bf9\u5e94\u7684\u5b8c\u6574\u5206\u5272\u7ebf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"459\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-4-1024x459.png\" alt=\"\u56fe4\uff1a\u57fa\u4e8e SepRETR \u7684\u8868\u683c\u5206\u5272\u7ebf\u9884\u6d4b\u6a21\u578b\uff08\u6b64\u5904\u4ee5\u884c\u5206\u5272\u7ebf\u4e3a\u4f8b\uff09\" class=\"wp-image-1070376\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-4-1024x459.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-4-300x135.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-4-768x344.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-4-240x108.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-4.png 1166w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe4\uff1a\u57fa\u4e8e SepRETR \u7684\u8868\u683c\u5206\u5272\u7ebf\u9884\u6d4b\u6a21\u578b\uff08\u6b64\u5904\u4ee5\u884c\u5206\u5272\u7ebf\u4e3a\u4f8b\uff09<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u4e24\u4e2a\u6539\u8fdb\u7b97\u6cd5\u6765\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff1a\uff081\uff09\u63d0\u51fa\u4e86\u57fa\u4e8e\u5148\u9a8c\u589e\u5f3a\u7684\u5339\u914d\u7b56\u7565\u6765\u89e3\u51b3\u539f\u59cb DETR[5] \u8bad\u7ec3\u6536\u655b\u6162\u7684\u95ee\u9898\uff1b\uff082\uff09\u4ec5\u91c7\u6837\u5c11\u91cf\u50cf\u7d20\u7684\u7279\u5f81\u4f5c\u4e3a\u89e3\u7801\u5668\u4ea4\u53c9\u6ce8\u610f\u529b\uff08cross attention\uff09\u6a21\u5757\u7684\u8f93\u5165\uff0c\u8be5\u65b9\u6848\u53ef\u4ee5\u4f7f\u6a21\u578b\u4e8b\u534a\u529f\u500d\uff0c\u5229\u7528\u8f83\u5c11\u7684\u8ba1\u7b97\u91cf\u5373\u53ef\u8fbe\u5230\u9ad8\u5b9a\u4f4d\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c\u7ed3\u679c\u53ca\u53ef\u89c6\u5316\u6548\u679c\">\u5b9e\u9a8c\u7ed3\u679c\u53ca\u53ef\u89c6\u5316\u6548\u679c<\/h2>\n\n\n\n<p>\u76ee\u524d\uff0c\u5b66\u672f\u754c\u7684\u7edd\u5927\u90e8\u5206\u516c\u5f00\u6570\u636e\u96c6\u90fd\u53ea\u5305\u542b PDF \u6216\u8005\u626b\u63cf\u6587\u6863\u56fe\u50cf\u4e2d\u5b8c\u5168\u6a2a\u5e73\u7ad6\u76f4\u7684\u8868\u683c\uff08\u5982 SciTSR[6]\u3001PubTabNet[7] \u7b49\uff09\u3002\u4e0e\u5b9e\u9645\u5e94\u7528\u573a\u666f\u76f8\u6bd4\uff0c\u8fd9\u7c7b\u6570\u636e\u96c6\u8f83\u4e3a\u7b80\u5355\uff0c\u4e0d\u80fd\u6db5\u76d6\u65e5\u5e38\u751f\u6d3b\u4e2d\u7684\u6240\u6709\u8868\u683c\u7c7b\u578b\u3002\u8fd1\u4e00\u5e74\uff0c\u590d\u6742\u573a\u666f\u4e2d\u7684\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u95ee\u9898\u9010\u6e10\u53d7\u5230\u5173\u6ce8\uff0c\u4f8b\u5982\u53bb\u5e74\u65b0\u53d1\u5e03\u7684 WTW \u6570\u636e\u96c6[8]\u5c31\u5f00\u59cb\u8003\u8651\u5b9e\u9645\u81ea\u7136\u573a\u666f\u4e2d\u7684\u8868\u683c\u3002\u5728\u8be5\u6570\u636e\u96c6\u4e2d\uff0c\u7531\u4e8e\u76f8\u673a\u62cd\u6444\u5f15\u8d77\u7684\u5e72\u6270\uff0c\u4e00\u4e9b\u8868\u683c\u4f1a\u51fa\u73b0\u503e\u659c\u6216\u5f2f\u66f2\uff0c\u8fd9\u5927\u5927\u589e\u52a0\u4e86\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u95ee\u9898\u7684\u96be\u5ea6\u3002\u4f46 WTW \u6570\u636e\u96c6\u53ea\u8003\u8651\u4e86\u5206\u5272\u7ebf\u5747\u4e3a\u5b9e\u7ebf\u7684\u8868\u683c\uff0c\u800c\u6ca1\u6709\u5305\u542b\u65e0\u5b9e\u7ebf\u7684\u8868\u683c\u3002\u4e3a\u4e86\u80fd\u591f\u66f4\u5168\u9762\u5730\u6d4b\u8bd5\u6a21\u578b\u5728\u5404\u7c7b\u573a\u666f\u4e0b\u7684\u6027\u80fd\uff0c\u7814\u7a76\u5458\u4eec\u6536\u96c6\u4e86\u4e00\u4e2a\u66f4\u52a0\u590d\u6742\u7684\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e86\u5404\u5f0f\u5404\u6837\u590d\u6742\u573a\u666f\u7684\u6837\u672c\uff0c\u4f8b\u5982\u7ed3\u6784\u590d\u6742\u3001\u5305\u542b\u5927\u91cf\u7a7a\u5355\u5143\u683c\u6216\u957f\u8de8\u884c\u8de8\u5217\u5355\u5143\u683c\u7684\u65e0\u5b9e\u7ebf\u8868\u683c\uff0c\u4ee5\u53ca\u503e\u659c\u751a\u81f3\u5f2f\u66f2\u7684\u8868\u683c\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u9996\u5148\u5728\u4e09\u4e2a\u8f83\u5927\u89c4\u6a21\u7684\u516c\u5f00\u6570\u636e\u96c6 SciTSR\u3001PubTabNet \u4ee5\u53ca WTW \u4e0a\u9a8c\u8bc1\u4e86 TSRFormer \u7684\u6027\u80fd\u3002\u4ece\u88681\u3001\u88682\u4ee5\u53ca\u88683\u7684\u7ed3\u679c\u53ef\u4ee5\u770b\u51fa\uff0c\u65e0\u8bba\u662f\u5728\u6a2a\u5e73\u7ad6\u76f4\u7684\u7b80\u5355\u573a\u666f\uff08SciTSR\u3001PubTabNet\uff09\u8fd8\u662f\u5728\u5206\u5272\u7ebf\u5747\u4e3a\u5b9e\u7ebf\u7684\u81ea\u7136\u573a\u666f\uff08WTW\uff09\u8868\u683c\u8bc6\u522b\u4efb\u52a1\u4e0a\uff0cTSRFormer \u5747\u6bd4\u73b0\u6709\u7684\u65b9\u6cd5\u8868\u73b0\u5f97\u66f4\u52a0\u4f18\u79c0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"483\" height=\"227\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-5.png\" alt=\"\u88681\uff1aTSRFormer \u4e0e\u73b0\u6709\u65b9\u6cd5\u5728 SciTSR \u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\" class=\"wp-image-1070379\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-5.png 483w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-5-300x141.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-5-480x227.png 480w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-5-240x113.png 240w\" sizes=\"auto, (max-width: 483px) 100vw, 483px\" \/><figcaption class=\"wp-element-caption\"><em>\u88681\uff1aTSRFormer \u4e0e\u73b0\u6709\u65b9\u6cd5\u5728 SciTSR \u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"559\" height=\"197\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-6.png\" alt=\"\u88682\uff1aTSRFormer \u4e0e\u73b0\u6709\u65b9\u6cd5\u5728 PubTabNet \u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\uff08\u5176\u4e2d TEDS[7] \u6307\u6807\u540c\u65f6\u8003\u8651\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u548c\u8868\u683c\u5185\u5bb9 OCR \u8bc6\u522b\u7684\u7cbe\u5ea6\uff0c\u800c TEDS-Struct[10] \u4ec5\u8bc4\u6d4b\u8868\u683c\u7ed3\u6784\u8bc6\u522b\uff0c\u56e0\u6b64\u540e\u8005\u66f4\u9002\u7528\u4e8e\u516c\u5e73\u6bd4\u8f83\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u6a21\u578b\u7684\u7cbe\u5ea6\uff09\" class=\"wp-image-1070382\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-6.png 559w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-6-300x106.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-6-240x85.png 240w\" sizes=\"auto, (max-width: 559px) 100vw, 559px\" \/><figcaption class=\"wp-element-caption\"><em>\u88682\uff1aTSRFormer \u4e0e\u73b0\u6709\u65b9\u6cd5\u5728 PubTabNet \u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\uff08\u5176\u4e2d TEDS[7] \u6307\u6807\u540c\u65f6\u8003\u8651\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u548c\u8868\u683c\u5185\u5bb9 OCR \u8bc6\u522b\u7684\u7cbe\u5ea6\uff0c\u800c TEDS-Struct[10] \u4ec5\u8bc4\u6d4b\u8868\u683c\u7ed3\u6784\u8bc6\u522b\uff0c\u56e0\u6b64\u540e\u8005\u66f4\u9002\u7528\u4e8e\u516c\u5e73\u6bd4\u8f83\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u6a21\u578b\u7684\u7cbe\u5ea6\uff09<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"461\" height=\"106\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-7.png\" alt=\"\u88683\uff1aTSRFormer \u4e0e\u73b0\u6709\u65b9\u6cd5\u5728 WTW \u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\" class=\"wp-image-1070385\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-7.png 461w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-7-300x69.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-7-240x55.png 240w\" sizes=\"auto, (max-width: 461px) 100vw, 461px\" \/><figcaption class=\"wp-element-caption\"><em>\u88683\uff1aTSRFormer \u4e0e\u73b0\u6709\u65b9\u6cd5\u5728 WTW \u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u9a8c\u8bc1 TSRFormer \u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u5458\u4eec\u5728\u66f4\u5177\u6311\u6218\u6027\u7684\u5185\u90e8\u6570\u636e\u96c6\u4e0a\u5f00\u5c55\u4e86\u5b9e\u9a8c\uff0c\u5e76\u5c06 TSRFormer \u4e0e\u53e6\u5916\u4e24\u4e2a\u57fa\u4e8e\u62c6\u5206-\u5408\u5e76\u8303\u5f0f\u7684\u4ee3\u8868\u7b97\u6cd5\u2014\u2014SPLERGE[2] \u548c RobusTabNet[3]\uff0c\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002\u4e3a\u4e86\u4f7f\u5bf9\u6bd4\u66f4\u52a0\u516c\u5e73\uff0c\u5728\u5b9e\u73b0\u8fd9\u4e09\u4e2a\u65b9\u6cd5\u7684\u65f6\u5019\u4ec5\u6709\u8868\u683c\u5206\u5272\u7ebf\u9884\u6d4b\u7684\u90e8\u5206\u4e0d\u540c\uff0c\u5176\u4f59\u90e8\u5206\u6a21\u578b\u7ed3\u6784\u5747\u4fdd\u6301\u4e00\u81f4\u3002\u4ece\u88684\u53ef\u4ee5\u770b\u51fa\uff0c\u7531\u4e8e SPLERGE \u5047\u8bbe\u8868\u683c\u662f\u6a2a\u5e73\u7ad6\u76f4\u7684\uff0c\u5176\u5728\u540c\u6837\u662f\u6a2a\u5e73\u7ad6\u76f4\u573a\u666f\u7684\u6570\u636e\u96c6 SciTSR \u548c PubTabNet \u4e0a\u90fd\u80fd\u53d6\u5f97\u63a5\u8fd1 SOTA \u7684\u7ed3\u679c\uff0c\u4f46\u5728\u5305\u542b\u503e\u659c\u751a\u81f3\u5f2f\u66f2\u7684\u5185\u90e8\u6570\u636e\u96c6\u4e0a\u5219\u5927\u5e45\u5ea6\u843d\u540e\u4e8e TSRFormer\uff0cF1-score \u76f8\u5dee\u4e8611.4%\u3002\u56fe5\u7684\u53ef\u89c6\u5316\u6548\u679c\u5c55\u793a\u4e86 SPLERGE \u4e0e TSRFormer \u5728\u590d\u6742\u573a\u666f\u4e2d\u7684\u660e\u663e\u5dee\u8ddd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"298\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-8.png\" alt=\"\u88684\uff1aTSRFormer \u4e0e SPLERGE \u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\" class=\"wp-image-1070388\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-8.png 750w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-8-300x119.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-8-240x95.png 240w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><figcaption class=\"wp-element-caption\"><em>\u88684\uff1aTSRFormer \u4e0e SPLERGE \u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"977\" height=\"594\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-9.png\" alt=\"\u56fe5\uff1aTSRFormer\uff08\u7ea2\uff09\u4e0e SPLERGE\uff08\u84dd\uff09\u7684\u53ef\u89c6\u5316\u6548\u679c\u5bf9\u6bd4\" class=\"wp-image-1070391\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-9.png 977w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-9-300x182.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-9-768x467.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-9-240x146.png 240w\" sizes=\"auto, (max-width: 977px) 100vw, 977px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe5\uff1aTSRFormer\uff08\u7ea2\uff09\u4e0e SPLERGE\uff08\u84dd\uff09\u7684\u53ef\u89c6\u5316\u6548\u679c\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u88685\u7684\u6d88\u878d\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u57fa\u4e8e\u76f4\u63a5\u56de\u5f52\u7684 TSRFormer \u4e0e\u76ee\u524d\u57fa\u4e8e\u56fe\u50cf\u5206\u5272\u7684\u6700\u4f18\u65b9\u6848 RobusTabNet \u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002TSRFormer \u4e0e RobusTabNet \u5747\u80fd\u5904\u7406\u503e\u659c\u6216\u5f2f\u66f2\u7684\u8868\u683c\u3002\u6839\u636e\u88685\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5728\u66f4\u5177\u6311\u6218\u6027\u7684\u5185\u90e8\u6570\u636e\u96c6\u4e2d\uff0c\u76f8\u6bd4 RobusTabNet\uff0cTSRFormer \u7684 F1-score \u9ad8\u51fa2.9%\u3002\u5173\u4e8e\u6d88\u878d\u5b9e\u9a8c\u7684\u5176\u4ed6\u7ec6\u8282\uff0c\u53ef\u89c1\u8bba\u6587[1]\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"923\" height=\"301\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-10.png\" alt=\"\u88685\uff1aTSRFormer \u4e0e RobusTabNet \u5728\u5185\u90e8\u6570\u636e\u96c6\u4e0a\u7684\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u5404\u6a21\u5757\u7684\u6d88\u878d\u5b9e\u9a8c\" class=\"wp-image-1070394\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-10.png 923w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-10-300x98.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-10-768x250.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-10-240x78.png 240w\" sizes=\"auto, (max-width: 923px) 100vw, 923px\" \/><figcaption class=\"wp-element-caption\"><em>\u88685\uff1aTSRFormer \u4e0e RobusTabNet \u5728\u5185\u90e8\u6570\u636e\u96c6\u4e0a\u7684\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u5404\u6a21\u5757\u7684\u6d88\u878d\u5b9e\u9a8c<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u56fe6\u4e2d\u7684\u53ef\u89c6\u5316\u7ed3\u679c\u5c55\u793a\u4e86\u57fa\u4e8e\u76f4\u63a5\u56de\u5f52\u65b9\u6cd5\u7684\u4f18\u52bf\u3002\u5bf9\u4e8e\u56fe6\u8fd9\u79cd\u5355\u5143\u683c\u5bc6\u96c6\u3001\u5f2f\u66f2\u4e14\u542b\u6709\u5927\u9762\u79ef\u7a7a\u767d\u533a\u57df\u7684\u56f0\u96be\u6837\u672c\uff0c\u57fa\u4e8e\u56fe\u50cf\u5206\u5272\u7684\u7ed3\u679c\u5e76\u4e0d\u9c81\u68d2\uff0c\u8fd9\u4f7f\u5f97\u540e\u7eed\u7684\u540e\u5904\u7406\u6a21\u5757\u96be\u4ee5\u63d0\u53d6\u51fa\u6b63\u786e\u7684\u5206\u5272\u7ebf\u3002\u800c\u4e0e\u4e4b\u76f8\u53cd\uff0c\u57fa\u4e8e\u76f4\u63a5\u56de\u5f52\u601d\u60f3\u7684 TSRFormer \u5e76\u4e0d\u9700\u8981\u4efb\u4f55\u540e\u5904\u7406\u6a21\u5757\uff0c\u5bf9\u8868\u683c\u4e2d\u7684\u6570\u636e\u548c\u5185\u5bb9\u8bc6\u522b\u5f97\u66f4\u4e3a\u7cbe\u786e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"223\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-11-1024x223.png\" alt=\"\u56fe6\uff1aTSRFormer\uff08\u53f3\uff09 \u4e0e RobusTabNet\uff08\u4e2d\uff09 \u7684\u53ef\u89c6\u5316\u7ed3\u679c\u5bf9\u6bd4\" class=\"wp-image-1070397\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-11-1024x223.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-11-300x65.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-11-768x167.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-11-240x52.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-11.png 1295w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe6\uff1aTSRFormer\uff08\u53f3\uff09 \u4e0e RobusTabNet\uff08\u4e2d\uff09 \u7684\u53ef\u89c6\u5316\u7ed3\u679c\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u56fe7\u5c55\u793a\u4e86 TSRFormer \u5728\u591a\u4e2a\u573a\u666f\u8868\u683c\u56fe\u50cf\u4e0a\u7684\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u53ef\u4ee5\u770b\u5230\u8be5\u65b9\u6cd5\u5bf9\u4e8e\u5927\u90e8\u5206\u590d\u6742\u573a\u666f\u8868\u683c\u7684\u8bc6\u522b\u5448\u73b0\u9ad8\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-12-1024x452.png\" alt=\"\u56fe7\uff1aTSRFormer \u5728\u5404\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u53ef\u89c6\u5316\u7ed3\u679c\uff08\u5de6\u53f3\u6ed1\u52a8\u67e5\u770b\u66f4\u591a\uff09\u3002\uff08a-b\uff09\u6765\u81ea SciTSR\uff0c\uff08c-d\uff09\u6765\u81ea PubTabNet\uff0c\uff08e-h\uff09\u6765\u81ea WTW\uff0c\u4ee5\u53ca\uff08i-l\uff09\u6765\u81ea\u5185\u90e8\u6570\u636e\u96c6\" class=\"wp-image-1070400\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-12-1024x452.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-12-300x132.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-12-768x339.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-12-240x106.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/tsrformer-12.png 1138w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe7\uff1aTSRFormer \u5728\u5404\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u53ef\u89c6\u5316\u7ed3\u679c\uff08\u5de6\u53f3\u6ed1\u52a8\u67e5\u770b\u66f4\u591a\uff09\u3002\uff08a-b\uff09\u6765\u81ea SciTSR\uff0c\uff08c-d\uff09\u6765\u81ea PubTabNet\uff0c\uff08e-h\uff09\u6765\u81ea WTW\uff0c\u4ee5\u53ca\uff08i-l\uff09\u6765\u81ea\u5185\u90e8\u6570\u636e\u96c6<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u672a\u6765\u7684\u6311\u6218\">\u672a\u6765\u7684\u6311\u6218<\/h2>\n\n\n\n<p>\u867d\u7136 TSRFormer 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Weihong Lin, Zheng Sun, Chixiang Ma, Mingze Li, Jiawei Wang, Lei Sun, Qiang Huo. TSRFormer: Table structure recognition with Transformers. In ACM Multimedia, 2022.<\/p>\n\n\n\n<p>[2] Chris Tensmeyer, Vlad I. Morariu, Brian Price, Scott Cohen, Tony Martinez. Deep splitting and merging for table structure decomposition. In ICDAR, 2019.<\/p>\n\n\n\n<p>[3] Chixiang Ma, Weihong Lin, Lei Sun, Qiang Huo. Robust table detection and structure recognition from heterogeneous document images. Pattern Recognition, 2023.<\/p>\n\n\n\n<p>[4] Xizhou Zhu, Weijie Su, Lewei Lu, Bin Li, Xiaogang Wang, Jifeng Dai. Deformable DETR: Deformable Transformers for end-to-end object detection. In ICLR, 2021.<\/p>\n\n\n\n<p>[5] Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, Sergey Zagoruyko. End-to-end object detection with Transformers. In ECCV, 2020.<\/p>\n\n\n\n<p>[6] Zewen Chi, Heyan Huang, Heng-Da Xu, Houjin Yu, Wanxuan Yin, XianLing Mao. Complicated table structure recognition. arXiv:1908.04729, 2019.<\/p>\n\n\n\n<p>[7] Xu Zhong, Elaheh ShafieiBavani, Antonio Jimeno Yepes. Image-based table recognition: Data, model, and evaluation. In ECCV, 2020.<\/p>\n\n\n\n<p>[8] Rujiao Long, Wen Wang, Nan Xue, Feiyu Gao, Zhibo Yang, Yongpan Wang, Gui-Song Xia. Parsing table structures in the wild. In ICCV, 2021.<\/p>\n\n\n\n<p>[9] Sachin Raja, Ajoy Mondal, CV Jawahar. Table structure recognition using top-down and bottom-up cues. In ECCV, 2020.<\/p>\n\n\n\n<p>[10] Liang Qiao, Zaisheng Li, Zhanzhan Cheng, Peng Zhang, Shiliang Pu, Yi Niu, Wenqi Ren, Wenming Tan, Fei Wu. LGPMA: Complicated table structure recognition with local and global pyramid mask alignment. In ICDAR, 2021.<\/p>\n\n\n\n<p>[11] Hao Liu, Xin Li, Bing Liu, Deqiang Jiang, Yinsong Liu, Bo Ren, Rongrong Ji. Show, read and reason: Table structure recognition with flexible context aggregator. In ACM Multimedia, 2021.<\/p>\n\n\n\n<p>[12] Xinyi Zheng, Douglas Burdick, Lucian Popa, Xu Zhong, Nancy Xin Ru Wang. Global table extractor (gte): A framework for joint table identification and cell structure recognition using visual context. In WACV, 2021.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u591a\u6a21\u6001\u4ea4\u4e92\u7ec4 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TSRFormer[1]\uff0c\u8be5\u7b97\u6cd5\u80fd\u591f\u8f83\u597d\u5730\u8bc6\u522b\u590d\u6742\u573a\u666f\u4e2d\u4e0d\u540c\u7c7b\u578b\u7684\u8868\u683c\u3002 \u73b0\u6709\u7684\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u7b97\u6cd5\u5927\u81f4\u5206\u4e3a\u4e09\u79cd\u8303\u5f0f\uff1a\u7f16\u7801-\u89e3\u7801\u8303\u5f0f\u3001\u81ea\u5e95\u5411\u4e0a\u8303\u5f0f\u548c\u62c6\u5206-\u5408\u5e76\u8303\u5f0f\u3002\u7f16\u7801-\u89e3\u7801\u8303\u5f0f\u4e0b\u7684\u6a21\u578b\u5728\u8f93\u5165\u8868\u683c\u56fe\u50cf\u540e\u53ef\u4ee5\u76f4\u63a5\u9884\u6d4b\u8868\u793a\u8868\u683c\u7ed3\u6784\u7684\u7f16\u7801\u5e8f\u5217\uff08\u5982 HTML\u3001LaTeX 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