{"id":99801,"date":"2026-09-03T10:50:02","date_gmt":"2026-09-03T02:50:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/99801.html"},"modified":"2026-09-03T10:50:02","modified_gmt":"2026-09-03T02:50:02","slug":"navidc-ocr-navigating-document-parsing-across-digital-and-camera-captured-documents","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/99801.html","title":{"rendered":"NaviDC-OCR: Navigating Document Parsing Across Digital and Camera-Captured Documents"},"content":{"rendered":"<p>\u6838\u5fc3\u76ee\u6807&#xff1a;\u8bba\u6587\u63d0\u51fa\u4e00\u4e2a\u540d\u4e3a\u00a0NaviDC-OCR\u00a0\u7684\u7edf\u4e00\u6587\u6863\u89e3\u6790\u6846\u67b6&#xff0c;\u65e8\u5728\u89e3\u51b3\u73b0\u6709OCR\u7cfb\u7edf\u5728\u5904\u7406\u590d\u6742\u5e03\u5c40\u3001\u7ed3\u6784\u5316\u5185\u5bb9&#xff08;\u516c\u5f0f\/\u8868\u683c&#xff09;\u4ee5\u53ca\u771f\u5b9e\u4e16\u754c\u4e2d\u5b58\u5728\u51e0\u4f55\u7578\u53d8\u7684\u76f8\u673a\u62cd\u6444\u6587\u6863\u65f6\u9762\u4e34\u7684\u6027\u80fd\u74f6\u9888\u3002<\/p>\n<h4>\u4e3b\u8981\u7814\u7a76\u5185\u5bb9\u4e0e\u521b\u65b0\u70b9<\/h4>\n<h5>1. \u5f85\u89e3\u51b3\u7684\u6838\u5fc3\u6311\u6218<\/h5>\n<p>\u6587\u7ae0\u6307\u51fa\u73b0\u6709\u65b9\u6cd5\u7684\u4e24\u4e2a\u5173\u952e\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u89e3\u8026\u65b9\u6cd5&#xff08;\u5148\u5e03\u5c40\u68c0\u6d4b\u540e\u5185\u5bb9\u8bc6\u522b&#xff09;\u4e25\u91cd\u4f9d\u8d56\u7cbe\u786e\u7684\u5e03\u5c40\u5206\u6790&#xff0c;\u5728\u76f8\u673a\u62cd\u6444\u6587\u6863\u5b58\u5728\u51e0\u4f55\u7578\u53d8&#xff08;\u5982\u5f2f\u66f2\u3001\u6298\u75d5\u3001\u900f\u89c6&#xff09;\u65f6&#xff0c;\u68c0\u6d4b\u9519\u8bef\u4f1a\u7ea7\u8054\u4f20\u64ad&#xff0c;\u5bfc\u81f4\u6700\u7ec8\u89e3\u6790\u5931\u8d25\u3002<\/p>\n<\/li>\n<li>\n<p>\u7aef\u5230\u7aef\u65b9\u6cd5\u867d\u5bf9\u7578\u53d8\u66f4\u9c81\u68d2&#xff0c;\u4f46\u5728\u9ad8\u5206\u8fa8\u7387\u573a\u666f\u4e0b\u6613\u4ea7\u751f\u5197\u4f59\u751f\u6210\u3001\u5e7b\u89c9&#xff08;\u751f\u6210\u4e0d\u5b58\u5728\u7684\u5185\u5bb9&#xff09;\u548c\u7ed3\u6784\u63a8\u7406\u4e0d\u8db3&#xff0c;\u5c24\u5176\u5728\u5904\u7406\u590d\u6742\u7684\u8868\u683c\u548c\u516c\u5f0f\u65f6\u529b\u4e0d\u4ece\u5fc3\u3002<\/p>\n<\/li>\n<\/ul>\n<h5>2. \u63d0\u51fa\u7684\u89e3\u51b3\u65b9\u6848&#xff08;\u4e09\u5927\u652f\u67f1&#xff09;<\/h5>\n<p>A. \u6570\u636e\u5de5\u7a0b&#xff08;\u9ad8\u8d28\u91cf\u6570\u636e\u6784\u5efa&#xff09;<\/p>\n<ul>\n<li>\n<p>\u591a\u8282\u70b9\u5171\u8bc6\u6295\u7968&#xff08;MCV&#xff09;&#xff1a;\u5229\u7528\u591a\u4e2a\u5f02\u6784\u6a21\u578b\u7684\u9884\u6d4b\u5171\u8bc6\u6765\u7b5b\u9009\u9ad8\u7f6e\u4fe1\u5ea6\u4f2a\u6807\u7b7e&#xff0c;\u6709\u6548\u6d88\u9664\u4e86\u5355\u4e00\u6a21\u578b\u504f\u5dee\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f62\u53d8\u611f\u77e5\u6570\u636e\u5408\u6210&#xff1a;\u901a\u8fc7\u6a21\u62df\u6587\u6863\u7684\u51e0\u4f55\u53d8\u5f62&#xff08;\u5f2f\u66f2\u3001\u6298\u75d5&#xff09;&#xff0c;\u5c06\u6570\u5b57\u6587\u6863\u4e0e\u76f8\u673a\u62cd\u6444\u6587\u6863\u7684\u6570\u636e\u5206\u5e03\u8fdb\u884c\u7edf\u4e00&#xff0c;\u586b\u8865\u4e86\u6570\u636e\u9e3f\u6c9f\u3002<\/p>\n<\/li>\n<li>\n<p>\u81ea\u6211\u8bc4\u5224VLM&#xff1a;\u8bad\u7ec3\u4e00\u4e2a\u4e13\u95e8\u7684\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b&#xff0c;\u901a\u8fc7\u6bd4\u8f83\u201c\u539f\u59cb\u56fe\u50cf\u201d\u4e0e\u201c\u9884\u6d4b\u7ed3\u679c\u6e32\u67d3\u56fe\u201d\u7684\u4e00\u81f4\u6027&#xff0c;\u6765\u81ea\u52a8\u8fc7\u6ee4\u548c\u4fee\u6b63\u9519\u8bef\u7684\u4f2a\u6807\u7b7e&#xff0c;\u5b9e\u73b0\u6570\u636e\u8d28\u91cf\u7684\u81ea\u95ed\u73af\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<p>B. \u6838\u5fc3\u8bad\u7ec3\u7b56\u7565&#xff08;\u4e24\u5927\u521b\u65b0\u673a\u5236&#xff09;<\/p>\n<ul>\n<li>\n<p>\u5f62\u53d8\u611f\u77e5\u8bad\u7ec3&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9996\u6b21\u5c06\u6587\u6863\u51e0\u4f55\u6821\u6b63\u80fd\u529b\u5185\u5316\u4e3aVLM\u7684\u4e00\u90e8\u5206&#xff0c;\u800c\u975e\u4f5c\u4e3a\u72ec\u7acb\u9884\u5904\u7406\u6a21\u5757\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f15\u5165\u00a0\u201c\u70b9\u7ea7&#043;\u533a\u57df\u7ea7\u201d\u00a0\u7684\u53cc\u91cd\u76d1\u7763\u4fe1\u53f7&#xff0c;\u8ba9\u6a21\u578b\u76f4\u63a5\u5b66\u4e60\u6587\u6863\u7684\u53d8\u5f62\u63a7\u5236\u70b9\u548c\u626d\u66f2\u8fb9\u754c\u3002<\/p>\n<\/li>\n<li>\n<p>\u63d0\u51fa\u00a0\u66f2\u7387\u5f15\u5bfc\u7684\u9053\u683c\u62c9\u65af-\u666e\u514b\u91c7\u6837&#xff08;CGDP&#xff09;\u00a0&#xff0c;\u81ea\u9002\u5e94\u5730\u5728\u9ad8\u66f2\u7387\u533a\u57df&#xff08;\u5982\u6298\u75d5\u3001\u89d2\u843d&#xff09;\u589e\u52a0\u91c7\u6837\u70b9&#xff0c;\u66f4\u7cbe\u7ec6\u5730\u523b\u753b\u590d\u6742\u51e0\u4f55\u53d8\u5f62\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9488\u5bf9\u516c\u5f0f\u89e3\u6790&#xff1a;\u8ba9\u6a21\u578b\u5148\u5b66\u4e60\u516c\u5f0f\u7684\u8bed\u6cd5\u7ed3\u6784&#xff08;\u5982\u5206\u5f0f\u3001\u6839\u53f7\u3001\u4e0a\u4e0b\u6807\u5173\u7cfb&#xff09;&#xff0c;\u518d\u751f\u6210\u5177\u4f53\u5185\u5bb9&#xff0c;\u964d\u4f4e\u7ed3\u6784\u751f\u6210\u7684\u968f\u673a\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u9488\u5bf9\u8868\u683c\u89e3\u6790&#xff1a;\u8ba9\u6a21\u578b\u5148\u9884\u6d4b\u8868\u683c\u62d3\u6251\u7ed3\u6784&#xff08;OTSL&#xff09;&#xff08;\u884c\u5217\u5173\u7cfb\u3001\u5408\u5e76\u5355\u5143\u683c&#xff09;&#xff0c;\u518d\u6839\u636e\u7ed3\u6784\u586b\u5145\u5355\u5143\u683c\u5185\u5bb9\u3002<\/p>\n<\/li>\n<li>\n<p>\u8be5\u7b56\u7565\u6709\u6548\u89e3\u8026\u4e86\u201c\u7ed3\u6784\u63a8\u7406\u201d\u4e0e\u201c\u5185\u5bb9\u751f\u6210\u201d\u7684\u5f3a\u8026\u5408&#xff0c;\u663e\u8457\u63d0\u5347\u4e86\u7ed3\u6784\u5316\u4efb\u52a1\u7684\u51c6\u786e\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>C. \u6a21\u578b\u4e0e\u8bad\u7ec3<\/p>\n<ul>\n<li>\n<p>\u91c7\u7528\u6e10\u8fdb\u5f0f\u56db\u9636\u6bb5\u8bad\u7ec3&#xff1a;<\/p>\n<li>\n<p>\u9884\u8bad\u7ec3&#xff1a;\u5efa\u7acb\u57fa\u7840\u89c6\u89c9-\u8bed\u8a00\u5bf9\u9f50\u548cOCR\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f62\u53d8\u611f\u77e5\u8bad\u7ec3&#xff1a;\u6ce8\u5165\u51e0\u4f55\u5efa\u6a21\u80fd\u529b&#xff0c;\u9002\u914d\u76f8\u673a\u62cd\u6444\u6587\u6863\u3002<\/p>\n<\/li>\n<li>\n<p>\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60&#xff1a;\u63d0\u5347\u516c\u5f0f\u3001\u8868\u683c\u7b49\u590d\u6742\u7ed3\u6784\u89e3\u6790\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f3a\u5316\u5b66\u4e60&#xff08;GRPO&#xff09;&#xff1a;\u76f4\u63a5\u4f18\u5316\u4efb\u52a1\u7ea7\u6307\u6807&#xff08;\u5982TEDS\u3001CDM&#xff09;&#xff0c;\u800c\u975e\u4ec5\u4f18\u5316\u5b57\u7b26\u7ea7\u635f\u5931&#xff0c;\u8fdb\u4e00\u6b65\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\u3002<\/p>\n<\/li>\n<\/li>\n<\/ul>\n<h5>3. \u5173\u952e\u5b9e\u9a8c\u7ed3\u679c<\/h5>\n<p>NaviDC-OCR\u5728\u591a\u4e2a\u6743\u5a01\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd&#xff08;SOTA&#xff09;&#xff0c;\u9a8c\u8bc1\u4e86\u5176\u6709\u6548\u6027&#xff1a;<\/p>\n<table>\n<tr>\u57fa\u51c6\u6d4b\u8bd5 (Benchmark)\u573a\u666f\u6838\u5fc3\u7ed3\u679c<\/tr>\n<tbody>\n<tr>\n<td>OmniDocBench v1.6<\/td>\n<td>\u6570\u5b57\u6587\u6863\u89e3\u6790<\/td>\n<td>\u7efc\u5408\u5f97\u5206 96.87&#xff0c;\u5168\u9762\u8d85\u8d8a\u6240\u6709\u5bf9\u6bd4\u7684\u4e13\u7528VLM\u548c\u901a\u7528\u5927\u6a21\u578b&#xff08;\u5982GPT-5.2, Qwen3-VL&#xff09;\u3002<\/td>\n<\/tr>\n<tr>\n<td>Wild-OmniDocBench<\/td>\n<td>\u76f8\u673a\u62cd\u6444\u6587\u6863<\/td>\n<td>\u7efc\u5408\u5f97\u5206 88.53&#xff0c;\u5728\u5177\u6709\u6311\u6218\u6027\u7684\u771f\u5b9e\u7578\u53d8\u573a\u666f\u4e0b\u8868\u73b0\u4f18\u5f02\u3002<\/td>\n<\/tr>\n<tr>\n<td>PureDocBench<\/td>\n<td>\u5e72\u51c0\/\u9000\u5316\/\u771f\u5b9e\u573a\u666f<\/td>\n<td>\u5728\u771f\u5b9e\u9000\u5316&#xff08;Real Degraded&#xff09;\u00a0\u573a\u666f\u4e0b&#xff0c;\u4ee570.85\u7684\u7efc\u5408\u5f97\u5206\u663e\u8457\u9886\u5148\u5176\u4ed6\u89e3\u8026\u548c\u7aef\u5230\u7aef\u65b9\u6cd5\u3002<\/td>\n<\/tr>\n<tr>\n<td>ICDAR 2026 Sci-ImageMiner<\/td>\n<td>\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c<\/td>\n<td>\u6392\u540d\u7b2c\u4e00&#xff0c;TEDS\u6307\u6807&#xff08;66.39&#xff09;\u8fdc\u8d85\u7b2c\u4e8c\u540d&#xff08;64.31&#xff09;&#xff0c;\u8bc1\u660e\u4e86\u5176\u5728\u79d1\u5b66\u9886\u57df\u5f3a\u6cdb\u5316\u80fd\u529b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>NaviDC-OCR\u901a\u8fc7\u6570\u636e\u5de5\u7a0b\u3001\u5f62\u53d8\u611f\u77e5\u3001\u7ed3\u6784\u89e3\u8026\u548c\u5f3a\u5316\u5b66\u4e60\u56db\u4e2a\u7ef4\u5ea6\u7684\u7cfb\u7edf\u6027\u521b\u65b0&#xff0c;\u6210\u529f\u6784\u5efa\u4e86\u4e00\u4e2a\u65e2\u80fd\u7cbe\u7ec6\u5904\u7406\u6570\u5b57\u6587\u6863&#xff0c;\u53c8\u80fd\u9c81\u68d2\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u4e2d\u5404\u7c7b\u51e0\u4f55\u7578\u53d8\u7684\u7edf\u4e00\u6587\u6863\u89e3\u6790\u6846\u67b6\u3002\u5176\u6838\u5fc3\u8d21\u732e\u5728\u4e8e\u5c06\u201c\u6297\u7578\u53d8\u201d\u548c\u201c\u61c2\u7ed3\u6784\u201d\u4e24\u5927\u80fd\u529b\u6df1\u5ea6\u96c6\u6210\u5230\u5355\u4e00VLM\u4e2d&#xff0c;\u4e3a\u6784\u5efa\u4e0b\u4e00\u4ee3\u9ad8\u53ef\u9760\u6027\u7684\u6587\u6863\u667a\u80fd\u5904\u7406\u7cfb\u7edf&#xff08;\u5982RAG\u3001\u6570\u636e\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf&#xff09;\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\u3002\u8fd9\u91cc\u662f\u81ea\u5df1\u7684\u8bba\u6587\u9605\u8bfb\u8bb0\u5f55&#xff0c;\u611f\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\u53c2\u8003\u4e00\u4e0b&#xff0c;\u5982\u679c\u9700\u8981\u9605\u8bfb\u539f\u6587\u7684\u8bdd\u53ef\u4ee5\u770b\u8fd9\u91cc&#xff0c;\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1230\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024954-6a98e05253c60.png\" width=\"1796\" \/><\/p>\n<p>\u9879\u76ee\u5730\u5740\u5728\u8fd9\u91cc&#xff0c;\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1072\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024955-6a98e05338885.png\" width=\"1412\" \/><\/p>\n<p>\u6a21\u578b\u9884\u8bad\u7ec3\u6743\u91cd\u53d1\u5e03\u5730\u5740\u5728\u8fd9\u91cc&#xff0c;\u5982\u4e0b\u6240\u793a&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"972\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024955-6a98e053a3a24.png\" width=\"1560\" \/><\/p>\n<p>\u6587\u6863\u89e3\u6790\u65e8\u5728\u5c06\u975e\u7ed3\u6784\u5316\u6587\u6863\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u7684\u3001\u673a\u5668\u53ef\u8bfb\u7684\u8868\u793a\u5f62\u5f0f\u3002\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b&#xff08;VLM&#xff09;\u7684\u6700\u65b0\u8fdb\u5c55\u663e\u8457\u63a8\u52a8\u4e86\u6587\u6863\u89e3\u6790\u7684\u53d1\u5c55\u3002\u7136\u800c&#xff0c;\u73b0\u6709\u65b9\u6cd5\u4ecd\u9762\u4e34\u4e24\u5927\u6311\u6218\u3002\u9996\u5148&#xff0c;\u89e3\u8026\u7684\u57fa\u4e8eVLM\u7684\u65b9\u6cd5\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7cbe\u786e\u7684\u5e03\u5c40\u5206\u6790&#xff0c;\u800c\u76f8\u673a\u62cd\u6444\u6587\u6863\u4e2d\u7684\u51e0\u4f55\u7578\u53d8\u53ef\u80fd\u4f1a\u5f15\u5165\u7ea7\u8054\u9519\u8bef\u3002\u5176\u6b21&#xff0c;\u5c3d\u7ba1\u7aef\u5230\u7aef\u7684\u57fa\u4e8eVLM\u7684\u65b9\u6cd5\u51cf\u8f7b\u4e86\u5bf9\u663e\u5f0f\u5e03\u5c40\u68c0\u6d4b\u7684\u4f9d\u8d56&#xff0c;\u4f46\u5b83\u4eec\u5728\u9ad8\u5206\u8fa8\u7387\u573a\u666f\u4e2d\u5e38\u5e38\u906d\u53d7\u5197\u4f59\u751f\u6210\u3001\u5e7b\u89c9\u548c\u7ed3\u6784\u63a8\u7406\u4e0d\u8db3\u7684\u95ee\u9898\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218&#xff0c;\u6211\u4eec\u63d0\u51fa\u4e86NaviDC-OCR&#xff0c;\u4e00\u4e2a\u7edf\u4e00\u7684\u6587\u6863\u89e3\u6790\u6846\u67b6\u3002NaviDC-OCR\u5f15\u5165\u4e86\u5f62\u53d8\u611f\u77e5\u5b66\u4e60&#xff0c;\u5c06\u51e0\u4f55\u611f\u77e5\u878d\u5165VLM&#xff0c;\u5e76\u9488\u5bf9\u590d\u6742\u5e03\u5c40\u8868\u793a\u63d0\u51fa\u4e86\u4e00\u79cd\u81ea\u9002\u5e94\u91c7\u6837\u673a\u5236\u3002\u6b64\u5916&#xff0c;\u8fd8\u5f00\u53d1\u4e86\u4e00\u79cd\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60\u7b56\u7565&#xff0c;\u4ee5\u663e\u5f0f\u5730\u5efa\u6a21\u516c\u5f0f\u8bed\u6cd5\u548c\u8868\u683c\u7ed3\u6784&#xff0c;\u4ece\u800c\u5b9e\u73b0\u66f4\u6709\u6548\u7684\u7ed3\u6784\u5316\u8868\u793a\u5b66\u4e60\u3002\u5927\u91cf\u5b9e\u9a8c\u8bc1\u660e&#xff0c;NaviDC-OCR\u5728\u591a\u79cd\u6587\u6863\u89e3\u6790\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\u3002\u5b83\u5728OmniDocBench v1.6\u3001Wild-OmniDocBench\u548cPureDocBench\u4e0a\u5206\u522b\u53d6\u5f97\u4e8696.87\u300188.53\u548c78.41\u7684\u7efc\u5408\u5f97\u5206&#xff0c;\u5e76\u5728ICDAR 2026 Sci-ImageMiner\u6311\u6218\u8d5b\u4e2d\u6392\u540d\u7b2c\u4e00\u3002\u8fd9\u4e9b\u7ed3\u679c\u9a8c\u8bc1\u4e86NaviDC-OCR\u5728\u590d\u6742\u6587\u6863\u89e3\u6790\u573a\u666f\u4e2d\u7684\u6709\u6548\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"938\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024956-6a98e0544deca.png\" width=\"1576\" \/><\/p>\n<p>\u56fe1 NaviDC-OCR \u5b9e\u73b0\u4e86\u5bf9\u6570\u5b57\u6587\u6863\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863\u7684\u7edf\u4e00\u89e3\u6790&#xff0c;\u5728 OmniDocBench V1.6\u3001Wild-OmniDocBench \u548c PureDocBench \u4e0a&#xff0c;\u76f8\u8f83\u4e8e\u7aef\u5230\u7aef\u548c\u89e3\u8026\u65b9\u6cd5\u5747\u53d6\u5f97\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\u3002<\/p>\n<p>1 \u5f15\u8a00<\/p>\n<p>\u6587\u6863\u89e3\u6790\u65e8\u5728\u5c06\u975e\u7ed3\u6784\u5316\u6587\u6863\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u8868\u793a&#xff08;\u5982Markdown&#xff09;&#xff0c;\u5e76\u4f5c\u4e3a\u6784\u5efa\u8bad\u7ec3\u6570\u636e\u6d41\u6c34\u7ebf\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u7cfb\u7edf\u7684\u57fa\u672c\u7ec4\u6210\u90e8\u5206 Guo et al. (2025); Wang et al. (2025b)\u3002\u7531\u4e8e\u89e3\u6790\u7ed3\u679c\u76f4\u63a5\u5f71\u54cd\u4e0b\u6e38\u5e94\u7528&#xff0c;\u51c6\u786e\u7684\u6587\u672c\u8bc6\u522b\u3001\u5e03\u5c40\u7406\u89e3\u548c\u7ed3\u6784\u91cd\u6784\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u968f\u7740\u6587\u6863\u83b7\u53d6\u6761\u4ef6\u7684\u65e5\u76ca\u591a\u6837\u5316&#xff0c;\u6587\u6863\u89e3\u6790\u7cfb\u7edf\u9700\u8981\u540c\u65f6\u5904\u7406\u5e26\u6709\u590d\u6742\u9000\u5316\u7684\u6570\u5b57\u6587\u6863\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863\u3002\u4e3a\u4e86\u8bc4\u4f30\u8fd9\u4e9b\u573a\u666f\u4e0b\u7684\u6027\u80fd&#xff0c;\u5df2\u7ecf\u5f15\u5165\u4e86\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5&#xff0c;\u5305\u62ec\u9488\u5bf9\u6570\u5b57\u6587\u6863\u7684 OmniDocBench V1.6 Wang et al. (2026) \u548c\u9488\u5bf9\u76f8\u673a\u62cd\u6444\u6587\u6863\u7684 Wild-OmniDocBench Li et al. (2026a)\u3002\u76f8\u5e94\u5730&#xff0c;\u73b0\u6709\u7684\u57fa\u4e8e VLM \u7684\u6587\u6863\u89e3\u6790\u65b9\u6cd5\u5df2\u53d1\u5c55\u4e3a\u4e24\u79cd\u8303\u5f0f&#xff1a;\u7aef\u5230\u7aef\u65b9\u6cd5\u548c\u89e3\u8026\u65b9\u6cd5\u3002\u7aef\u5230\u7aef\u65b9\u6cd5\u901a\u5e38\u5bf9\u51e0\u4f55\u7578\u53d8\u66f4\u9c81\u68d2&#xff0c;\u800c\u89e3\u8026\u65b9\u6cd5\u5728\u9ad8\u5206\u8fa8\u7387\u6570\u5b57\u6587\u6863\u4e0a\u8868\u73b0\u66f4\u597d\u3002\u7136\u800c&#xff0c;\u89e3\u8026\u65b9\u6cd5\u4e25\u91cd\u4f9d\u8d56\u4e8e\u51c6\u786e\u7684\u5e03\u5c40\u5206\u6790&#xff0c;\u9519\u8bef\u53ef\u80fd\u4f20\u64ad\u5230\u540e\u7eed\u89e3\u6790\u9636\u6bb5\u3002\u4e3a\u4e86\u7814\u7a76\u8fd9\u4e2a\u95ee\u9898&#xff0c;\u6211\u4eec\u5c06\u6587\u6863\u53bb\u7578\u53d8\u9884\u5904\u7406 Cai et al. (2025) \u5e94\u7528\u4e8e Wild-OmniDocBench \u6837\u672c&#xff0c;\u53d1\u73b0\u4ec5\u53bb\u9664\u51e0\u4f55\u7578\u53d8\u5c31\u80fd\u663e\u8457\u63d0\u9ad8\u4e24\u9636\u6bb5\u89e3\u6790\u7684\u6027\u80fd\u3002<\/p>\n<p>\u540c\u65f6&#xff0c;\u5148\u524d\u7684\u7814\u7a76 Zhong et al. (2025) \u8868\u660e&#xff0c;\u7ed3\u6784\u5316\u5185\u5bb9\u5360\u6bd4\u8f83\u9ad8\u7684\u6587\u6863\u901a\u5e38\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u9884\u6d4b\u71b5&#xff0c;\u8fd9\u53cd\u6620\u4e86\u5728\u751f\u6210\u7ed3\u6784\u5316\u8868\u793a\u65f6\u7684\u4e0d\u786e\u5b9a\u6027\u66f4\u5927\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;OCR\u4efb\u52a1\u4e3b\u8981\u4f9d\u8d56\u4e8e\u5b57\u7b26\u5230\u6587\u672c\u7684\u6620\u5c04&#xff0c;\u56e0\u6b64\u6d89\u53ca\u66f4\u7a33\u5b9a\u7684\u751f\u6210\u8fc7\u7a0b\u3002\u7136\u800c&#xff0c;\u8868\u683c\u89e3\u6790\u548c\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u7b49\u4efb\u52a1\u8981\u6c42\u6a21\u578b\u4e0d\u4ec5\u7406\u89e3\u89c6\u89c9\u5185\u5bb9&#xff0c;\u8fd8\u8981\u8fdb\u884c\u7ed3\u6784\u5efa\u6a21\u548c\u8de8\u6a21\u6001\u8f6c\u6362&#xff0c;\u8fd9\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u5b66\u4e60\u548c\u4f18\u5316\u7684\u96be\u5ea6\u3002<\/p>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u89c2\u5bdf&#xff0c;NaviDC-OCR\u65e8\u5728\u4e3a\u89e3\u6790\u6570\u5b57\u6587\u6863\u548c\u5e26\u7578\u53d8\u7684\u76f8\u673a\u62cd\u6444\u6587\u6863\u63d0\u4f9b\u4e00\u4e2a\u7edf\u4e00\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4e3a\u6b64&#xff0c;NaviDC-OCR\u5f15\u5165\u4e86\u4e00\u79cd\u5168\u5c40\u70b9\u7ea7\u548c\u533a\u57df\u7ea7\u5f62\u53d8\u611f\u77e5\u5b66\u4e60\u7b56\u7565&#xff0c;\u5c06\u6587\u6863\u51e0\u4f55\u6821\u6b63\u80fd\u529b\u96c6\u6210\u5230VLM\u4e2d\u3002\u7ed3\u5408\u81ea\u9002\u5e94\u91c7\u6837\u70b9\u673a\u5236&#xff0c;\u5b83\u7528\u5e03\u5c40\u5206\u5272\u53d6\u4ee3\u4e86\u4f20\u7edf\u7684\u68c0\u6d4b\u8303\u5f0f&#xff0c;\u5b9e\u73b0\u4e86\u7ec6\u7c92\u5ea6\u7684\u6587\u6863\u5e03\u5c40\u5efa\u6a21\u3002NaviDC-OCR\u5728Wild OmniDocBench v1.5\u4e0a\u53d6\u5f97\u4e8688.53\u7684\u7efc\u5408\u5f97\u5206&#xff0c;\u8d85\u8d8a\u4e86\u5927\u591a\u6570\u73b0\u6709\u7684\u7aef\u5230\u7aef\u6587\u6863\u89e3\u6790\u65b9\u6cd5\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u9ad8\u5ea6\u7ed3\u6784\u5316\u7684\u4efb\u52a1&#xff0c;\u5982\u516c\u5f0f\u89e3\u6790\u548c\u8868\u683c\u89e3\u6790&#xff0c;\u9700\u8981\u540c\u65f6\u5efa\u6a21\u7ed3\u6784\u63a8\u7406\u548c\u5185\u5bb9\u751f\u6210&#xff0c;\u589e\u52a0\u4e86\u4f18\u5316\u590d\u6742\u6027\u3002\u4e3a\u89e3\u51b3\u6b64\u95ee\u9898&#xff0c;NaviDC-OCR\u63d0\u51fa\u4e86\u4e00\u79cd\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60\u7b56\u7565&#xff0c;\u5c06\u7ed3\u6784\u9884\u6d4b\u4e0e\u5185\u5bb9\u751f\u6210\u663e\u5f0f\u5206\u79bb\u3002\u4ee5\u8868\u683c\u89e3\u6790\u4e3a\u4f8b&#xff0c;\u6a21\u578b\u9996\u5148\u9884\u6d4b\u8868\u683c\u7684OTSL\u7ed3\u6784 Lysak et al. (2023)&#xff0c;\u7136\u540e\u6839\u636e\u9884\u6d4b\u7684\u7ed3\u6784\u91cd\u5efa\u5355\u5143\u683c\u5185\u5bb9&#xff0c;\u4ece\u800c\u663e\u5f0f\u5730\u5efa\u6a21\u7ed3\u6784\u4fe1\u606f\u5e76\u51cf\u5c11\u4f18\u5316\u8026\u5408\u3002\u8be5\u7b56\u7565\u901a\u8fc7\u589e\u5f3a\u7ed3\u6784\u5efa\u6a21\u80fd\u529b&#xff0c;\u5bf9\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u4efb\u52a1\u540c\u6837\u6709\u6548&#xff0c;\u4f7fNaviDC-OCR\u5728ICDAR 2026 Sci-ImageMiner\u6311\u6218\u8d5b Ahmed et al. (2026) \u4e2d\u83b7\u5f97\u7b2c\u4e00\u540d\u3002<\/p>\n<p>\u8d21\u732e\u603b\u7ed3\u5982\u4e0b&#xff1a;<\/p>\n<li>\n<p>\u6211\u4eec\u63d0\u51fa\u4e86NaviDC-OCR&#xff0c;\u4e00\u4e2a\u7edf\u4e00\u7684\u6587\u6863\u89e3\u6790\u6846\u67b6&#xff0c;\u901a\u8fc7\u5168\u5c40\u70b9\u7ea7\u548c\u533a\u57df\u7ea7\u5f62\u53d8\u611f\u77e5\u5b66\u4e60\u4ee5\u53ca\u81ea\u9002\u5e94\u91c7\u6837\u70b9\u673a\u5236&#xff0c;\u5c06\u6587\u6863\u53bb\u7578\u53d8\u80fd\u529b\u9690\u5f0f\u5730\u96c6\u6210\u5230VLM\u4e2d&#xff0c;\u5b9e\u73b0\u4e86\u5bf9\u6570\u5b57\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863\u7684\u7edf\u4e00\u89e3\u6790\u3002<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u9488\u5bf9\u9ad8\u5ea6\u7ed3\u6784\u5316\u7684\u6587\u6863\u89e3\u6790\u4efb\u52a1\u63d0\u51fa\u4e86\u4e00\u79cd\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60\u7b56\u7565&#xff0c;\u8be5\u7b56\u7565\u5c06\u516c\u5f0f\u8bed\u6cd5\u548c\u8868\u683c\u7ed3\u6784\u663e\u5f0f\u5efa\u6a21\u4e3a\u4e2d\u95f4\u63a8\u7406\u8fc7\u7a0b\u3002\u8be5\u7b56\u7565\u6709\u6548\u964d\u4f4e\u4e86\u7ed3\u6784\u751f\u6210\u4e2d\u7684\u4e0d\u786e\u5b9a\u6027&#xff0c;\u5e76\u663e\u8457\u63d0\u9ad8\u4e86\u516c\u5f0f\u89e3\u6790\u3001\u8868\u683c\u89e3\u6790\u548c\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u5728\u591a\u4e2a\u516c\u5171\u57fa\u51c6\u6d4b\u8bd5\u548c\u7ade\u8d5b\u4e2d\u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e&#xff0c;NaviDC-OCR \u5728\u6570\u5b57\u6587\u6863\u3001\u76f8\u673a\u62cd\u6444\u6587\u6863\u548c\u79d1\u5b66\u6587\u6863\u89e3\u6790\u4efb\u52a1\u4e2d\u5747\u53d6\u5f97\u4e86\u4f18\u8d8a\u7684\u6027\u80fd\u3002\u5b83\u5728 OmniDocBench v1.6 \u4e0a\u83b7\u5f97\u4e86 96.87 \u7684\u7efc\u5408\u5f97\u5206&#xff0c;\u5728 Wild OmniDocBench v1.5 \u4e0a\u83b7\u5f97\u4e86 88.53 \u7684\u7efc\u5408\u5f97\u5206&#xff0c;\u5e76\u5728 ICDAR 2026 Sci-ImageMiner \u6311\u6218\u8d5b\u4e2d\u6392\u540d\u7b2c\u4e00&#xff0c;\u9a8c\u8bc1\u4e86\u5176\u6709\u6548\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/li>\n<p>2 \u76f8\u5173\u5de5\u4f5c<\/p>\n<p>2.1 \u57fa\u4e8e VLM \u7684\u6587\u6863\u89e3\u6790\u65b9\u6cd5<\/p>\n<p>\u73b0\u6709\u7684\u57fa\u4e8e\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b&#xff08;VLM&#xff09;\u7684\u6587\u6863\u89e3\u6790\u65b9\u6cd5\u53ef\u5927\u81f4\u5206\u4e3a\u4e24\u7c7b&#xff1a;\u7aef\u5230\u7aefVLM\u65b9\u6cd5\u548c\u89e3\u8026VLM\u65b9\u6cd5\u3002\u7aef\u5230\u7aef\u65b9\u6cd5\u901a\u8fc7\u7edf\u4e00\u7684\u89c6\u89c9-\u8bed\u8a00\u5efa\u6a21\u5c06\u6587\u6863\u56fe\u50cf\u76f4\u63a5\u6620\u5c04\u4e3a\u7ed3\u6784\u5316\u8868\u793a&#xff0c;\u907f\u514d\u4e86\u4f20\u7edf\u6d41\u6c34\u7ebf\u4e2d\u7684\u9519\u8bef\u7d2f\u79ef\u3002\u8fd1\u5e74\u6765&#xff0c;\u9762\u5411OCR\u7684\u7aef\u5230\u7aef\u6a21\u578b\u5f15\u8d77\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\u3002OvisOCR Lu et al. (2026) \u901a\u8fc7\u4f18\u5316\u89c6\u89c9\u4fe1\u606f\u4ea4\u4e92\u673a\u5236&#xff0c;\u6539\u8fdb\u4e86\u9ad8\u5206\u8fa8\u7387\u6587\u6863\u4e2d\u7684\u6587\u672c\u548c\u5e03\u5c40\u89e3\u6790\u3002DeepSeek-OCR Wei et al. (2025) \u63a2\u7d22\u4e86\u4e00\u79cd\u5c06\u89c6\u89c9\u538b\u7f29\u4e0e\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u76f8\u7ed3\u5408\u7684OCR\u8303\u5f0f&#xff0c;\u964d\u4f4e\u4e86\u957f\u6587\u6863\u89e3\u6790\u7684\u8ba1\u7b97\u6210\u672c\u3002HunyuanOCR Team et al. (2025) \u901a\u8fc7\u9ad8\u5206\u8fa8\u7387\u89c6\u89c9\u7f16\u7801\u5668\u548c\u8f7b\u91cf\u7ea7\u8bed\u8a00\u6a21\u578b\u5b9e\u73b0\u4e86\u7edf\u4e00\u7684\u591a\u4efb\u52a1\u5efa\u6a21\u3002\u6b64\u5916&#xff0c;Logics-Parsing An et al. (2026) \u901a\u8fc7\u5e03\u5c40\u611f\u77e5\u7684\u5f3a\u5316\u5b66\u4e60\u589e\u5f3a\u4e86\u590d\u6742\u5e03\u5c40\u7406\u89e3\u3002\u7136\u800c&#xff0c;\u7aef\u5230\u7aef\u65b9\u6cd5\u5728\u9ad8\u5206\u8fa8\u7387\u573a\u666f\u4e2d\u901a\u5e38\u9762\u4e34\u9ad8\u8ba1\u7b97\u5f00\u9500&#xff0c;\u4e14\u7ed3\u6784\u63a8\u7406\u4e0e\u5185\u5bb9\u751f\u6210\u4e4b\u95f4\u5b58\u5728\u5f3a\u8026\u5408&#xff0c;\u9650\u5236\u4e86\u5176\u5728\u590d\u6742\u6587\u6863\u89e3\u6790\u4e2d\u7684\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u89e3\u8026VLM\u65b9\u6cd5\u7ed3\u5408\u4e86\u4f20\u7edf\u6d41\u6c34\u7ebf\u7684\u53ef\u63a7\u6027\u548cVLM\u7684\u8bed\u4e49\u5efa\u6a21\u80fd\u529b&#xff0c;\u901a\u5e38\u91c7\u7528\u201c\u5e03\u5c40\u5206\u6790\u540e\u8ddf\u5185\u5bb9\u89e3\u6790\u201d\u7684\u4e24\u9636\u6bb5\u8303\u5f0f\u3002Dolphin Feng et al. (2025) \u5f15\u5165\u4e86\u4e00\u79cd\u5206\u6790-\u7136\u540e-\u89e3\u6790\u6846\u67b6&#xff0c;\u5176\u4e2d\u5e03\u5c40\u5143\u7d20\u5e8f\u5217\u5f15\u5bfc\u533a\u57df\u7ea7\u5185\u5bb9\u89e3\u6790\u3002MonkeyOCR v1.5 Zhang et al. (2025) \u548c GLM-OCR Duan et al. (2026) \u5206\u522b\u4ece\u89c6\u89c9\u4e00\u81f4\u6027\u4f18\u5316\u548c\u9ad8\u6548\u89e3\u7801\u7684\u89d2\u5ea6\u6539\u8fdb\u4e86\u8868\u683c\u8bc6\u522b\u548cOCR\u63a8\u7406\u6548\u7387\u3002Youtu-Parsing Yin et al. (2026) \u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u5171\u4eab\u89c6\u89c9\u8868\u793a\u548c\u5e76\u884c\u89e3\u7801\u673a\u5236\u4ee5\u964d\u4f4e\u63a8\u7406\u6210\u672c\u3002\u5bf9\u4e8e\u76f8\u673a\u62cd\u6444\u6587\u6863\u573a\u666f&#xff0c;PaddleOCR-VL-1.5 Cui et al. (2026) \u5f15\u5165\u4e86\u591a\u70b9\u8fb9\u754c\u6846\u5efa\u6a21\u6765\u5904\u7406\u7269\u7406\u9000\u5316\u7684\u5e03\u5c40&#xff0c;\u800cPaddleOCR-VL-1.6 Zhang et al. (2026) \u548c MinerU2.5-Pro Wang et al. (2026) \u5206\u522b\u901a\u8fc7\u6570\u636e\u4f18\u5316\u548c\u591a\u6a21\u578b\u878d\u5408\u63d0\u5347\u4e86\u89e3\u6790\u6027\u80fd\u3002\u5c3d\u7ba1\u5982\u6b64&#xff0c;\u73b0\u6709\u7684\u89e3\u8026\u65b9\u6cd5\u4ecd\u7136\u4e25\u91cd\u4f9d\u8d56\u4e8e\u51c6\u786e\u7684\u5e03\u5c40\u5206\u6790\u3002\u51e0\u4f55\u7578\u53d8\u4f1a\u901a\u8fc7\u540e\u7eed\u6a21\u5757\u4f20\u64ad\u9519\u8bef&#xff0c;\u9650\u5236\u4e86\u5176\u5728\u590d\u6742\u76f8\u673a\u62cd\u6444\u6587\u6863\u573a\u666f\u4e2d\u7684\u6709\u6548\u6027\u3002NaviDC-OCR\u9075\u5faa\u89e3\u8026VLM\u8303\u5f0f&#xff0c;\u5e76\u901a\u8fc7\u7528\u5e03\u5c40\u5206\u5272\u53d6\u4ee3\u4f20\u7edf\u7684\u77e9\u5f62\u68c0\u6d4b\u3001\u878d\u5165\u5f62\u53d8\u611f\u77e5\u5b66\u4e60\u4ee5\u53ca\u5f15\u5165\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u7b56\u7565&#xff0c;\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u5176\u80fd\u529b\u3002\u8fd9\u4e9b\u8bbe\u8ba1\u4f7f\u5176\u80fd\u591f\u7edf\u4e00\u89e3\u6790\u6570\u5b57\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863&#xff0c;\u540c\u65f6\u589e\u5f3a\u4e86\u5728\u590d\u6742\u7ed3\u6784\u5316\u6587\u6863\u7406\u89e3\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002<\/p>\n<p>2.2 \u7528\u4e8e\u589e\u5f3a\u89e3\u6790\u7684\u6587\u6863\u6821\u6b63<\/p>\n<p>\u6587\u6863\u53bb\u7578\u53d8\u589e\u5f3a\u65e8\u5728\u6821\u6b63\u76f8\u673a\u62cd\u6444\u6587\u6863\u4e2d\u7684\u900f\u89c6\u7578\u53d8\u548c\u51e0\u4f55\u53d8\u5f62&#xff0c;\u4ece\u800c\u63d0\u9ad8\u540e\u7eed\u89e3\u6790\u6027\u80fd\u3002DDCP Xie et al. (2021) \u9884\u6d4b\u56fa\u5b9a\u6570\u91cf\u7684\u524d\u666f\u63a7\u5236\u70b9&#xff0c;\u5e76\u6839\u636e\u63a7\u5236\u70b9\u4e0e\u53c2\u8003\u70b9\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\u4f30\u8ba1\u540e\u5411\u6620\u5c04&#xff0c;\u4ece\u800c\u5b9e\u73b0\u6587\u6863\u53bb\u7578\u53d8\u3002DocGeoNet Feng et al. (2022) \u5f15\u5165\u5206\u5272\u76d1\u7763\u6765\u4fc3\u4f7f\u57fa\u4e8eCNN\u7684\u6587\u672c\u884c\u7279\u5f81\u63d0\u53d6\u5668\u5b66\u4e60\u66f4\u5177\u5224\u522b\u6027\u7684\u51e0\u4f55\u6821\u6b63\u7279\u5f81\u3002RDGR Jiang et al. (2022) \u9996\u5148\u68c0\u6d4b\u6587\u672c\u884c\u548c\u8fb9\u754c\u4fe1\u606f&#xff0c;\u7136\u540e\u901a\u8fc7\u7f51\u683c\u6b63\u5219\u5316\u751f\u6210\u540e\u5411\u6620\u5c04&#xff0c;\u4ee5\u5728\u53bb\u7578\u53d8\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u6587\u6863\u7ed3\u6784\u7684\u5b8c\u6574\u6027\u3002ForCenNet Cai et al. (2025) \u8fdb\u4e00\u6b65\u663e\u5f0f\u5730\u5efa\u6a21\u6587\u6863\u524d\u666f\u533a\u57df&#xff0c;\u5e76\u901a\u8fc7\u66f2\u7387\u4e00\u81f4\u6027\u635f\u5931\u548c\u63a9\u7801\u5f15\u5bfc\u673a\u5236\u589e\u5f3a\u6a21\u578b\u5bf9\u524d\u666f\u51e0\u4f55\u7ed3\u6784\u7684\u611f\u77e5\u3002\u4e0e\u4e0a\u8ff0\u57fa\u4e8e\u663e\u5f0f\u51e0\u4f55\u5efa\u6a21\u7684\u65b9\u6cd5\u4e0d\u540c&#xff0c;\u672c\u6587\u5c06\u6587\u6863\u6821\u6b63\u80fd\u529b\u96c6\u6210\u5230\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b&#xff08;VLM&#xff09;\u4e2d&#xff0c;\u4f7f\u6a21\u578b\u80fd\u591f\u76f4\u63a5\u5b66\u4e60\u4e0e\u5f62\u53d8\u76f8\u5173\u7684\u51e0\u4f55\u63a7\u5236\u70b9\u3002\u540c\u65f6&#xff0c;\u8bbe\u8ba1\u4e86\u533a\u57df\u7ea7\u548c\u5168\u5c40\u70b9\u7ea7\u5f62\u53d8\u611f\u77e5\u673a\u5236&#xff0c;\u5c06\u6587\u6863\u6821\u6b63\u4ece\u72ec\u7acb\u7684\u9884\u5904\u7406\u6a21\u5757\u8f6c\u53d8\u4e3aVLM\u5185\u90e8\u7684\u8054\u5408\u5efa\u6a21\u80fd\u529b\u3002\u8fd9\u4e00\u8bbe\u8ba1\u63d0\u5347\u4e86\u89e3\u8026VLM\u5728\u76f8\u673a\u62cd\u6444\u6587\u6863\u573a\u666f\u4e2d\u7684\u89e3\u6790\u6027\u80fd\u3002<\/p>\n<p>2.3 \u57fa\u4e8e\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u7684\u5206\u5272<\/p>\n<p>\u57fa\u4e8e\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b&#xff08;MLLM&#xff09;\u7684\u533a\u57df\u5206\u5272\u65b9\u6cd5\u5927\u81f4\u53ef\u5206\u4e3a\u4e24\u7c7b&#xff1a;\u4e00\u7c7b\u901a\u8fc7\u7aef\u5230\u7aef\u7684\u5e8f\u5217\u9884\u6d4b\u76f4\u63a5\u751f\u6210\u5206\u5272\u7ed3\u679c&#xff0c;\u53e6\u4e00\u7c7b\u5219\u5f15\u5165\u4e13\u7528\u7684\u5206\u5272\u5934\u8fdb\u884c\u4efb\u52a1\u9002\u914d\u3002\u57fa\u4e8eSAM\u7684\u65b9\u6cd5&#xff0c;\u5982SAM4MLLM Chen et al. (2024)&#xff0c;\u5229\u7528\u5916\u90e8\u5206\u5272\u6a21\u578b\u83b7\u53d6\u9ad8\u8d28\u91cf\u63a9\u7801&#xff0c;\u4f46\u5f15\u5165\u4e86\u989d\u5916\u7684\u53c2\u6570\u548c\u90e8\u7f72\u5f00\u9500\u3002\u6b64\u5916&#xff0c;SAM3 Carion et al. (2025) \u5c06\u57fa\u7840\u5206\u5272\u6a21\u578b\u6269\u5c55\u5230\u6982\u5ff5\u63d0\u793a\u5206\u5272\u3001\u76ee\u6807\u68c0\u6d4b\u548c\u8ddf\u8e2a\u4efb\u52a1&#xff0c;\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u5916\u90e8\u6a21\u578b\u8303\u5f0f\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u65e0SAM\u7684\u65b9\u6cd5\u901a\u8fc7\u8f7b\u91cf\u7ea7\u5bc6\u96c6\u9884\u6d4b\u5934\u6216\u7edf\u4e00\u7684\u81ea\u56de\u5f52\u5efa\u6a21\u6765\u5b9e\u73b0\u533a\u57df\u5206\u5272&#xff0c;\u4f8b\u5982PerceptionGPT Pi et al. (2024)\u3001UFO Tang et al. (2026) \u548cQwen3-VL-Seg Yao et al. (2026)\u3002\u5bf9\u4e8e\u7aef\u5230\u7aef\u7684\u5e8f\u5217\u9884\u6d4b&#xff0c;VistaLLM Pramanick et al. (2024) \u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u68af\u5ea6\u7684\u52a8\u6001\u91c7\u6837\u7b56\u7565&#xff0c;\u5c06\u4e8c\u503c\u63a9\u7801\u8f6c\u6362\u4e3a\u70b9\u5e8f\u5217\u8868\u793a\u3002\u8003\u8651\u5230\u6a21\u578b\u7edf\u4e00\u6027\u548c\u6548\u7387\u7684\u8981\u6c42&#xff0c;\u672c\u6587\u8fdb\u4e00\u6b65\u5c06\u4f20\u7edf\u7684\u4e24\u70b9\u5e03\u5c40\u5206\u6790\u91cd\u6784\u4e3a\u57fa\u4e8eVLM\u7684\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u3002\u63d0\u51fa\u4e86\u4e00\u79cd\u66f2\u7387\u5f15\u5bfc\u7684\u9053\u683c\u62c9\u65af-\u666e\u514b\u91c7\u6837&#xff08;CGDP&#xff09;\u65b9\u6cd5&#xff0c;\u6839\u636e\u6587\u6863\u51e0\u4f55\u53d8\u5f62\u7279\u5f81\u81ea\u9002\u5e94\u5730\u5206\u5e03\u91c7\u6837\u70b9&#xff0c;\u4ece\u800c\u589e\u5f3aVLM\u5bf9\u590d\u6742\u5e03\u5c40\u7ed3\u6784\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n<p>3 \u6570\u636e\u5de5\u7a0b<\/p>\n<p>\u9ad8\u8d28\u91cf\u3001\u5927\u89c4\u6a21\u7684\u6570\u636e\u662f\u6784\u5efa\u9ad8\u6027\u80fd\u6587\u6863\u89e3\u6790\u6a21\u578b\u7684\u57fa\u7840\u3002\u7136\u800c&#xff0c;\u6587\u6863\u89e3\u6790\u6d89\u53ca\u591a\u6837\u5316\u7684\u7ed3\u6784\u4fe1\u606f&#xff0c;\u5305\u62ec\u6587\u672c\u3001\u5e03\u5c40\u3001\u8868\u683c\u548c\u516c\u5f0f\u3002\u4f9d\u8d56\u4eba\u7c7b\u4e13\u5bb6\u8fdb\u884c\u7ec6\u7c92\u5ea6\u6807\u6ce8\u4e0d\u4ec5\u6210\u672c\u9ad8\u6602&#xff0c;\u800c\u4e14\u96be\u4ee5\u4fdd\u6301\u6807\u6ce8\u4e00\u81f4\u6027\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218&#xff0c;NaviDC-OCR\u5f00\u53d1\u4e86\u4e00\u6761\u81ea\u52a8\u5316\u7684\u6570\u636e\u5de5\u7a0b\u6d41\u6c34\u7ebf&#xff0c;\u96c6\u6210\u4e86\u6570\u636e\u6e05\u6d17\u3001\u6570\u636e\u6784\u5efa\u548c\u6a21\u578b\u8f85\u52a9\u9a8c\u8bc1\u3002\u5728\u7b2c\u4e00\u9636\u6bb5&#xff0c;\u591a\u8282\u70b9\u4e00\u81f4\u6027\u6295\u7968\u805a\u5408\u6765\u81ea\u5f02\u6784\u6a21\u578b\u7684\u9884\u6d4b&#xff0c;\u4ee5\u9009\u62e9\u9ad8\u7f6e\u4fe1\u5ea6\u7684\u4f2a\u6807\u7b7e\u5e76\u51cf\u5c11\u4e2a\u4f53\u6a21\u578b\u504f\u5dee\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5&#xff0c;\u5f15\u5165\u6587\u6863\u53d8\u5f62\u5efa\u6a21\u548c\u51e0\u4f55\u611f\u77e5\u91c7\u6837\u7b56\u7565&#xff0c;\u4ee5\u6784\u5efa\u8986\u76d6\u6570\u5b57\u6587\u6863\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863\u4e4b\u95f4\u9886\u57df\u53d8\u5316\u7684\u591a\u6837\u5316\u8bad\u7ec3\u6570\u636e\u3002\u5728\u7b2c\u4e09\u9636\u6bb5&#xff0c;\u4e00\u4e2a\u81ea\u6211\u8bc4\u4f30\u6a21\u578b\u5bf9\u89e3\u6790\u7ed3\u679c\u8fdb\u884c\u89c6\u89c9\u4e00\u81f4\u6027\u9a8c\u8bc1&#xff0c;\u5b9e\u73b0\u81ea\u52a8\u4f2a\u6807\u7b7e\u8fc7\u6ee4\u548c\u9519\u8bef\u4fee\u6b63\u3002<\/p>\n<p>3.1 \u591a\u8282\u70b9\u5171\u8bc6\u6295\u7968<\/p>\n<p>\u73b0\u6709\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u5355\u4e00\u6a21\u578b\u8fdb\u884c\u4f2a\u6807\u7b7e\u751f\u6210\u3002\u4f8b\u5982&#xff0c;MinerU2.5 Pro Wang et al. (2026) \u91c7\u7528\u591a\u6a21\u578b\u4ea4\u53c9\u9a8c\u8bc1\u6765\u8fc7\u6ee4\u5355\u4e00\u6a21\u578b\u7684\u8f93\u51fa&#xff0c;\u800cPaddleOCR-VL-1.5 Cui et al. (2026) \u5219\u5229\u7528\u540c\u4e00\u6a21\u578b\u591a\u6b21\u8fd0\u884c\u7684\u63a8\u7406\u4e00\u81f4\u6027\u6765\u8fdb\u884c\u6837\u672c\u9009\u62e9\u3002\u7136\u800c&#xff0c;\u8fd9\u4e9b\u65b9\u6cd5\u5171\u6709\u4e00\u4e2a\u6839\u672c\u9650\u5236&#xff1a;\u4f2a\u6807\u7b7e\u6700\u7ec8\u7531\u5355\u4e00\u6a21\u578b\u751f\u6210&#xff0c;\u56e0\u6b64\u53d7\u9650\u4e8e\u5176\u81ea\u8eab\u80fd\u529b\u3002\u4e00\u65e6\u6a21\u578b\u51fa\u73b0\u7cfb\u7edf\u6027\u9519\u8bef&#xff0c;\u8fd9\u4e9b\u9519\u8bef\u6807\u7b7e\u5c31\u53ef\u80fd\u88ab\u4f20\u64ad\u5230\u8bad\u7ec3\u96c6\u4e2d&#xff0c;\u964d\u4f4e\u540e\u7eed\u4f18\u5316\u548c\u6700\u7ec8\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"360\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024956-6a98e054ee1a5.png\" width=\"868\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1116\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024957-6a98e055182f6.png\" width=\"1182\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"354\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024957-6a98e055994c1.png\" width=\"884\" \/><\/p>\n<p>3.2 \u7edf\u4e00\u6570\u5b57\u6587\u6863\u4e0e\u76f8\u673a\u62cd\u6444\u6587\u6863<\/p>\n<p>\u6839\u636e\u83b7\u53d6\u65b9\u5f0f&#xff0c;\u6587\u6863\u53ef\u5206\u4e3a\u6570\u5b57\u6587\u6863\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863\u3002\u4e0e\u6570\u5b57\u6587\u6863\u76f8\u6bd4&#xff0c;\u76f8\u673a\u62cd\u6444\u6587\u6863\u901a\u5e38\u906d\u53d7\u5404\u79cd\u9000\u5316&#xff0c;\u5982\u51e0\u4f55\u7578\u53d8\u3001\u9634\u5f71\u548c\u8fd0\u52a8\u6a21\u7cca&#xff0c;\u5176\u4e2d\u51e0\u4f55\u7578\u53d8\u662f\u5f71\u54cd\u89e3\u6790\u6027\u80fd\u7684\u4e3b\u8981\u56e0\u7d20\u3002\u7279\u522b\u662f&#xff0c;\u73b0\u6709\u7684\u4e24\u9636\u6bb5\u6587\u6863\u89e3\u6790\u6846\u67b6\u901a\u5e38\u4f9d\u8d56\u4e8e\u89c4\u5219\u77e9\u5f62\u533a\u57df\u5047\u8bbe\u6765\u8fdb\u884c\u5e03\u5c40\u68c0\u6d4b\u3002\u5f53\u6587\u6863\u53d1\u751f\u5f2f\u66f2\u6216\u6298\u53e0\u65f6&#xff0c;\u8fd9\u4e00\u5047\u8bbe\u4e0d\u518d\u6210\u7acb&#xff0c;\u5bfc\u81f4\u5e03\u5c40\u68c0\u6d4b\u548c\u540e\u7eed\u89e3\u6790\u6027\u80fd\u4e0b\u964d\u3002\u4e3a\u9a8c\u8bc1\u8fd9\u4e00\u89c2\u5bdf&#xff0c;\u6211\u4eec\u9996\u5148\u5c06\u6587\u6863\u53bb\u7578\u53d8\u6a21\u578b\u5e94\u7528\u4e8e Wild-OmniDocBench Li et al. (2026a) \u4e2d\u7684\u76f8\u673a\u62cd\u6444\u6587\u6863\u8fdb\u884c\u9884\u5904\u7406\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e&#xff0c;\u4ec5\u6d88\u9664\u51e0\u4f55\u7578\u53d8\u5c31\u80fd\u663e\u8457\u63d0\u5347\u4e24\u9636\u6bb5\u89e3\u6790\u6a21\u578b\u7684\u6027\u80fd\u3002\u8fd9\u4e00\u53d1\u73b0\u8868\u660e&#xff0c;\u5f62\u53d8\u611f\u77e5\u662f\u8fde\u63a5\u6570\u5b57\u6587\u6863\u4e0e\u76f8\u673a\u62cd\u6444\u6587\u6863\u7684\u5173\u952e\u6865\u6881\u3002\u53d7\u6b64\u542f\u53d1&#xff0c;\u6211\u4eec\u5c06\u6587\u6863\u5f62\u53d8\u5efa\u6a21\u878d\u5165\u7edf\u4e00\u7684\u6587\u6863\u89e3\u6790\u6846\u67b6\u4e2d&#xff0c;\u4f7f\u5176\u5177\u5907\u663e\u5f0f\u7684\u51e0\u4f55\u611f\u77e5\u80fd\u529b&#xff0c;\u800c\u65e0\u9700\u989d\u5916\u7684\u53bb\u7578\u53d8\u6a21\u5757\u3002<\/p>\n<p>3.2.1 \u533a\u57df\u7ea7\u548c\u70b9\u7ea7\u5f62\u53d8\u611f\u77e5<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"564\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024957-6a98e055b62cb.png\" width=\"880\" \/><\/p>\n<p>3.2.2 \u66f2\u7387\u5f15\u5bfc\u7684\u9053\u683c\u62c9\u65af-\u666e\u514b\u91c7\u6837<\/p>\n<p>\u524d\u8ff0\u7684\u533a\u57df\u7ea7\u8868\u793a\u4f9d\u8d56\u4e8e\u5747\u5300\u8fb9\u754c\u91c7\u6837&#xff0c;\u8fd9\u5047\u8bbe\u6240\u6709\u8fb9\u754c\u4f4d\u7f6e\u5177\u6709\u76f8\u540c\u7684\u91cd\u8981\u6027\u3002\u7136\u800c&#xff0c;\u6587\u6863\u8fb9\u754c\u901a\u5e38\u5448\u73b0\u4e0d\u540c\u7684\u51e0\u4f55\u590d\u6742\u5ea6&#xff1a;\u5e73\u5766\u533a\u57df\u53ef\u80fd\u5305\u542b\u5197\u4f59\u91c7\u6837\u70b9&#xff0c;\u800c\u9ad8\u66f2\u7387\u533a\u57df&#xff08;\u5982\u89d2\u843d\u548c\u6298\u75d5&#xff09;\u53ef\u80fd\u91c7\u6837\u4e0d\u8db3\u3002\u8fd9\u79cd\u4e0d\u5e73\u8861\u53ef\u80fd\u5bfc\u81f4\u5173\u952e\u51e0\u4f55\u7ec6\u8282\u7684\u4e22\u5931&#xff0c;\u5e76\u9650\u5236\u8f6e\u5ed3\u5efa\u6a21\u7684\u8868\u793a\u80fd\u529b\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"398\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024957-6a98e055e1ea4.png\" width=\"880\" \/><\/p>\n<p>3.3 \u81ea\u6211\u8bc4\u5224 VLM<\/p>\n<p>\u5c3d\u7ba1\u591a\u6a21\u578b\u6295\u7968\u53ef\u4ee5\u4ea7\u751f\u9ad8\u5ea6\u4e00\u81f4\u7684\u4f2a\u6807\u7b7e&#xff0c;\u4f46\u5b83\u4eec\u4ecd\u53ef\u80fd\u5305\u542b\u6837\u672c\u504f\u5dee\u548c\u6b8b\u4f59\u9519\u8bef\u3002\u4e3a\u89e3\u51b3\u6b64\u9650\u5236&#xff0c;\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u81ea\u6211\u8bc4\u5224\u6a21\u578b&#xff0c;\u8be5\u6a21\u578b\u5c06\u7ed3\u6784\u5316\u7684\u9884\u6d4b\u7ed3\u679c\u6e32\u67d3\u4e3a\u89c6\u89c9\u8868\u793a&#xff0c;\u5e76\u9488\u5bf9\u539f\u59cb\u6587\u6863\u56fe\u50cf\u8fdb\u884c\u6a21\u6001\u5185\u4e00\u81f4\u6027\u8bc4\u4f30\u3002\u8fd9\u4e00\u8bbe\u8ba1\u5c06\u4f20\u7edf\u7684\u8de8\u6a21\u6001\u56fe\u50cf-\u6587\u672c\u9a8c\u8bc1\u8f6c\u53d8\u4e3a\u66f4\u7a33\u5b9a\u7684\u56fe\u50cf\u5230\u56fe\u50cf\u4e00\u81f4\u6027\u8bc4\u4f30\u3002\u4e0eMinerU 2.5 Pro Wang et al. (2026) \u76f4\u63a5\u4f7f\u7528\u901a\u7528VLM\u8bc4\u4f30\u539f\u59cb\u56fe\u50cf\u4e0e\u9884\u6d4b\u7ed3\u679c\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u4e0d\u540c&#xff0c;\u6211\u4eec\u7814\u7a76\u4e86Qwen3-VL-235B Yang et al. (2025) \u5728\u81ea\u6784\u5efa\u7684\u9ad8\u8d28\u91cf\u57fa\u51c6\u4e0a\u7684\u96f6\u6837\u672c\u9a8c\u8bc1\u80fd\u529b\u3002\u7ed3\u679c\u8868\u660e\u5176\u53ec\u56de\u7387\u4f4e\u4e8e\u00a040%&#xff0c;\u8bc1\u660e\u901a\u7528VLM\u4e0d\u8db3\u4ee5\u8fdb\u884c\u53ef\u9760\u7684\u65e0\u4eba\u76d1\u7763\u4f2a\u6807\u7b7e\u9a8c\u8bc1\u3002\u56e0\u6b64&#xff0c;\u6211\u4eec\u5c06\u56db\u7c7b\u9884\u6d4b\u8f93\u51fa\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684\u89c6\u89c9\u8868\u793a&#xff0c;\u5e76\u4e0e\u539f\u59cb\u6587\u6863\u56fe\u50cf\u5bf9\u9f50&#xff1a;<\/p>\n<li>\n<p>\u5e03\u5c40&#xff1a;\u5c06\u9884\u6d4b\u7684\u8fb9\u754c\u6846\u3001\u7c7b\u522b\u548c\u65b9\u5411\u4fe1\u606f\u6295\u5f71\u5230\u9875\u9762\u753b\u5e03\u4e0a&#xff0c;\u4ee5\u91cd\u5efa\u6574\u4f53\u6587\u6863\u5e03\u5c40&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6587\u672c&#xff1a;\u5c06\u6587\u672c\u5185\u5bb9\u89c4\u8303\u5316\u5e76\u91cd\u65b0\u7ec4\u7ec7\u6210\u6bb5\u843d&#xff0c;\u7136\u540e\u8fdb\u884c\u533a\u57df\u611f\u77e5\u7684\u91cd\u65b0\u5e03\u5c40\u4ee5\u4fdd\u7559\u539f\u59cb\u6587\u672c\u7ed3\u6784&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8868\u683c&#xff1a;\u5c06\u8868\u683c\u7ed3\u6784\u8f6c\u6362\u4e3a\u5305\u542b\u884c\u5217\u5173\u7cfb\u548c\u5408\u5e76\u5355\u5143\u683c\u4fe1\u606f\u7684HTML\u8868\u793a&#xff0c;\u7136\u540e\u6e32\u67d3\u4e3a\u56fe\u50cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u516c\u5f0f&#xff1a;\u5c06LaTeX\u5e8f\u5217\u89c4\u8303\u5316\u5e76\u6e32\u67d3\u4e3a\u76f8\u5e94\u7684\u516c\u5f0f\u56fe\u50cf\u3002<\/p>\n<\/li>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"430\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024958-6a98e0560ef84.png\" width=\"884\" \/><\/p>\n<p>4 \u6e10\u8fdb\u5f0f\u8bad\u7ec3<\/p>\n<p>\u4e3a\u4fbf\u4e8e\u590d\u73b0&#xff0c;\u6211\u4eec\u63d0\u4f9b\u4e86NaviDC-OCR\u67b6\u6784\u548c\u8bad\u7ec3\u6d41\u6c34\u7ebf\u7684\u8be6\u7ec6\u63cf\u8ff0&#xff0c;\u5e76\u53d1\u5e03\u4e86\u57fa\u4e8e\u793e\u533a\u6a21\u578b\u6784\u5efa\u7684\u5b8c\u6574\u5b9e\u73b0\u548c\u6a21\u578b\u914d\u7f6e\u3002NaviDC-OCR\u5305\u542b\u7ea612\u4ebf\u53c2\u6570&#xff0c;\u7531\u4eceQwen2.5-VL Bai et al. (2025) \u7ee7\u627f\u7684\u89c6\u89c9\u7f16\u7801\u5668\u3001\u4e00\u4e2aQwen3-0.6B Yang et al. (2025) \u8bed\u8a00\u6a21\u578b\u548c\u4e00\u4e2a\u4ece\u5934\u8bad\u7ec3\u7684Aligner\u7ec4\u6210\u3002Aligner\u91c7\u7528\u6807\u51c6\u7684\u591a\u5c42\u611f\u77e5\u5668&#xff08;MLP&#xff09;\u67b6\u6784\u6765\u5bf9\u9f50\u89c6\u89c9\u548c\u8bed\u8a00\u8868\u793a\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"944\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024958-6a98e056316d4.png\" width=\"1238\" \/><\/p>\n<p>\u56fe3 \u5173\u952e\u8bad\u7ec3\u7b56\u7565\u6982\u89c8\u3002NaviDC-OCR\u901a\u8fc7\u4e24\u79cd\u7b56\u7565\u589e\u5f3a\u6587\u6863\u89e3\u6790&#xff1a;\u5f62\u53d8\u611f\u77e5\u8bad\u7ec3&#xff0c;\u7ed3\u5408\u533a\u57df\u7ea7\u548c\u70b9\u7ea7\u5f62\u53d8\u5efa\u6a21\u4e0e\u5f62\u53d8\u589e\u5f3a&#xff0c;\u5b9e\u73b0\u5bf9\u6570\u5b57\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863\u7684\u9c81\u68d2\u89e3\u6790&#xff1b;\u4ee5\u53ca\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60&#xff0c;\u5b9e\u73b0\u5bf9\u8868\u683c\u548c\u516c\u5f0f\u7684\u7edf\u4e00\u7ed3\u6784\u5316\u89e3\u6790\u3002<\/p>\n<p>\u57fa\u4e8e\u6b64\u7edf\u4e00\u67b6\u6784&#xff0c;NaviDC-OCR\u91c7\u7528\u56db\u9636\u6bb5\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u7b56\u7565&#xff0c;\u9010\u6b65\u8d4b\u4e88\u6a21\u578b\u4ece\u57fa\u7840\u89c6\u89c9\u611f\u77e5\u5230\u590d\u6742\u7ed3\u6784\u7406\u89e3\u7684\u6587\u6863\u89e3\u6790\u80fd\u529b\u3002\u6bcf\u4e2a\u9636\u6bb5\u9488\u5bf9\u7279\u5b9a\u7684\u4f18\u5316\u76ee\u6807\u3002\u9636\u6bb51\u8fdb\u884c\u89c6\u89c9-\u8bed\u8a00\u5bf9\u9f50&#xff0c;\u4ee5\u5efa\u7acb\u57fa\u7840\u7684OCR\u8bc6\u522b\u548c\u5e03\u5c40\u7406\u89e3\u80fd\u529b\u3002\u9636\u6bb52\u5f15\u5165\u533a\u57df\u7ea7\u5f62\u53d8\u611f\u77e5\u76d1\u7763&#xff0c;\u63d0\u5347\u6a21\u578b\u6355\u83b7\u76f8\u673a\u62cd\u6444\u6587\u6863\u4e2d\u51e0\u4f55\u7578\u53d8\u7684\u80fd\u529b\u3002\u9636\u6bb53\u91c7\u7528\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60\u7b56\u7565&#xff0c;\u5b9e\u73b0\u5bf9\u6587\u672c\u3001\u5e03\u5c40\u3001\u8868\u683c\u548c\u516c\u5f0f\u7b49\u591a\u6837\u5316\u6587\u6863\u5143\u7d20\u7684\u7edf\u4e00\u5efa\u6a21\u3002\u9636\u6bb54\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u4e00\u6b65\u4f18\u5316\u8f93\u51fa\u8d28\u91cf&#xff0c;\u63d0\u5347\u5728\u590d\u6742\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u89e3\u6790\u6027\u80fd\u3002<\/p>\n<p>4.1 \u9636\u6bb51&#xff1a;\u6587\u6863\u89e3\u6790\u9884\u8bad\u7ec3<\/p>\n<p>\u7b2c\u4e00\u9636\u6bb5\u4fa7\u91cd\u4e8e\u5c06\u89c6\u89c9\u7f16\u7801\u5668\u4e0e\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50&#xff0c;\u4e3a\u540e\u7eed\u7684\u6587\u6863\u89e3\u6790\u5b66\u4e60\u5efa\u7acb\u7edf\u4e00\u7684\u89c6\u89c9-\u8bed\u8a00\u8868\u793a\u3002\u4e3a\u4f7fNaviDC-OCR\u5177\u5907\u57fa\u7840\u7684OCR\u8bc6\u522b\u548c\u5e03\u5c40\u7406\u89e3\u80fd\u529b&#xff0c;\u6211\u4eec\u5728\u89c6\u89c9\u95ee\u7b54&#xff08;VQA&#xff09;\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u5728\u6b64\u9636\u6bb5&#xff0c;\u4ec5\u4f18\u5316Patch Merger\u6a21\u5757\u4e2d\u7684\u4e24\u5c42MLP\u548c\u89c6\u89c9\u7f16\u7801\u5668&#xff0c;\u800c\u8bed\u8a00\u6a21\u578b\u4fdd\u6301\u51bb\u7ed3\u3002\u8bad\u7ec3\u6570\u636e\u4e3b\u8981\u5305\u62ec\u56fe\u50cf\u63cf\u8ff0\u6570\u636e\u3001\u56fe\u50cf-\u6587\u672c\u4ea4\u9519\u6570\u636e\u3001\u89c6\u89c9-\u8bed\u8a00\u5bf9\u9f50\u6570\u636e\u548cOCR\u6570\u636e\u3002<\/p>\n<p>\u8bad\u7ec3\u914d\u7f6e&#xff1a;\u6a21\u578b\u8bad\u7ec3\u4e00\u4e2a\u5468\u671f&#xff0c;\u6279\u91cf\u5927\u5c0f\u4e3a256\u3002MLP\u5c42\u7684\u5b66\u4e60\u7387\u8bbe\u7f6e\u4e3a\u00a01\u00d710\u22123&#xff0c;\u89c6\u89c9\u7f16\u7801\u5668\u4e3a\u00a01\u00d710\u22124&#xff0c;\u800c\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u4fdd\u6301\u51bb\u7ed3\u3002<\/p>\n<p>4.2 \u9636\u6bb52&#xff1a;\u5f62\u53d8\u611f\u77e5\u8bad\u7ec3<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"446\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024958-6a98e056ab96c.png\" width=\"866\" \/><\/p>\n<p>4.3 \u9636\u6bb53&#xff1a;\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60<\/p>\n<p>\u5728\u6587\u6863\u89e3\u6790\u4efb\u52a1\u4e2d&#xff0c;\u516c\u5f0f\u3001\u8868\u683c\u548c\u79d1\u5b66\u56fe\u8868\u901a\u5e38\u88ab\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u8868\u793a&#xff0c;\u5982LaTeX\u548cOTSL\u3002\u4e0e\u4e3b\u8981\u5173\u6ce8\u5c40\u90e8\u5b57\u7b26\u7ea7\u6620\u5c04\u7684\u5149\u5b66\u7b26\u53f7\u8bc6\u522b\u4e0d\u540c&#xff0c;\u7ed3\u6784\u5316\u8868\u793a\u7684\u751f\u6210\u9700\u8981\u66f4\u5f3a\u7684\u5168\u5c40\u8bed\u4e49\u7406\u89e3\u548c\u7ed3\u6784\u5173\u7cfb\u5efa\u6a21\u3002\u5728\u9636\u6bb51\u5efa\u7acb\u57fa\u7840\u7684OCR\u8bc6\u522b\u80fd\u529b\u540e&#xff0c;NaviDC-OCR\u5f15\u5165\u4e86\u4e00\u79cd\u7edf\u4e00\u7684\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60\u7b56\u7565&#xff0c;\u4ee5\u652f\u6301\u5305\u62ec\u516c\u5f0f\u89e3\u6790\u3001\u8868\u683c\u89e3\u6790\u548c\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u5728\u5185\u7684\u591a\u6837\u5316\u7ed3\u6784\u5316\u89e3\u6790\u4efb\u52a1\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4&#xff0c;\u5bf9\u4e8e\u516c\u5f0f\u89e3\u6790&#xff0c;\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u8bed\u6cd5\u7b26\u53f7\u5e93&#xff0c;\u5e76\u901a\u8fc7\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u548c\u8bed\u6cd5\u9a8c\u8bc1\u4eceLaTeX\u6807\u6ce8\u4e2d\u81ea\u52a8\u63d0\u53d6\u8bed\u6cd5\u7ed3\u6784\u6807\u7b7e\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5206\u522b\u5b66\u4e60\u516c\u5f0f\u5185\u5bb9\u548c\u8bed\u6cd5\u7ed3\u6784\u3002\u5bf9\u4e8e\u8868\u683c\u89e3\u6790&#xff0c;\u6211\u4eec\u4fdd\u7559\u6807\u51c6\u7684OTSL\u8bed\u6cd5\u7b26\u53f7&#xff0c;\u4f46\u79fb\u9664\u6240\u6709\u5355\u5143\u683c\u5185\u5bb9&#xff0c;\u4f7f\u6a21\u578b\u80fd\u591f\u4e13\u6ce8\u4e8e\u8868\u683c\u62d3\u6251\u7ed3\u6784\u548c\u5355\u5143\u683c\u5408\u5e76\u5173\u7cfb\u3002\u8fd9\u79cd\u7edf\u4e00\u7684\u5185\u5bb9-\u7ed3\u6784\u5b66\u4e60\u7b56\u7565\u63d0\u5347\u4e86\u6a21\u578b\u8fdb\u884c\u7ed3\u6784\u5316\u8868\u793a\u5efa\u6a21\u7684\u80fd\u529b&#xff0c;\u5c24\u5176\u662f\u5728\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u4efb\u52a1\u4e2d\u3002\u5728ICDAR 2026 Sci-ImageMiner\u6311\u6218\u8d5b\u4e2d&#xff0c;\u878d\u5165\u7ed3\u6784\u5b66\u4e60\u4f7f\u5f97TEDS\u6027\u80fd\u76f8\u6bd4\u5176\u4ed6\u53c2\u8d5b\u961f\u4f0d\u5177\u6709\u7ade\u4e89\u529b\u3002<\/p>\n<p>4.4 \u9636\u6bb54&#xff1a;\u5f3a\u5316\u5b66\u4e60<\/p>\n<p>\u5728\u524d\u4e09\u4e2a\u8bad\u7ec3\u9636\u6bb5\u4e4b\u540e&#xff0c;NaviDC-OCR\u5728\u6587\u6863\u8bc6\u522b\u548c\u7ed3\u6784\u5316\u89e3\u6790\u65b9\u9762\u83b7\u5f97\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002\u7136\u800c&#xff0c;\u4f7f\u7528\u4ee4\u724c\u7ea7\u4ea4\u53c9\u71b5\u635f\u5931\u7684\u76d1\u7763\u5fae\u8c03\u5e76\u4e0d\u80fd\u76f4\u63a5\u4f18\u5316\u6587\u672c\u3001\u8868\u683c\u548c\u516c\u5f0f\u89e3\u6790\u7684\u4efb\u52a1\u7ea7\u76ee\u6807\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u4e0b\u6e38\u89e3\u6790\u4efb\u52a1\u7684\u6027\u80fd&#xff0c;\u6211\u4eec\u5728\u9636\u6bb53\u7684\u6a21\u578b\u4e0a\u5f15\u5165\u4e86\u57fa\u4e8e\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316&#xff08;GRPO&#xff09;\u7684\u5f3a\u5316\u5b66\u4e60 Shao et al. (2024)\u3002<\/p>\n<p>\u7531\u4e8e\u4e0d\u540c\u7684\u6587\u6863\u5143\u7d20\u5177\u6709\u4e0d\u540c\u7684\u8f93\u51fa\u683c\u5f0f\u548c\u8bc4\u4f30\u6807\u51c6&#xff0c;\u6211\u4eec\u4e3a\u4e0d\u540c\u7684\u89e3\u6790\u4efb\u52a1\u8bbe\u8ba1\u4e86\u4efb\u52a1\u7279\u5b9a\u7684\u53ef\u9a8c\u8bc1\u5956\u52b1\u51fd\u6570\u3002\u7edf\u4e00\u516c\u5f0f\u5b9a\u4e49\u5982\u4e0b&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"850\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024958-6a98e056d4a24.png\" width=\"1244\" \/><\/p>\n<p>\u5176\u4e2d\u00a0y\u00a0\u548c\u00a0y^\u200b\u00a0\u5206\u522b\u8868\u793a\u771f\u5b9e\u503c\u548c\u6a21\u578b\u9884\u6d4b\u3002\u5bf9\u4e8e\u6587\u672c\u3001\u8868\u683c\u548c\u516c\u5f0f\u89e3\u6790&#xff0c;\u5206\u522b\u91c7\u7528\u5f52\u4e00\u5316\u7f16\u8f91\u76f8\u4f3c\u5ea6&#xff08;NED&#xff09;\u3001\u57fa\u4e8e\u6811\u7f16\u8f91\u8ddd\u79bb\u7684\u76f8\u4f3c\u5ea6&#xff08;TEDS&#xff09;\u548c\u516c\u5f0f\u7ed3\u6784\u5339\u914d\u6307\u6807&#xff08;CDM&#xff09;\u4f5c\u4e3a\u4efb\u52a1\u7279\u5b9a\u5956\u52b1\u3002\u6240\u6709\u5956\u52b1\u90fd\u88ab\u5f52\u4e00\u5316\u5230 [0, 1] \u8303\u56f4\u5185&#xff0c;\u503c\u8d8a\u9ad8\u8868\u793a\u9884\u6d4b\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u8d8a\u5f3a\u3002<\/p>\n<p>5 \u5b9e\u9a8c\u8bc4\u4f30<\/p>\n<p>\u4e3a\u5168\u9762\u8bc4\u4f30NaviDC-OCR&#xff0c;\u6211\u4eec\u5728\u591a\u4e2a\u516c\u5171\u6587\u6863\u89e3\u6790\u57fa\u51c6\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u5b9e\u9a8c&#xff0c;\u5305\u62ec\u6db5\u76d610\u79cd\u6587\u6863\u7c7b\u578b\u30015\u79cd\u5e03\u5c40\u7c7b\u522b\u548c5\u79cd\u8bed\u8a00\u7684OmniDocBench v1.6 Wang et al. (2026)&#xff1b;\u8bc4\u4f30\u5bf9\u771f\u5b9e\u4e16\u754c\u62cd\u6444\u6587\u6863\u9c81\u68d2\u6027\u7684Wild OmniDocBench v1.5 Li et al. (2026a)&#xff1b;\u4ee5\u53ca\u5305\u542b\u5e72\u51c0\u3001\u6570\u5b57\u9000\u5316\u3001\u771f\u5b9e\u9000\u5316\u4e09\u7c7b\u6587\u6863\u7684PureDocBench Li et al. (2026c)\u3002\u6211\u4eec\u8fdb\u4e00\u6b65\u5728ICDAR 2026 Sci-ImageMiner\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u4efb\u52a1\u4e0a\u62a5\u544a\u4e86\u7ed3\u679c&#xff0c;\u4ee5\u8bc4\u4f30NaviDC-OCR\u5728\u590d\u6742\u6587\u6863\u7406\u89e3\u548c\u89e3\u6790\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>5.1 \u6570\u5b57\u6587\u6863\u89e3\u6790<\/p>\n<p>OmniDocBench v1.6 \u662f\u4e00\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u9875\u9762\u7ea7\u6570\u5b57\u6587\u6863\u89e3\u6790\u57fa\u51c6&#xff0c;\u5305\u542b\u6765\u81ea10\u79cd\u6587\u6863\u7c7b\u522b\u30015\u79cd\u5e03\u5c40\u7c7b\u578b\u548c5\u79cd\u8bed\u8a00\u7684 1,651 \u4e2aPDF\u9875\u9762\u3002\u4e0ev1.5\u76f8\u6bd4&#xff0c;v1.6\u5f15\u5165\u4e86\u7528\u4e8e\u516c\u5f0f\u8bc4\u4f30\u7684\u7cbe\u70bc\u5143\u7d20\u5339\u914d\u7b56\u7565&#xff0c;\u4ee5\u53ca\u4e00\u4e2a\u5305\u542b\u7ed3\u6784\u590d\u6742\u9875\u9762\u7684\u6311\u6218\u6027\u5b50\u96c6&#xff0c;\u4ece\u800c\u80fd\u591f\u5bf9\u5148\u8fdb\u89e3\u6790\u6a21\u578b\u8fdb\u884c\u66f4\u5177\u533a\u5206\u5ea6\u7684\u8bc4\u4f30\u3002\u8be5\u57fa\u51c6\u8bc4\u4f30\u6587\u6863\u89e3\u6790\u7684\u56db\u4e2a\u5173\u952e\u65b9\u9762&#xff1a;\u4f7f\u7528\u5f52\u4e00\u5316\u7f16\u8f91\u8ddd\u79bb\u7684\u6587\u672c\u8bc6\u522b\u3001\u4f7f\u7528\u5b57\u7b26\u68c0\u6d4b\u6307\u6807&#xff08;CDM&#xff09;Wang et al. (2025a) \u7684\u516c\u5f0f\u8bc6\u522b\u3001\u4f7f\u7528\u6811\u7f16\u8f91\u8ddd\u79bb\u76f8\u4f3c\u5ea6&#xff08;TEDS&#xff09;\u548c TEDS-S Zhong et al. (2020) \u7684\u8868\u683c\u91cd\u5efa&#xff0c;\u4ee5\u53ca\u9605\u8bfb\u987a\u5e8f\u6062\u590d\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"360\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024959-6a98e05744cc1.png\" width=\"1194\" \/><\/p>\n<p>\u88683 \u73b0\u6709\u6587\u6863\u89e3\u6790\u6a21\u578b\u5728\u5e72\u51c0\u548c\u9000\u5316\u573a\u666f\u4e0b\u7684\u6027\u80fd\u6bd4\u8f83\u3002\u2191 \u8868\u793a\u8d8a\u9ad8\u8d8a\u597d&#xff0c;\u2193 \u8868\u793a\u8d8a\u4f4e\u8d8a\u597d\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"592\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024959-6a98e0577e08f.png\" width=\"1176\" \/><\/p>\n<p>5.3 \u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c<\/p>\n<p>Sci-ImageMiner \u6311\u6218\u8d5b Ahmed et al. (2026) \u4e13\u6ce8\u4e8e\u771f\u5b9e\u7814\u7a76\u8bba\u6587\u4e2d\u7684\u79d1\u5b66\u56fe\u50cf\u7406\u89e3&#xff0c;\u91cd\u70b9\u662f\u5728\u539f\u5b50\u5c42\u6c89\u79ef\u548c\u8680\u523b&#xff08;ALD\/E&#xff09;\u9886\u57df\u5bf9\u79d1\u5b66\u56fe\u8868\u8fdb\u884c\u5b9a\u91cf\u5206\u6790\u3002\u8be5\u6311\u6218\u8d5b\u65e8\u5728\u5f25\u5408\u89c6\u89c9\u5185\u5bb9\u7406\u89e3\u4e0e\u79d1\u5b66\u6570\u636e\u89e3\u91ca\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u5176\u4e2d&#xff0c;\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u662f\u4e00\u9879\u5173\u952e\u4efb\u52a1&#xff0c;\u8981\u6c42\u6a21\u578b\u901a\u8fc7\u8f6c\u6362\u89c6\u89c9\u5143\u7d20&#xff08;\u5305\u62ec\u66f2\u7ebf\u3001\u5750\u6807\u8f74\u548c\u56fe\u4f8b&#xff09;&#xff0c;\u4ece\u79d1\u5b66\u56fe\u8868\u4e2d\u6062\u590d\u7ed3\u6784\u5316\u7684\u5b9e\u9a8c\u6570\u636e&#xff0c;\u4f7f\u5176\u6210\u4e3a\u673a\u5668\u53ef\u8bfb\u7684\u8868\u683c\u3002<\/p>\n<p>NaviDC-OCR\u901a\u8fc7\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60\u7b56\u7565&#xff0c;\u6539\u8fdb\u4e86\u5bf9\u79d1\u5b66\u56fe\u8868\u4e2d\u7ed3\u6784\u548c\u8bed\u4e49\u4fe1\u606f\u7684\u8054\u5408\u5efa\u6a21\u3002\u5b83\u5728\u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6700\u4f73\u7684TEDS\u6027\u80fd&#xff0c;\u6bd4\u6392\u540d\u7b2c\u4e8c\u7684\u65b9\u6cd5\u9ad8\u51fa\u8d85\u8fc72\u4e2a\u767e\u5206\u70b9\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e&#xff0c;NaviDC-OCR\u4e0d\u4ec5\u9650\u4e8e\u901a\u7528\u6587\u6863\u89e3\u6790&#xff0c;\u5728\u7279\u5b9a\u79d1\u5b66\u9886\u57df\u4e5f\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>\u88684 ICDAR 2026 Sci-ImageMiner \u6311\u6218\u8d5b\u4e2d\u524d5\u540d\u961f\u4f0d\u548c\u6700\u4f73\u57fa\u7ebf\u65b9\u6cd5\u7684\u6570\u636e\u63d0\u53d6\u6027\u80fd\u6bd4\u8f83\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"326\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024959-6a98e057c2e1d.png\" width=\"1178\" \/><\/p>\n<\/p>\n<p>\u9644\u5f55<\/p>\n<p>A \u63d0\u793a\u8bbe\u8ba1\u4e0e\u4efb\u52a1\u793a\u4f8b<\/p>\n<p>\u672c\u8282\u4ecb\u7ecdNaviDC-OCR\u652f\u6301\u7684\u5404\u9879\u4efb\u52a1\u7684\u63d0\u793a\u683c\u5f0f\u3001\u8f93\u51fa\u89c4\u8303\u548c\u4ee3\u8868\u6027\u793a\u4f8b\u3002\u6240\u6709\u4efb\u52a1\u90fd\u9075\u5faa\u7edf\u4e00\u7684\u63d0\u793a\u63a5\u53e3&#xff0c;\u6bcf\u4e2a\u8f93\u5165\u4ec5\u5305\u542b\u4e00\u4e2a\u00a0&lt;image&gt;\u00a0\u4ee4\u724c\u548c\u7d27\u968f\u5176\u540e\u7684\u6587\u672c\u4efb\u52a1\u6307\u4ee4&#xff0c;\u65e0\u9700\u989d\u5916\u7684\u5c11\u6837\u672c\u793a\u4f8b\u6216\u7ed3\u6784\u5316\u5143\u6570\u636e\u3002NaviDC-OCR\u652f\u63018\u79cd\u6587\u6863\u89e3\u6790\u4efb\u52a1&#xff0c;\u5176\u76f8\u5e94\u7684\u6307\u4ee4\u548c\u8f93\u51fa\u683c\u5f0f\u603b\u7ed3\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6570\u5b57\u5e03\u5c40\u68c0\u6d4b (\u00a7A.1)\u00a0\u2014 \u68c0\u6d4b\u6570\u5b57\u6587\u6863\u4e2d\u7684\u5185\u5bb9\u533a\u57df&#xff0c;\u5e76\u8f93\u51fa\u5305\u542b\u8fb9\u754c\u6846\u3001\u7c7b\u522b\u6807\u7b7e\u548c\u65cb\u8f6c\u65b9\u5411\u7684\u7ed3\u6784\u5316\u68c0\u6d4b\u7ed3\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>\u76f8\u673a\u62cd\u6444\u5e03\u5c40\u5206\u5272 (\u00a7A.2)\u00a0\u2014 \u5b9a\u4f4d\u76f8\u673a\u62cd\u6444\u6587\u6863\u4e2d\u7684\u5185\u5bb9\u533a\u57df&#xff0c;\u5e76\u8f93\u51fa\u57fa\u4e8e\u591a\u8fb9\u5f62\u7684\u533a\u57df\u8fb9\u754c\u3001\u7c7b\u522b\u6807\u7b7e\u548c\u65cb\u8f6c\u65b9\u5411\u3002<\/p>\n<\/li>\n<li>\n<p>\u6587\u672c\u8bc6\u522b (\u00a7A.3)\u00a0\u2014 \u5c06\u88c1\u526a\u7684\u6587\u672c\u533a\u57df\u8f6c\u5f55\u4e3a\u76f8\u5e94\u7684\u6587\u672c\u5e8f\u5217\u3002<\/p>\n<\/li>\n<li>\n<p>\u516c\u5f0f\u8bc6\u522b (\u00a7A.4)\u00a0\u2014 \u5c06\u88c1\u526a\u7684\u516c\u5f0f\u533a\u57df\u8f6c\u6362\u4e3aLaTeX\u8868\u793a\u3002<\/p>\n<\/li>\n<li>\n<p>\u8868\u683c\u8bc6\u522b (\u00a7A.5)\u00a0\u2014 \u5c06\u88c1\u526a\u7684\u8868\u683c\u8f6c\u6362\u4e3a\u57fa\u4e8eOTSL\u7684\u7ed3\u6784\u5316Token\u5e8f\u5217&#xff08;\u5305\u542b\u5355\u5143\u683c\u5185\u5bb9&#xff09;&#xff0c;\u5e76\u8fdb\u4e00\u6b65\u89e3\u6790\u4e3aHTML\u8868\u793a\u3002<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5757\u8bc6\u522b (\u00a7A.6)\u00a0\u2014 \u5c06\u88c1\u526a\u7684\u4ee3\u7801\u533a\u57df\u8f6c\u6362\u4e3aMarkdown\u683c\u5f0f&#xff0c;\u5e76\u540c\u65f6\u9884\u6d4b\u76f8\u5e94\u7684\u7f16\u7a0b\u8bed\u8a00\u7c7b\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u79d1\u5b66\u56fe\u8868\u5206\u6790 (\u00a7A.7)\u00a0\u2014 \u5c06\u88c1\u526a\u7684\u79d1\u5b66\u56fe\u8868\u8f6c\u6362\u4e3a\u7531OTSL\u8868\u793a\u7684\u7ed3\u6784\u5316\u8868\u683cToken\u5e8f\u5217\u3002<\/p>\n<\/li>\n<li>\n<p>\u5370\u7ae0\u8bc6\u522b (\u00a7A.8)\u00a0\u2014 \u5c06\u88c1\u526a\u7684\u5370\u7ae0\u533a\u57df\u8f6c\u5f55\u4e3a\u6587\u672c\u5e8f\u5217\u3002<\/p>\n<\/li>\n<\/ul>\n<p>A.1 \u6570\u5b57\u5e03\u5c40\u68c0\u6d4b<\/p>\n<p>NaviDC-OCR\u4fdd\u7559\u4e86\u6570\u5b57\u6587\u6863\u7684\u5e03\u5c40\u89e3\u6790\u80fd\u529b&#xff0c;\u80fd\u591f\u7cbe\u786e\u5730\u5b9a\u4f4d\u9875\u9762\u5185\u7684\u7ed3\u6784\u5316\u533a\u57df\u3002\u6b64\u4efb\u52a1\u8f93\u51fa\u6bcf\u4e2a\u68c0\u6d4b\u5230\u7684\u533a\u57df\u7684\u77e9\u5f62\u8fb9\u754c\u6846\u3001\u8bed\u4e49\u7c7b\u522b\u548c\u6587\u672c\u65b9\u5411\u3002\u6a21\u578b\u4ee5\u4e0b\u91c7\u6837\u7684\u9875\u9762\u56fe\u50cf\u4f5c\u4e3a\u8f93\u5165&#xff0c;\u5e76\u751f\u6210\u7531\u591a\u4e2a\u533a\u57df\u63cf\u8ff0\u7ec4\u6210\u7684\u7ed3\u6784\u5316\u5e03\u5c40\u8868\u793a\u3002<\/p>\n<p>\u63d0\u793a&#xff1a; &lt;image&gt;\\\\n\u5206\u6790\u56fe\u50cf\u5e03\u5c40\u3002\u00a0(Analyze the image layout.)<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u6a21\u578b\u8f93\u51fa\u7531\u6362\u884c\u7b26\u5206\u9694\u7684\u533a\u57df\u63cf\u8ff0\u5e8f\u5217&#xff0c;\u6bcf\u4e2a\u533a\u57df\u9075\u5faa\u7edf\u4e00\u683c\u5f0f&#xff1a; &lt;box:x1 y1 x2 y2&gt;&lt;label:\u7c7b\u522b&gt;&lt;rotate_dir&gt;<\/p>\n<p>\u6b64\u8f93\u51fa\u683c\u5f0f\u6539\u7f16\u81eaMinerU\u4e2d\u5f15\u5165\u7684\u8868\u793a&#xff0c;\u901a\u8fc7\u538b\u7f29\u533a\u57df\u63cf\u8ff0\u4ee5\u51cf\u5c11\u4ee4\u724c\u6d88\u8017&#xff0c;\u540c\u65f6\u4e3a\u6570\u5b57\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863\u5e03\u5c40\u89e3\u6790\u4efb\u52a1\u63d0\u4f9b\u7edf\u4e00\u63a5\u53e3\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;x1 y1 x2 y2\u00a0\u8868\u793a\u5f52\u4e00\u5316\u5230 [0, 999] \u7f51\u683c\u7a7a\u95f4\u7684\u77e9\u5f62\u8fb9\u754c\u6846\u5750\u6807&#xff1b;\u7c7b\u522b\u00a0\u8868\u793a\u533a\u57df\u7684\u8bed\u4e49\u7c7b\u522b\u6807\u7b7e&#xff1b;&lt;rotate_dir&gt;\u00a0\u8868\u793a\u6587\u672c\u65b9\u5411\u3002<\/p>\n<p>A.2 \u76f8\u673a\u62cd\u6444\u5e03\u5c40\u5206\u5272<\/p>\n<p>NaviDC-OCR\u901a\u8fc7\u96c6\u6210\u5168\u5c40\u70b9\u7ea7\u548c\u5c40\u90e8\u533a\u57df\u7ea7\u5f62\u53d8\u611f\u77e5\u5efa\u6a21\u80fd\u529b&#xff0c;\u5c06\u5e03\u5c40\u89e3\u6790\u6269\u5c55\u5230\u76f8\u673a\u62cd\u6444\u6587\u6863\u573a\u666f\u3002\u6b64\u4efb\u52a1\u65e8\u5728\u5b9a\u4f4d\u76f8\u673a\u62cd\u6444\u6587\u6863\u4e2d\u7684\u7ed3\u6784\u5316\u533a\u57df&#xff0c;\u5e76\u8f93\u51fa\u6bcf\u4e2a\u533a\u57df\u7684\u591a\u8fb9\u5f62\u8fb9\u754c\u70b9\u3001\u8bed\u4e49\u7c7b\u522b\u548c\u6587\u672c\u65b9\u5411\u3002<\/p>\n<p>\u63d0\u793a&#xff1a; &lt;image&gt;\\\\n\u591a\u70b9\u5e03\u5c40\u5206\u5272\u5206\u6790\u3002\u00a0(Multi-point Layout Segmentation Analysis.)<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u6a21\u578b\u8f93\u51fa\u7531\u6362\u884c\u7b26\u5206\u9694\u7684\u533a\u57df\u63cf\u8ff0\u5e8f\u5217&#xff0c;\u6bcf\u4e2a\u533a\u57df\u9075\u5faa\u7edf\u4e00\u683c\u5f0f&#xff1a; &lt;box:x1 y1 x2 y2 x3 y3 &#8230;&gt; &lt;label:\u7c7b\u522b&gt; &lt;rotate_dir&gt;<\/p>\n<p>\u8fd9\u79cd\u8868\u793a\u5728\u4e0e\u6570\u5b57\u5e03\u5c40\u68c0\u6d4b\u4efb\u52a1\u4fdd\u6301\u4e00\u81f4\u7684<\/p>\n<p>\u540c\u65f6&#xff0c;\u5c06\u77e9\u5f62\u8fb9\u754c\u6846\u6269\u5c55\u4e3a\u53ef\u53d8\u957f\u5ea6\u7684\u591a\u8fb9\u5f62\u70b9\u96c6\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;\u91c7\u6837\u5750\u6807\u7684\u6570\u91cf\u6839\u636e\u6bcf\u4e2a\u6587\u6863\u533a\u57df\u7684\u5c40\u90e8\u5f62\u53d8\u590d\u6742\u5ea6\u81ea\u9002\u5e94\u786e\u5b9a\u3002\u7b80\u5355\u533a\u57df\u7528\u8f83\u5c11\u7684\u70b9\u8868\u793a&#xff0c;\u800c\u5177\u6709\u590d\u6742\u975e\u521a\u6027\u5f62\u53d8\u7684\u533a\u57df\u5219\u4f7f\u7528\u989d\u5916\u7684\u91c7\u6837\u70b9\u6765\u6355\u83b7\u66f4\u7cbe\u7ec6\u7684\u51e0\u4f55\u7ed3\u6784\u3002<\/p>\n<p>A.3 \u6587\u672c\u8bc6\u522b<\/p>\n<p>\u6587\u672c\u8bc6\u522b\u4efb\u52a1\u65e8\u5728\u5c06\u88c1\u526a\u7684\u6587\u672c\u533a\u57df\u8f6c\u6362\u4e3a\u76f8\u5e94\u7684\u6587\u672c\u5e8f\u5217\u3002\u8f93\u5165\u5305\u62ec\u6765\u81ea\u6570\u5b57\u6587\u6863\u5e03\u5c40\u548c\u76f8\u673a\u62cd\u6444\u6587\u6863\u7684\u88c1\u526a\u533a\u57df\u3002\u5bf9\u4e8e\u76f8\u673a\u62cd\u6444\u6587\u6863&#xff0c;\u4ec5\u4fdd\u7559\u5206\u5272\u51fa\u7684\u524d\u666f\u6587\u672c\u533a\u57df&#xff0c;\u975e\u6587\u672c\u533a\u57df\u7528\u9ed1\u8272\u50cf\u7d20\u63a9\u853d&#xff0c;\u4ee5\u51cf\u5c11\u65e0\u5173\u89c6\u89c9\u5185\u5bb9\u7684\u5e72\u6270\u3002<\/p>\n<p>\u63d0\u793a&#xff1a; &lt;image&gt;\\\\n\u8bf7\u8f93\u51fa\u56fe\u50cf\u4e2d\u7684\u6587\u672c\u5185\u5bb9\u3002\u00a0(Please output the text content from the image.)<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u6a21\u578b\u8f93\u51fa\u4e0e\u8f93\u5165\u6587\u672c\u533a\u57df\u5bf9\u5e94\u7684\u7eaf\u6587\u672c\u5e8f\u5217&#xff0c;\u540c\u65f6\u4fdd\u7559\u7ed3\u6784\u4fe1\u606f&#xff0c;\u5305\u62ec\u884c\u5185\u516c\u5f0f\u3001\u4e0b\u6807\u3001\u4e0a\u6807\u548c\u7279\u6b8a\u7b26\u53f7\u3002<\/p>\n<p>A.4 \u516c\u5f0f\u8bc6\u522b<\/p>\n<p>\u516c\u5f0f\u8bc6\u522b\u4efb\u52a1\u65e8\u5728\u5c06\u88c1\u526a\u7684\u516c\u5f0f\u533a\u57df\u8f6c\u6362\u4e3a LaTeX \u8868\u793a\u3002<\/p>\n<p>\u63d0\u793a&#xff1a; &lt;image&gt;\\\\n\u8bf7\u4f7f\u7528LaTeX\u683c\u5f0f\u5199\u51fa\u56fe\u50cf\u4e2d\u516c\u5f0f\u7684\u8868\u8fbe\u5f0f\u3002\u00a0(Please write out the expression of the formula in the image using LaTeX format.)<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u6a21\u578b\u8f93\u51fa\u4e00\u4e2a LaTeX \u6570\u5b66\u5b57\u7b26\u4e32&#xff0c;\u5305\u542b\u6807\u51c6\u547d\u4ee4\u548c\u73af\u5883&#xff08;\u4f8b\u5982\u00a0\\\\frac,\u00a0\\\\mathrm,\u00a0\\\\quad&#xff09;&#xff0c;\u53ef\u76f4\u63a5\u7f16\u8bd1\u3002\u5f53\u8f93\u5165\u56fe\u50cf\u4e2d\u5b58\u5728\u516c\u5f0f\u7f16\u53f7\u65f6&#xff0c;\u6a21\u578b\u4f7f\u7528\u00a0\\\\tag{&#8230;}\u00a0\u4fdd\u7559\u76f8\u5e94\u7684\u7f16\u53f7\u4fe1\u606f\u3002<\/p>\n<p>A.5 \u8868\u683c\u8bc6\u522b<\/p>\n<p>\u8868\u683c\u8bc6\u522b\u4efb\u52a1\u65e8\u5728\u5c06\u88c1\u526a\u7684\u8868\u683c\u533a\u57df\u8f6c\u6362\u4e3a\u57fa\u4e8eOTSL&#xff08;\u4f18\u5316\u8868\u683c\u7ed3\u6784\u8bed\u8a00&#xff09;\u7684\u7ed3\u6784\u5316Token\u5e8f\u5217\u3002\u5355\u5143\u683c\u5185\u5bb9\u88ab\u8f6c\u5f55\u4e3a\u6587\u672c&#xff0c;\u5176\u4e2d\u884c\u5185\u516c\u5f0f\u4f7f\u7528\u5355\u7f8e\u5143\u7b26\u53f7\u8868\u793a&#xff08;$&#8230;$&#xff09;\u3002\u751f\u6210\u7684OTSL\u5e8f\u5217\u8fdb\u4e00\u6b65\u8f6c\u6362\u4e3aHTML\u8868\u793a&#xff0c;\u7528\u4e8e\u53ef\u89c6\u5316\u548c\u4e0b\u6e38\u5e94\u7528\u3002<\/p>\n<p>\u63d0\u793a&#xff1a; &lt;image&gt;\\\\n\u8fd9\u662f\u4e00\u5f20\u8868\u683c\u7684\u56fe\u50cf\u3002\u8bf7\u4ee5OTSL\u683c\u5f0f\u8f93\u51fa\u8868\u683c\u3002\u00a0(This is the image of a table. Please output the table in OTSL format.)<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u6a21\u578b\u8f93\u51fa\u4e00\u4e2a\u5c55\u5e73\u7684Token\u5e8f\u5217&#xff0c;\u8868\u793a\u8868\u683c\u7ed3\u6784&#xff0c;\u6309\u884c\u4e3b\u5e8f\u7ec4\u7ec7\u3002OTSL\u8868\u793a\u63d0\u4f9b\u4e86\u5bf9\u5e38\u89c4\u7f51\u683c\u8868\u683c\u548c\u5177\u6709\u590d\u6742\u5355\u5143\u683c\u7ed3\u6784\u7684\u8868\u683c\u7684\u7d27\u51d1\u4e14\u660e\u786e\u7684\u63cf\u8ff0\u3002\u751f\u6210\u540e&#xff0c;OTSL\u5e8f\u5217\u4f1a\u81ea\u52a8\u8f6c\u6362\u4e3aHTML&#xff0c;\u7528\u4e8e\u8868\u683c\u6e32\u67d3\u548c\u4e0b\u6e38\u7cfb\u7edf\u96c6\u6210\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1142\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903024959-6a98e057eaba6.png\" width=\"940\" \/><\/p>\n<p>\u4ee3\u7801\u5757\u8bc6\u522b \u56fe4 \u4ee3\u7801\u5757\u8bc6\u522b\u7684\u6848\u4f8b\u7814\u7a76\u3002NaviDC-OCR \u5b9e\u73b0\u4e86\u7cbe\u786e\u7684\u6e90\u4ee3\u7801\u91cd\u5efa\u548c\u7f16\u7a0b\u8bed\u8a00\u8bc6\u522b\u3002 A.6 \u4ee3\u7801\u5757\u8bc6\u522b \u4ee3\u7801\u5757\u8bc6\u522b\u4efb\u52a1\u65e8\u5728\u4ece\u8f93\u5165\u7684\u4ee3\u7801\u622a\u56fe\u4e2d\u6062\u590d\u6e90\u4ee3\u7801\u3002\u5b83\u8981\u6c42\u6a21\u578b\u5728\u8bc6\u522b\u4ee3\u7801\u5757\u7f16\u7a0b\u8bed\u8a00\u7684\u540c\u65f6&#xff0c;\u4fdd\u7559\u539f\u59cb\u7684\u7f29\u8fdb\u3001\u8bed\u6cd5\u7ed3\u6784\u548c\u683c\u5f0f\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"702\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903025000-6a98e0586c1c3.png\" width=\"916\" \/><\/p>\n<p>\u56fe5 \u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u548c\u5370\u7ae0\u8bc6\u522b\u7684\u6848\u4f8b\u7814\u7a76\u3002\u79d1\u5b66\u56fe\u8868\u6765\u81ea OmniDocBench v1.6&#xff0c;\u5370\u7ae0\u6765\u81ea\u533f\u540d\u7684\u4e92\u8054\u7f51\u6570\u636e\u3002<\/p>\n<p>\u63d0\u793a&#xff1a; &lt;image&gt;\\\\n\u56fe\u50cf\u4e2d\u5305\u542b\u4e00\u4e2a\u4ee3\u7801\u7247\u6bb5&#xff0c;\u8bf7\u8f93\u51fa\u89e3\u6790\u7ed3\u679c\u3002\u00a0(The image contains a code snippet, please output the parsing result.)<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u6a21\u578b\u4ee5Markdown\u4ee3\u7801\u5757\u683c\u5f0f\u8f93\u51fa\u6062\u590d\u7684\u4ee3\u7801&#xff0c;\u5176\u4e2d\u7b2c\u4e00\u884c\u6307\u5b9a\u7f16\u7a0b\u8bed\u8a00&#xff0c;\u540e\u8ddf\u76f8\u5e94\u7684\u6e90\u4ee3\u7801&#xff1a;<\/p>\n<p>\u793a\u4f8b&#xff1a;\u7ed9\u5b9a\u4e00\u4e2a\u6765\u81eaOmniDocBench v1.6\u7684\u793a\u4f8b\u56fe\u50cf&#xff0c;\u76f8\u5e94\u7684\u6a21\u578b\u8f93\u51fa\u5982\u56fe4\u6240\u793a\u3002<\/p>\n<p>A.7 \u79d1\u5b66\u56fe\u8868\u5206\u6790<\/p>\n<p>\u79d1\u5b66\u56fe\u8868\u5206\u6790\u4efb\u52a1\u65e8\u5728\u4ece\u79d1\u5b66\u56fe\u8868\u4e2d\u6062\u590d\u7ed3\u6784\u5316\u7684\u8868\u683c\u6570\u636e\u3002NaviDC-OCR\u652f\u6301\u8de85\u5927\u7c7b\u522b\u548c19\u4e2a\u7ec6\u7c92\u5ea6\u7c7b\u522b\u7684\u79d1\u5b66\u56fe\u8868\u89e3\u6790\u3002\u4e94\u4e2a\u7c7b\u522b\u5305\u62ec\u5355\u53d8\u91cf\u5206\u5e03\u3001\u591a\u53d8\u91cf\u6bd4\u8f83\u3001\u57fa\u4e8e\u77e9\u9635\u7684\u3001\u7a7a\u95f4\u5b9a\u4f4d\u548c\u7ed3\u6784\u6d41\u7a0b\u56fe\u3002\u7ec6\u7c92\u5ea6\u7c7b\u522b\u6db5\u76d6\u76f4\u65b9\u56fe\u3001\u997c\u56fe\u3001\u5706\u73af\u56fe\u3001\u73ab\u7470\u56fe\u3001\u6811\u72b6\u56fe\u3001\u6f0f\u6597\u56fe\u3001\u5206\u7ec4\u6761\u5f62\u56fe\u3001\u6838\u5bc6\u5ea6\u56fe\u3001\u6761\u5f62\u5206\u5e03\u56fe\u3001\u5806\u53e0\u6761\u5f62\u56fe\u3001\u5806\u53e0\u6298\u7ebf\u56fe\u3001\u591a\u7ebf\u56fe\u3001\u96f7\u8fbe\u56fe\u3001\u7bb1\u7ebf\u56fe\u3001\u70ed\u529b\u56fe\u3001\u6709\u5411\u90bb\u63a5\u8868\u3001\u65e0\u5411\u90bb\u63a5\u8868\u3001\u6c14\u6ce1\u56fe\u548c\u6851\u57fa\u56fe\u3002<\/p>\n<p>\u63d0\u793a&#xff1a; &lt;image&gt;\\\\n\u8fd9\u662f\u4e00\u5f20\u79d1\u5b66\u56fe\u8868\u3002\u8bf7\u63d0\u53d6\u56fe\u8868\u4e2d\u9690\u542b\u7684\u8868\u683c\u3002\u00a0(This is a scientific figure. Please extract the table implied by the figure.)<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u8f93\u51fa\u683c\u5f0f\u9075\u5faa\u8868\u683c\u8bc6\u522b\u4efb\u52a1\u3002\u6a21\u578b\u751f\u6210\u4e00\u4e2a\u5c55\u5e73\u7684OTSL Token\u5e8f\u5217&#xff0c;\u8868\u793a\u7ed3\u6784\u5316\u7684\u8868\u683c&#xff0c;\u968f\u540e\u8f6c\u6362\u4e3a\u8868\u683c\u8868\u793a\u3002\u4e00\u4e2a\u4ee3\u8868\u6027\u793a\u4f8b\u5982\u56fe5\u6240\u793a\u3002<\/p>\n<p>A.8 \u5370\u7ae0\u8bc6\u522b<\/p>\n<p>\u5370\u7ae0\u8bc6\u522b\u4efb\u52a1\u65e8\u5728\u4ece\u88c1\u526a\u7684\u5370\u7ae0\u533a\u57df\u4e2d\u63d0\u53d6\u6587\u672c\u5185\u5bb9\u3002\u7531\u4e8e\u5176\u4e0d\u89c4\u5219\u7684\u5f62\u72b6\u4ee5\u53ca\u6765\u81ea\u5468\u56f4\u6587\u672c\u3001\u7ebf\u6761\u548c\u590d\u6742\u7eb9\u7406\u7684\u5e72\u6270&#xff0c;\u5370\u7ae0\u533a\u57df\u5bf9\u51c6\u786e\u7684\u6587\u672c\u8bc6\u522b\u6784\u6210\u4e86\u6311\u6218\u3002NaviDC-OCR\u4e13\u6ce8\u4e8e\u63d0\u53d6\u524d\u666f\u5370\u7ae0\u6587\u672c&#xff0c;\u540c\u65f6\u6291\u5236\u65e0\u5173\u7684\u80cc\u666f\u4fe1\u606f\u3002<\/p>\n<p>\u63d0\u793a&#xff1a; &lt;image&gt;\\\\n\u5370\u7ae0\u8bc6\u522b&#xff1a;\u00a0(Seal Recognition:)<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u6a21\u578b\u4ec5\u8f93\u51fa\u5370\u7ae0\u533a\u57df\u5185\u7684\u6587\u672c\u5185\u5bb9&#xff0c;\u6392\u9664\u65e0\u5173\u7684\u80cc\u666f\u6587\u672c\u3002\u4e00\u4e2a\u4ee3\u8868\u6027\u793a\u4f8b\u5982\u56fe5\u6240\u793a\u3002<\/p>\n<p>B \u6570\u636e\u5408\u6210\u7ec6\u8282<\/p>\n<p>\u7531\u4e8e\u7f3a\u4e4f\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u7684\u79d1\u5b66\u56fe\u8868\u6807\u6ce8\u6570\u636e&#xff0c;\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u5408\u6210\u6570\u636e\u751f\u6210\u6d41\u6c34\u7ebf\u6765\u589e\u5f3a\u79d1\u5b66\u56fe\u8868\u7406\u89e3\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;\u91c7\u7528\u8bf8\u5982Matplotlib\u4e4b\u7c7b\u7684\u6e32\u67d3\u5f15\u64ce\u81ea\u52a8\u751f\u6210\u591a\u6837\u5316\u7684\u79d1\u5b66\u56fe\u8868&#xff0c;\u5305\u62ec\u96f7\u8fbe\u56fe\u3001\u70ed\u529b\u56fe\u3001\u7ebf\u56fe\u3001\u6563\u70b9\u56fe\u548c\u80fd\u8c31\u56fe\u3002\u751f\u6210\u7684\u6837\u672c\u65e8\u5728\u6a21\u4eff\u771f\u5b9e\u79d1\u5b66\u51fa\u7248\u7269\u7684\u89c6\u89c9\u7279\u5f81\u548c\u7edf\u8ba1\u5206\u5e03\u3002\u56fe6\u63d0\u4f9b\u4e86\u66f4\u591a\u793a\u4f8b\u3002<\/p>\n<p>\u8be5\u5408\u6210\u6d41\u6c34\u7ebf\u5efa\u7acb\u4e86\u89c6\u89c9\u56fe\u8868\u6a21\u5f0f\u4e0e\u7ed3\u6784\u5316\u8868\u793a\u4e4b\u95f4\u7684\u76f4\u63a5\u6620\u5c04\u3002\u6bcf\u4e2a\u5408\u6210\u56fe\u8868\u90fd\u4e0e\u5176\u5e95\u5c42\u6570\u503c\u6570\u636e\u3001\u5750\u6807\u8f74\u6807\u7b7e\u3001\u56fe\u4f8b\u548c\u76f8\u5e94\u7684\u6570\u636e\u8868\u683c\u914d\u5bf9&#xff0c;\u63d0\u4f9b\u4e86\u4ece\u89c6\u89c9\u8f93\u5165\u5230\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u7aef\u5230\u7aef\u76d1\u7763\u3002\u901a\u8fc7\u63a7\u5236\u56fe\u8868\u7c7b\u578b\u3001\u5e03\u5c40\u3001\u6570\u636e\u5206\u5e03\u548c\u6807\u6ce8\u6837\u5f0f&#xff0c;\u751f\u6210\u7684\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u591a\u6837\u5316\u7684\u79d1\u5b66\u53ef\u89c6\u5316\u573a\u666f\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u7ed3\u6784\u7406\u89e3\u80fd\u529b&#xff0c;\u6211\u4eec\u6784\u5efa\u4e86\u4e24\u79cd\u4e92\u8865\u7c7b\u578b\u7684\u5408\u6210\u6837\u672c\u3002\u7b2c\u4e00\u79cd\u7c7b\u578b\u5305\u542b\u4fdd\u7559\u5b8c\u6574\u89c6\u89c9\u4fe1\u606f&#xff08;\u5305\u62ec\u6570\u503c\u3001\u6807\u7b7e\u548c\u56fe\u4f8b&#xff09;\u7684\u5168\u5185\u5bb9\u56fe\u8868&#xff0c;\u4f7f\u5f97\u80fd\u591f\u8fdb\u884c\u51c6\u786e\u7684\u5b9a\u91cf\u4fe1\u606f\u63d0\u53d6\u3002\u7b2c\u4e8c\u79cd\u7c7b\u578b\u5305\u542b\u4ec5\u7ed3\u6784\u56fe\u8868&#xff0c;\u5176\u4e2d\u6587\u672c\u5185\u5bb9\u548c\u6570\u503c\u88ab\u63a9\u853d&#xff0c;\u4f46\u4fdd\u7559\u4e86\u51e0\u4f55\u5e03\u5c40\u548c\u7ed3\u6784\u5173\u7cfb\u3002\u8fd9\u4e9b\u6837\u672c\u9f13\u52b1\u6a21\u578b\u5b66\u4e60\u5185\u5728\u7684\u56fe\u8868\u7ed3\u6784&#xff0c;\u5982\u5750\u6807\u8f74\u7ec4\u7ec7\u3001\u7a7a\u95f4\u5bf9\u9f50\u548c\u5c42\u6b21\u5316\u7684\u8868\u683c\u62d3\u6251\u3002<\/p>\n<p>\u8fd9\u79cd\u5408\u6210\u6570\u636e\u751f\u6210\u7b56\u7565\u4e3a\u79d1\u5b66\u56fe\u8868\u7406\u89e3\u63d0\u4f9b\u4e86\u53ef\u6269\u5c55\u7684\u76d1\u7763&#xff0c;\u5e76\u7f13\u89e3\u4e86\u771f\u5b9e\u4e16\u754c\u6807\u6ce8\u4e0d\u8db3\u7684\u9650\u5236\u3002\u901a\u8fc7\u8054\u5408\u5229\u7528\u5185\u5bb9\u4e30\u5bcc\u548c\u7ed3\u6784\u611f\u77e5\u7684\u6837\u672c&#xff0c;\u6a21\u578b\u5728\u6765\u81ea\u771f\u5b9e\u7814\u7a76\u6587\u732e\u7684\u591a\u6837\u5316\u79d1\u5b66\u56fe\u8868\u4e0a\u5b9e\u73b0\u4e86\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1198\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903025000-6a98e0589f848.png\" width=\"770\" \/><\/p>\n<p>\u56fe6 \u79d1\u5b66\u56fe\u8868\u8f6c\u8868\u683c\u7684\u5408\u6210\u6570\u636e\u751f\u6210\u6848\u4f8b\u7814\u7a76\u3002<\/p>\n<p>C \u4e0e SOTA \u65b9\u6cd5\u7684\u5b9a\u6027\u6bd4\u8f83<\/p>\n<p>\u672c\u8282\u5c55\u793a\u4e86NaviDC-OCR\u4e0e\u6700\u5148\u8fdb\u65b9\u6cd5\u5728\u4ee3\u8868\u6027\u6587\u6863\u573a\u666f&#xff08;\u5305\u62ec\u539f\u751f\u6570\u5b57\u6587\u6863\u3001\u6570\u5b57\u9000\u5316\u6587\u6863\u548c\u771f\u5b9e\u4e16\u754c\u62cd\u6444\u6587\u6863&#xff09;\u4e0a\u7684\u5b9a\u6027\u6bd4\u8f83\u3002\u53ef\u89c6\u5316\u7ed3\u679c\u8bc4\u4f30\u4e86\u5e03\u5c40\u5206\u6790\u3001\u6587\u672c\u8bc6\u522b\u3001\u8868\u683c\u89e3\u6790\u548c\u516c\u5f0f\u63d0\u53d6\u7684\u6027\u80fd\u3002<\/p>\n<p>C.1 \u5e03\u5c40\u8bc6\u522b<\/p>\n<p>NaviDC-OCR\u91c7\u7528\u4e86\u89e3\u8026\u89e3\u6790\u6846\u67b6&#xff0c;\u5176\u4e2d\u51c6\u786e\u7684\u5e03\u5c40\u8bc6\u522b\u5bf9\u4e8e\u540e\u7eed\u7684\u5185\u5bb9\u7406\u89e3\u81f3\u5173\u91cd\u8981\u3002\u6211\u4eec\u6bd4\u8f83\u4e86MinerU2.5 Pro Wang et al. (2026)\u3001PaddleOCR-VL 1.6 Zhang et al. (2026) \u548cNaviDC-OCR\u5728\u771f\u5b9e\u4e16\u754c\u62cd\u6444\u6587\u6863\u4e0a\u7684\u5e03\u5c40\u9884\u6d4b\u7ed3\u679c&#xff0c;\u5982\u56fe7\u30018\u30019\u548c10\u6240\u793a\u3002<\/p>\n<p>\u5bf9\u4e8e\u5177\u6709\u8936\u76b1\u3001\u51e0\u4f55\u7578\u53d8\u548c\u590d\u6742\u5e03\u5c40\u7684\u6587\u6863&#xff0c;MinerU2.5 Pro Wang et al. (2026) \u548c PaddleOCR-VL 1.6 Zhang et al. (2026) \u53ef\u80fd\u4f1a\u4ea7\u751f\u533a\u57df\u7f3a\u5931\u6216\u7c7b\u522b\u9884\u6d4b\u9519\u8bef&#xff0c;\u9650\u5236\u4e86\u7ec6\u7c92\u5ea6\u7684\u5e03\u5c40\u7406\u89e3\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;NaviDC-OCR\u7ed3\u5408\u4e86\u533a\u57df\u7ea7\u548c\u70b9\u7ea7\u5f62\u53d8\u611f\u77e5\u5b66\u4e60\u4e0e\u5f62\u53d8\u589e\u5f3a&#xff0c;\u4ee5\u6355\u83b7\u771f\u5b9e\u4e16\u754c\u6587\u6863\u4e2d\u7684\u51e0\u4f55\u53d8\u5316&#xff0c;\u4ece\u800c\u5b9e\u73b0\u4e86\u66f4\u5b8c\u6574\u548c\u51c6\u786e\u7684\u5e03\u5c40\u8bc6\u522b&#xff0c;\u7279\u522b\u662f\u5728\u5bc6\u96c6\u6587\u672c\u533a\u57df\u548c\u590d\u6742\u8868\u683c\u7ed3\u6784\u65b9\u9762\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"694\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903025001-6a98e05938b68.png\" width=\"894\" \/><\/p>\n<p>\u56fe7 \u5bf9\u62cd\u6444\u7684\u7ed3\u6784\u5316\u6587\u6863\u8fdb\u884c\u5e03\u5c40\u8bc6\u522b\u7684\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u5bf9\u6709\u6298\u75d5\u7684\u7ed3\u6784\u5316\u8868\u683c\u63d0\u4f9b\u4e86\u6bd4\u5176\u4ed6SOTA\u65b9\u6cd5\u66f4\u53ef\u9760\u7684\u5206\u6790\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"726\" src=\"2026-09-03eaz3zkehdml.png\" width=\"1146\" \/><\/p>\n<p>\u56fe8 \u5bf9\u65cb\u8f6c\u548c\u6298\u75d5\u6587\u6863\u7684\u5e03\u5c40\u8bc6\u522b\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u66f4\u597d\u5730\u8986\u76d6\u4e86\u6298\u75d5\u533a\u57df\u5e76\u51c6\u786e\u8bc6\u522b\u4e86\u5c0f\u6587\u672c\u533a\u57df\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"776\" src=\"2026-09-03z3mwg5m0jsw.png\" width=\"1118\" \/><\/p>\n<p>\u56fe9 \u5bf9\u590d\u6742\u62cd\u6444\u6587\u6863\u7684\u5e03\u5c40\u8bc6\u522b\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u5bf9\u5bc6\u96c6\u548c\u590d\u6742\u7684\u6587\u6863\u7ed3\u6784\u5b9e\u73b0\u4e86\u66f4\u5b8c\u6574\u548c\u7ec6\u7c92\u5ea6\u7684\u5e03\u5c40\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"768\" src=\"2026-09-032njqgzvmbd1.png\" width=\"1114\" \/><\/p>\n<p>\u56fe10 \u5bf9\u4e25\u91cd\u7578\u53d8\u8868\u683c\u7684\u5e03\u5c40\u8bc6\u522b\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u80fd\u591f\u5bf9\u9ad8\u5ea6\u7578\u53d8\u7684\u8868\u683c\u6587\u6863\u8fdb\u884c\u7ed3\u6784\u5316\u5e03\u5c40\u89e3\u6790\u3002<\/p>\n<p>C.2 \u8868\u683c\u89e3\u6790<\/p>\n<p>\u6211\u4eec\u6bd4\u8f83\u4e86\u5728\u5177\u6709\u6311\u6218\u6027\u7684\u76f8\u673a\u62cd\u6444\u573a\u666f\u4e0b\u7684\u8868\u683c\u89e3\u6790\u7ed3\u679c&#xff0c;\u5305\u62ec\u503e\u659c\u3001\u900f\u89c6\u7578\u53d8\u3001\u9875\u9762\u5f2f\u66f2\u3001\u6a21\u7cca\u548c\u5bc6\u96c6\u8868\u683c\u5e03\u5c40\u3002\u603b\u4f53\u800c\u8a00&#xff0c;NaviDC-OCR\u6bd4\u7ade\u4e89\u65b9\u6cd5\u66f4\u53ef\u9760\u5730\u4fdd\u7559\u4e86\u8868\u683c\u62d3\u6251\u548c\u5355\u5143\u683c\u5173\u7cfb&#xff0c;\u7279\u522b\u662f\u5728\u7578\u53d8\u6216\u7ec6\u7c92\u5ea6\u7684\u8868\u683c\u65b9\u9762\u3002<\/p>\n<p>\u56fe11\u663e\u793a\u4e86\u4e00\u4e2a\u5e26\u6709\u503e\u659c\u3001\u900f\u89c6\u538b\u7f29\u548c\u5c40\u90e8\u6a21\u7cca\u7684\u624b\u5199\u7b14\u8bb0\u9875\u9762\u3002MinerU2.5-Pro \u548c Paddle-VL-1.6 \u4fdd\u7559\u4e86\u90e8\u5206\u8868\u683c\u5185\u5bb9&#xff0c;\u4f46\u5b58\u5728\u884c\u5217\u9519\u4f4d\u548c\u5185\u5bb9\u5408\u5e76\u7684\u95ee\u9898\u3002NaviDC-OCR \u66f4\u597d\u5730\u6062\u590d\u4e86\u56db\u5217\u7ed3\u6784&#xff0c;\u663e\u793a\u51fa\u5bf9\u76f8\u673a\u62cd\u6444\u7578\u53d8\u66f4\u5f3a\u7684\u9c81\u68d2\u6027\u3002<\/p>\n<p>\u56fe12\u4e2d\u7684\u62a5\u7eb8\u6848\u4f8b\u5305\u542b\u4e00\u4e2a\u5d4c\u5165\u5728\u5bc6\u96c6\u6587\u672c\u4e2d\u7684\u5c0f\u578b\u8868\u683c&#xff0c;\u5e76\u53d7\u5230\u9875\u9762\u5f2f\u66f2\u7684\u5f71\u54cd\u3002\u7ade\u4e89\u65b9\u6cd5\u5f15\u5165\u4e86\u4e0d\u6b63\u786e\u7684\u884c\u8de8\u5ea6\u7ed3\u6784\u6216\u9057\u6f0f\u4e86\u5217&#xff0c;\u800cNaviDC-OCR \u51c6\u786e\u5730\u6062\u590d\u4e86\u4e09\u5217\u5e03\u5c40&#xff0c;\u5e76\u4fdd\u7559\u4e86\u4f5c\u7269\u5e74\u4efd\u3001\u4ea4\u4ed8\u91cf\u548c\u751f\u4ea7\u8005\u4ef7\u683c\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\u3002<\/p>\n<p>\u56fe13\u5c55\u793a\u4e86\u4e00\u4e2a\u5bc6\u96c6\u7684\u8d22\u52a1\u5206\u7c7b\u8d26\u8868\u683c&#xff0c;\u5177\u6709\u7ec6\u7c92\u5ea6\u7684\u7f51\u683c\u548c\u591a\u7ea7\u8868\u5934\u3002\u6b64\u6848\u4f8b\u9700\u8981\u51c6\u786e\u6062\u590d\u5c42\u6b21\u5316\u8868\u5934\u3001\u7a84\u5217\u548c\u7a7a\u5355\u5143\u683c\u3002NaviDC-OCR \u4ea7\u751f\u7684\u7ed3\u679c\u66f4\u63a5\u8fd1\u771f\u5b9e\u503c&#xff08;GT&#xff09;&#xff0c;\u800c MinerU2.5-Pro \u548c Paddle-VL-1.6 \u503e\u5411\u4e8e\u4e22\u5931\u7a84\u5217\u3001\u538b\u7f29\u7f51\u683c\u6216\u9519\u8bef\u5730\u5408\u5e76\u5355\u5143\u683c\u3002\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u660e\u4e86\u5185\u5bb9-\u7ed3\u6784\u89e3\u8026\u5b66\u4e60\u5bf9\u8868\u683c\u62d3\u6251\u5efa\u6a21\u7684\u6709\u6548\u6027\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"730\" src=\"2026-09-03lyflrd0fm2v.png\" width=\"1242\" \/><\/p>\n<p>\u56fe11 \u5bf9\u7578\u53d8\u7684\u624b\u5199\u7b14\u8bb0\u8868\u683c\u8fdb\u884c\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u5728\u503e\u659c\u548c\u6a21\u7cca\u6761\u4ef6\u4e0b\u66f4\u597d\u5730\u4fdd\u6301\u4e86\u884c\u5217\u5bf9\u9f50\u548c\u5355\u5143\u683c\u5bf9\u5e94\u5173\u7cfb\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"722\" src=\"2026-09-03m1t2btxergn.png\" width=\"1176\" \/><\/p>\n<p>\u56fe12 \u5bf9\u5d4c\u5165\u5728\u76f8\u673a\u62cd\u6444\u7684\u62a5\u7eb8\u9875\u9762\u4e2d\u7684\u5c0f\u578b\u8868\u683c\u8fdb\u884c\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u51c6\u786e\u5730\u6062\u590d\u4e86\u4e09\u5217\u7ed3\u6784\u548c\u6570\u503c\u5bf9\u5e94\u5173\u7cfb\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"734\" src=\"2026-09-030fockpcokwr.png\" width=\"1174\" \/><\/p>\n<p>\u56fe13 \u5bf9\u5bc6\u96c6\u7684\u8d22\u52a1\u5206\u7c7b\u8d26\u8868\u683c\u8fdb\u884c\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u66f4\u597d\u5730\u4fdd\u7559\u4e86\u7ec6\u7c92\u5ea6\u7f51\u683c\u3001\u5c42\u6b21\u5316\u8868\u5934\u548c\u7a7a\u5355\u5143\u683c\u7ed3\u6784\u3002<\/p>\n<\/p>\n<p>C.3 \u516c\u5f0f\u63d0\u53d6<\/p>\n<p>\u6211\u4eec\u8fdb\u4e00\u6b65\u6bd4\u8f83\u4e86\u5728\u771f\u5b9e\u4e16\u754c\u9000\u5316\u6761\u4ef6\u4e0b&#xff08;\u5982\u8936\u76b1\u3001\u9634\u5f71\u3001\u4f4e\u5206\u8fa8\u7387\u548c\u4e25\u91cd\u65cb\u8f6c&#xff09;\u7684\u516c\u5f0f\u63d0\u53d6\u7ed3\u679c\u3002NaviDC-OCR \u5728\u4fdd\u7559\u6570\u5b66\u7ed3\u6784&#xff08;\u5305\u62ec\u4e0b\u6807\u3001\u4e0a\u6807\u3001\u6839\u5f0f\u3001\u5206\u6570\u3001\u6781\u9650\u548c\u62ec\u53f7\u8303\u56f4&#xff09;\u65b9\u9762\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u9c81\u68d2\u6027\u3002<\/p>\n<p>\u5982\u56fe14\u6240\u793a&#xff0c;\u6b64\u6848\u4f8b\u5448\u73b0\u4e86\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u516c\u5f0f\u8bc6\u522b\u573a\u666f&#xff0c;\u5305\u542b\u7eb8\u5f20\u8936\u76b1\u3001\u5c40\u90e8\u9634\u5f71\u548c\u4f4e\u5206\u8fa8\u7387\u516c\u5f0f\u533a\u57df\u3002MinerU2.5-Pro \u548c Paddle-VL-1.6 \u80fd\u591f\u8bc6\u522b\u4e3b\u8981\u5143\u7d20&#xff0c;\u5982\u5e73\u65b9\u3001\u6839\u5f0f\u548c\u79d1\u5b66\u8bb0\u6570\u6cd5&#xff0c;\u4f46\u5b83\u4eec\u5728\u5904\u7406\u53d8\u91cf\u4e0b\u6807\u3001\u6307\u6570\u4f4d\u7f6e\u548c\u6700\u7ec8\u6570\u503c\u6570\u91cf\u7ea7\u65f6\u5b58\u5728\u56f0\u96be\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;NaviDC-OCR \u66f4\u51c6\u786e\u5730\u4fdd\u7559\u4e86\u6839\u5f0f\u5185\u7684\u6c42\u548c\u5173\u7cfb\u3001\u4e0b\u6807\/\u4e0a\u6807\u7ed3\u6784\u548c\u53d8\u91cf\u7b26\u53f7\u3002<\/p>\n<p>\u56fe15\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86\u4e00\u4e2a\u66f4\u6781\u7aef\u7684\u76f8\u673a\u62cd\u6444\u6761\u4ef6&#xff0c;\u9875\u9762\u4e25\u91cd\u65cb\u8f6c&#xff0c;\u516c\u5f0f\u4e0a\u4e0b\u98a0\u5012\u3002\u8be5\u793a\u4f8b\u5305\u542b\u590d\u6742\u7684\u7ed3\u6784&#xff0c;\u5305\u62ec\u6781\u9650\u3001\u5206\u6570\u3001\u62ec\u53f7\u548c\u4e58\u79ef\u6cd5\u5219\u63a8\u5bfc\u3002MinerU2.5-Pro \u68c0\u6d4b\u5230\u4e86\u4e00\u4e9b\u516c\u5f0f\u7b26\u53f7&#xff0c;\u4f46\u672a\u80fd\u6062\u590d\u5168\u5c40\u65b9\u5411\u548c\u7ed3\u6784\u5173\u7cfb&#xff0c;\u800c Paddle-VL-1.6 \u4ec5\u91cd\u5efa\u4e86\u90e8\u5206\u516c\u5f0f\u7247\u6bb5\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;NaviDC-OCR \u5728\u8fd9\u79cd\u98a0\u5012\u6761\u4ef6\u4e0b\u6210\u529f\u6062\u590d\u4e86\u5b8c\u6574\u7684\u516c\u5f0f\u8868\u8fbe\u5f0f&#xff0c;\u4e0e\u771f\u5b9e\u503c&#xff08;GT&#xff09;\u5b9e\u73b0\u4e86\u9ad8\u5ea6\u4e00\u81f4\u3002\u8fd9\u8bf4\u660e\u4e86\u5f62\u53d8\u611f\u77e5\u5b66\u4e60\u548c\u516c\u5f0f\u7ed3\u6784\u611f\u77e5\u89e3\u8026\u5b66\u4e60\u5bf9\u4e8e\u771f\u5b9e\u4e16\u754c\u76f8\u673a\u62cd\u6444\u6587\u6863\u7684\u4e92\u8865\u4f18\u52bf\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"792\" src=\"2026-09-03id1pnwdomi2.png\" width=\"1182\" \/><\/p>\n<p>\u56fe14 \u5bf9\u5177\u6709\u8936\u76b1\u548c\u9634\u5f71\u7684\u4f4e\u5206\u8fa8\u7387\u516c\u5f0f\u533a\u57df\u8fdb\u884c\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u66f4\u51c6\u786e\u5730\u4fdd\u7559\u4e86\u6839\u5f0f\u3001\u4e0b\u6807\u3001\u4e0a\u6807\u548c\u6570\u503c\u8868\u8fbe\u5f0f\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"638\" src=\"2026-09-03o2wkyhu000g.png\" width=\"1168\" \/><\/p>\n<p>\u56fe15 \u5bf9\u5177\u6709\u8936\u76b1\u548c\u9634\u5f71\u7684\u4f4e\u5206\u8fa8\u7387\u516c\u5f0f\u533a\u57df\u8fdb\u884c\u5b9a\u6027\u6bd4\u8f83\u3002NaviDC-OCR \u66f4\u51c6\u786e\u5730\u4fdd\u7559\u4e86\u6839\u5f0f\u3001\u4e0b\u6807\u3001\u4e0a\u6807\u548c\u6570\u503c\u8868\u8fbe\u5f0f\u3002<\/p>\n<p>D \u57fa\u51c6\u8bc4\u4f30\u7ec6\u8282<\/p>\n<p>\u6211\u4eec\u5728 OmniDocBench v1.6\u3001Wild OmniDocBench v1.5 \u548c PureDocBench \u4e0a\u8bc4\u4f30\u6587\u6863\u89e3\u6790\u6027\u80fd\u3002\u4e3a\u4e86\u4fdd\u6301\u57fa\u51c6\u6d4b\u8bd5\u4e4b\u95f4\u7684\u4e00\u81f4\u6027&#xff0c;Wild OmniDocBench v1.5 \u548c PureDocBench \u4f7f\u7528 OmniDocBench \u98ce\u683c\u7684\u7aef\u5230\u7aef\u534f\u8bae\u8fdb\u884c\u8bc4\u4f30\u3002\u6a21\u578b\u9884\u6d4b\u88ab\u8f6c\u6362\u4e3a Markdown \u6587\u4ef6&#xff0c;\u5e76\u4f7f\u7528 OmniDocBench \u8bc4\u4f30\u5668\u4e2d\u7684\u00a0quick_match\u00a0\u7b56\u7565\u4e0e\u57fa\u51c6\u771f\u5b9e\u503c\u8fdb\u884c\u5339\u914d\u3002<\/p>\n<p>\u8bc4\u4f30\u6db5\u76d6\u56db\u4e2a\u5143\u7d20\u7ec4&#xff1a;\u6587\u672c\u5757\u3001\u663e\u793a\u516c\u5f0f\u3001\u8868\u683c\u548c\u9605\u8bfb\u987a\u5e8f\u3002\u6587\u672c\u5757\u548c\u9605\u8bfb\u987a\u5e8f\u901a\u8fc7\u5f52\u4e00\u5316\u7f16\u8f91\u8ddd\u79bb\u8861\u91cf&#xff0c;\u663e\u793a\u516c\u5f0f\u901a\u8fc7\u7f16\u8f91\u8ddd\u79bb\u548c CDM \u8861\u91cf&#xff0c;\u8868\u683c\u901a\u8fc7 TEDS \u548c\u7f16\u8f91\u8ddd\u79bb\u8861\u91cf\u3002\u9075\u5faa OmniDocBench v1.6&#xff0c;\u6211\u4eec\u62a5\u544a TextEdit, FormulaCDM, TableTEDS, TableTEDS-S \u548c ReadOrderEdit\u3002\u7efc\u5408\u5f97\u5206\u8ba1\u7b97\u5982\u4e0b&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"98\" src=\"2026-09-03jvwqa3s3cp1.png\" width=\"804\" \/><\/p>\n<p>\u8fd9\u91cc&#xff0c;\u8f83\u4f4e\u7684 TextEdit \u548c ReadOrderEdit \u8868\u793a\u66f4\u597d\u7684\u6027\u80fd&#xff0c;\u800c\u8f83\u9ad8\u7684 FormulaCDM\u3001TableTEDS\u3001TableTEDS-S \u548c Overall 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