{"id":4065,"date":"2026-04-21T15:00:35","date_gmt":"2026-04-21T07:00:35","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/04\/21\/%e6%8a%80%e6%9c%af%e6%b7%b1%e5%ba%a6%e6%8f%ad%e7%a7%98%ef%bd%9c%e4%ba%91%e7%9f%a5%e5%a3%b0u1-ocr%e6%9e%b6%e6%9e%84%e5%8d%87%e7%ba%a7-api-%e5%bc%80%e6%94%be%ef%bc%8c%e9%87%8d%e6%9e%84-ocr-3-0\/"},"modified":"2026-04-21T15:00:35","modified_gmt":"2026-04-21T07:00:35","slug":"%e6%8a%80%e6%9c%af%e6%b7%b1%e5%ba%a6%e6%8f%ad%e7%a7%98%ef%bd%9c%e4%ba%91%e7%9f%a5%e5%a3%b0u1-ocr%e6%9e%b6%e6%9e%84%e5%8d%87%e7%ba%a7-api-%e5%bc%80%e6%94%be%ef%bc%8c%e9%87%8d%e6%9e%84-ocr-3-0","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/04\/21\/%e6%8a%80%e6%9c%af%e6%b7%b1%e5%ba%a6%e6%8f%ad%e7%a7%98%ef%bd%9c%e4%ba%91%e7%9f%a5%e5%a3%b0u1-ocr%e6%9e%b6%e6%9e%84%e5%8d%87%e7%ba%a7-api-%e5%bc%80%e6%94%be%ef%bc%8c%e9%87%8d%e6%9e%84-ocr-3-0\/","title":{"rendered":"\u6280\u672f\u6df1\u5ea6\u63ed\u79d8\uff5c\u4e91\u77e5\u58f0U1-OCR\u67b6\u6784\u5347\u7ea7 + API \u5f00\u653e\uff0c\u91cd\u6784 OCR 3.0 \u65f6\u4ee3"},"content":{"rendered":"
\"\u6280\u672f\u6df1\u5ea6\u63ed\u79d8\uff5c\u4e91\u77e5\u58f0U1-OCR\u67b6\u6784\u5347\u7ea7<\/div><\/figure>\n
\"\u6280\u672f\u6df1\u5ea6\u63ed\u79d8\uff5c\u4e91\u77e5\u58f0U1-OCR\u67b6\u6784\u5347\u7ea7<\/div><\/figure>\n
\"\u6280\u672f\u6df1\u5ea6\u63ed\u79d8\uff5c\u4e91\u77e5\u58f0U1-OCR\u67b6\u6784\u5347\u7ea7<\/div><\/figure>\n
\"\u6280\u672f\u6df1\u5ea6\u63ed\u79d8\uff5c\u4e91\u77e5\u58f0U1-OCR\u67b6\u6784\u5347\u7ea7<\/div><\/figure>\n

\u91c7\u7528Token \u8ba1\u8d39\u6a21\u5f0f<\/p>\n

2026\u5e742\u670826\u65e5\uff0c\u4e91\u77e5\u58f0\u6b63\u5f0f\u53d1\u5e03\u9996\u4e2a\u5de5\u4e1a\u7ea7\u6587\u6863\u667a\u80fd\u57fa\u7840\u5927\u6a21\u578b Unisound U1-OCR\uff0c\u4ee5\u201c\u6027\u80fdSOTA\u3001\u53ef\u4fe1\u53ef\u9a8c\u3001\u5f00\u7bb1\u5373\u7528\u3001\u9ad8\u6548\u90e8\u7f72\u3001\u5f3a\u9002\u914d\u201d\u4e94\u5927\u6838\u5fc3\u4f18\u52bf\uff0c\u91cd\u5851\u4f20\u7edf\u6587\u6863\u5904\u7406\u8fb9\u754c\uff0c\u5f00\u542f\u4e86 OCR 3.0 \u65f6\u4ee3\uff0c\u4e3a\u540e\u7eed U1-OCR \u7cfb\u5217\u6a21\u578b\u7684\u8fed\u4ee3\u5347\u7ea7\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n

\u4eca\u5929\uff0c\u5386\u7ecf\u5e95\u5c42\u67b6\u6784\u91cd\u6784\u4e0e\u6d77\u91cf\u771f\u5b9e\u573a\u666f\u6253\u78e8\uff0c\u4e91\u77e5\u58f0 U1-OCR \u80fd\u529b\u5b9e\u73b0\u518d\u5ea6\u8fdb\u5316\uff0c\u63a8\u51fa\u7cfb\u5217\u6a21\u578b\u3002\u540c\u65f6\uff0c\u8be5\u6a21\u578b\u540c\u6b65\u5168\u91cf\u4e0a\u7ebf\u4e91\u77e5\u58f0Token Hub\u5927\u6a21\u578b\u670d\u52a1\u5e73\u53f0\uff0c\u5f00\u653e\u6807\u51c6\u5316 API\uff0c\u652f\u6301\u4e00\u952e\u63a5\u5165\u3001\u6309\u9700\u8c03\u7528\uff0c\u91c7\u7528Token \u8ba1\u8d39\u6a21\u5f0f\uff0c\u5927\u5e45\u964d\u4f4e\u4f01\u4e1a\u63a5\u5165\u6210\u672c\u4e0e\u90e8\u7f72\u95e8\u69db\uff0c\u8ba9 OCR 3.0 \u65f6\u4ee3\u7684\u6587\u6863\u667a\u80fd\u80fd\u529b\u60e0\u53ca\u66f4\u591a\u884c\u4e1a\u3002<\/p>\n

\u6838\u5fc3\u4eae\u70b9<\/p>\n

\u5168\u91cf API \u6b63\u5f0f\u5f00\u653e\uff1a\u4e0a\u7ebf\u4e91\u77e5\u58f0Token Hub\u5927\u6a21\u578b\u670d\u52a1\u5e73\u53f0\uff0c\u6807\u51c6\u5316\u63a5\u53e3\u4e00\u952e\u8c03\u7528\uff0c\u6309 Token \u8ba1\u8d39\uff0c\u5f00\u7bb1\u5373\u7528<\/p>\n

\u6280\u672f\u6743\u5a01\u8ba4\u8bc1\uff1a\u6838\u5fc3\u8bba\u6587ACL 2026 \u6536\u5f55\uff0c\u53cc\u6743\u5a01\u6570\u636e\u96c6\u767b\u9876\uff0c\u6027\u80fd\u53ef\u9a8c\u53ef\u8ffd\u6eaf<\/p>\n

\u67b6\u6784\u8303\u5f0f\u5347\u7ea7\uff1a\u629b\u5f03\u4f20\u7edf NMS\uff0c\u7528\u7edf\u4e00\u7ed3\u6784\u7cbe\u4fee\u89e3\u51b3\u7ea7\u8054\u8bef\u5dee\uff0c\u590d\u6742\u7248\u9762\u89e3\u6790\u8d28\u7684\u98de\u8dc3<\/p>\n

\u884c\u4e1a\u5168\u573a\u666f\u9002\u914d\uff1a\u91d1\u878d \/ \u533b\u7597 \/ \u6559\u80b2 \/ \u4ea4\u901a\u7b49\u590d\u6742\u6587\u6863\uff0c\u7ed3\u6784\u7406\u89e3 + \u987a\u5e8f\u6062\u590d\u4e00\u6b65\u5230\u4f4d<\/p>\n

API \u5165\u53e3\uff08\u70b9\u51fb\u4f53\u9a8c U1-OCR-Parser \u6587\u6863\u89e3\u6790\u6a21\u578b\u4e0e U1-OCR-Extract \u4fe1\u606f\u62bd\u53d6\u6a21\u578b\uff09\uff1a<\/p>\n

o https:\/\/maas.unisound.com\/<\/p>\n

\u8bba\u6587\u67e5\u770b\uff1a<\/p>\n

o https:\/\/arxiv.org\/pdf\/2601.07483<\/p>\n

o https:\/\/arxiv.org\/pdf\/2604.02692<\/p>\n

\u4e91\u77e5\u58f0U1-OCR\u6587\u6863\u89e3\u6790\u80fd\u529b\u6f14\u793a\u89c6\u9891<\/p>\n

\u4e00\u3001\u884c\u4e1a\u75db\u70b9\u7834\u5c40\uff1a\u4e3a\u4ec0\u4e48OCR\u7cbe\u5ea6\u591f\u4e86\uff0c\u4e0b\u6e38\u4f9d\u7136\u201c\u9519\u4e71\u201d\uff1f<\/p>\n

\u5728\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u6587\u6863\u89e3\u6790\u7684\u6838\u5fc3\u9700\u6c42\u4ece\u6765\u4e0d\u6b62\u4e8e\u201c\u8bc6\u522b\u6587\u5b57\u201d\u3002\u65e0\u8bba\u662f\u8bba\u6587\u3001\u7814\u62a5\u3001\u6559\u6750\u3001\u8bd5\u5377\u7b49\u5e38\u89c1\u6587\u6863\uff0c\u8fd8\u662f\u5404\u7c7b\u590d\u6742PDF\uff0c\u6211\u4eec\u7684\u7cfb\u7edf\u4e0d\u4ec5\u8981\u5b8c\u6210\u6587\u672c\u8bc6\u522b\uff0c\u66f4\u4f1a\u8fdb\u4e00\u6b65\u7406\u89e3\u9875\u9762\u4e2d\u7684\u7ed3\u6784\u7ec4\u7ec7\u5173\u7cfb\uff0c\u5e76\u7cbe\u51c6\u8fd8\u539f\u7b26\u5408\u4eba\u7c7b\u9605\u8bfb\u4e60\u60ef\u7684\u5185\u5bb9\u987a\u5e8f\u3002\u552f\u6709\u660e\u786e\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\u2014\u2014\u201c\u8fd9\u662f\u4ec0\u4e48\u533a\u57df\u201d\u4ee5\u53ca\u201c\u8fd9\u4e9b\u533a\u57df\u5e94\u6309\u4ec0\u4e48\u987a\u5e8f\u7406\u89e3\u201d\uff0c\u6587\u6863\u5185\u5bb9\u624d\u80fd\u7a33\u5b9a\u652f\u6491\u4e0b\u6e38\u7684\u4fe1\u606f\u62bd\u53d6\u3001\u68c0\u7d22\u3001\u95ee\u7b54\u3001\u77e5\u8bc6\u5165\u5e93\u7b49\u5173\u952e\u4efb\u52a1\u3002<\/p>\n

\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u6587\u6863\u89e3\u6790\u80fd\u529b\u7684\u5173\u952e\uff0c\u65e9\u5df2\u8d85\u8d8aOCR\u8bc6\u522b\u7cbe\u5ea6\u672c\u8eab\uff0c\u6838\u5fc3\u5728\u4e8e\u7cfb\u7edf\u80fd\u5426\u771f\u6b63\u8bfb\u61c2\u9875\u9762\u7ed3\u6784\u4e0e\u5185\u5bb9\u987a\u5e8f\u3002\u771f\u5b9e\u4e1a\u52a1\u4e2d\u7684\u6587\u6863\u6781\u5c11\u662f\u7ebf\u6027\u7eaf\u6587\u672c\uff0c\u5f80\u5f80\u878d\u5408\u4e86\u6807\u9898\u3001\u6b63\u6587\u3001\u56fe\u8868\u3001\u8868\u683c\u3001\u9875\u7709\u9875\u811a\u3001\u811a\u6ce8\u3001\u591a\u680f\u6392\u7248\u7b49\u591a\u79cd\u5143\u7d20\u3002\u82e5\u7cfb\u7edf\u4ec5\u80fd\u5b8c\u6210\u6587\u5b57\u8bc6\u522b\uff0c\u5374\u65e0\u6cd5\u7cbe\u51c6\u5224\u65ad\u7248\u9762\u7ed3\u6784\u4e0e\u533a\u57df\u5173\u8054\uff0c\u5c31\u5bb9\u6613\u51fa\u73b0\u56fe\u6587\u987a\u5e8f\u9519\u4e71\u3001\u6807\u9898\u4e0e\u6b63\u6587\u6df7\u6dc6\u3001\u591a\u680f\u5185\u5bb9\u4e32\u884c\u3001\u4e0a\u4e0b\u6587\u9519\u4f4d\u7b49\u95ee\u9898\uff0c\u8fdb\u800c\u5f71\u54cd\u5b57\u6bb5\u62bd\u53d6\u3001\u77e5\u8bc6\u5165\u5e93\u548c\u95ee\u7b54\u68c0\u7d22\u7b49\u4efb\u52a1\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n

\u4e8c\u3001\u5178\u578b\u75db\u70b9\u5177\u8c61\u5316\uff1a\u590d\u6742\u9875\u9762\u4e2d\u7684\u89e3\u6790\u56f0\u5883<\/p>\n

\u5728\u590d\u6742\u3001\u5bc6\u96c6\u7684\u6587\u6863\u9875\u9762\u4e2d\uff0c\u7248\u9762\u68c0\u6d4b\u5668\u5f80\u5f80\u4f1a\u9488\u5bf9\u540c\u4e00\u5757\u5185\u5bb9\uff0c\u8f93\u51fa\u591a\u4e2a\u91cd\u53e0\u3001\u8fb9\u754c\u7565\u6709\u5dee\u5f02\u7684\u5019\u9009\u6846\u3002\u8868\u9762\u4e0a\u770b\u7cfb\u7edf\u201c\u68c0\u6d4b\u5230\u4e86\u5168\u90e8\u5185\u5bb9\u201d\uff0c\u4f46\u8fd9\u4e9b\u5019\u9009\u6846\u5e76\u975e\u90fd\u80fd\u76f4\u63a5\u7528\u4e8e\u4e0b\u6e38\u89e3\u6790\u2014\u2014\u771f\u6b63\u91cd\u8981\u7684\u4e0d\u662f\u5019\u9009\u6846\u7684\u6570\u91cf\uff0c\u800c\u662f\u6700\u7ec8\u4fdd\u7559\u7684\u533a\u57df\u662f\u5426\u51c6\u786e\u3001\u5b8c\u6574\uff0c\u4ee5\u53ca\u80fd\u5426\u6309\u6b63\u786e\u987a\u5e8f\u7ec4\u7ec7\u3002<\/p>\n

\u82e5\u4e0d\u5bf9\u8fd9\u4e9b\u5019\u9009\u6846\u505a\u5904\u7406\uff0c\u76f4\u63a5\u9001\u5165\u4e0b\u6e38\u89e3\u6790\u5668\uff08Parser\uff09\uff0c\u4f1a\u5bfc\u81f4\u5185\u5bb9\u91cd\u590d\u3001\u7ed3\u6784\u6df7\u4e71\uff0c\u751a\u81f3\u6253\u4e71\u6b63\u5e38\u9605\u8bfb\u987a\u5e8f\u3002\u4f20\u7edf\u884c\u4e1a\u5185\u89e3\u51b3\u65b9\u6848\u901a\u5e38\u91c7\u7528\u975e\u6781\u5927\u503c\u6291\u5236\uff08NMS\uff09\u8fdb\u884c\u5019\u9009\u6846\u53bb\u91cd\uff0c\u5373\u5728\u591a\u4e2a\u91cd\u53e0\u533a\u57df\u4e2d\u5220\u9664\u91cd\u590d\u7ed3\u679c\u3001\u4fdd\u7559\u4e00\u4e2a\u5019\u9009\u6846\u3002\u4f46\u5728\u771f\u5b9e\u590d\u6742\u9875\u9762\u4e2d\uff0c\u4ec5\u9760\u542f\u53d1\u5f0fNMS\u5f80\u5f80\u4e0d\u591f\u7a33\u5b9a\uff1a\u591a\u4e2a\u5019\u9009\u6846\u867d\u6307\u5411\u540c\u4e00\u5185\u5bb9\uff0c\u4f46\u5b8c\u6574\u6027\u548c\u5b9a\u4f4d\u8d28\u91cf\u5b58\u5728\u5dee\u5f02\uff0cNMS\u53ea\u80fd\u5b8c\u6210\u201c\u53bb\u91cd\u201d\uff0c\u5374\u672a\u5fc5\u80fd\u4fdd\u7559\u201c\u6700\u9002\u5408\u4e0b\u6e38\u89e3\u6790\u201d\u7684\u533a\u57df\uff0c\u53cd\u800c\u53ef\u80fd\u8bef\u5220\u5b9a\u4f4d\u66f4\u51c6\u3001\u8986\u76d6\u66f4\u5168\u7684\u533a\u57df\u3002<\/p>\n

\u7ed3\u5408\u5b9e\u9645\u5e94\u7528\u573a\u666f\uff0c\u8fd9\u4e00\u75db\u70b9\u8868\u73b0\u5f97\u5c24\u4e3a\u7a81\u51fa\uff1a<\/p>\n

\u519c\u4e1a\u62a5\u520a\u7248\u9762\u4e2d\uff0c\u62a5\u7eb8\u591a\u680f\u6392\u7248\u7684\u6587\u7ae0\uff0c\u7cfb\u7edf\u9605\u8bfb\u65f6\u4f1a\u80e1\u4e71\u8de8\u680f\u8df3\u8f6c\uff0c\u672c\u8be5\u4ece\u4e0a\u5230\u4e0b\u3001\u4ece\u5de6\u5230\u53f3\u9605\u8bfb\uff0c\u7ed3\u679c\u7ecf\u5e38\u5de6\u8fb9\u8bfb\u5230\u4e00\u534a\u8df3\u5230\u53f3\u8fb9\uff0c\u518d\u8df3\u56de\u5de6\u8fb9\uff0c\u5b8c\u5168\u4e0d\u7b26\u5408\u4eba\u6b63\u5e38\u770b\u62a5\u7eb8\u7684\u987a\u5e8f\uff0c\u9605\u8bfb\u903b\u8f91\u65ad\u88c2\u3002<\/p>\n

\u518d\u4ee5\u5305\u542b\u6570\u72ec\u3001\u62fc\u5b57\u6e38\u620f\u4e0e\u586b\u5b57\u533a\u57df\u7684\u9ad8\u5bc6\u5ea6\u9875\u9762\u4e3a\u4f8b\uff0c\u8fd9\u7c7b\u9875\u9762\u5143\u7d20\u7e41\u6742\u3001\u529f\u80fd\u533a\u57df\u4ea4\u9519\uff0c\u5bf9\u6a21\u578b\u7684\u5e03\u5c40\u7406\u89e3\u80fd\u529b\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42\u3002<\/p>\n

\u8fd9\u7c7b\u5a31\u4e50\u7248\u9762\u4e2d\uff0c\u6587\u5b57\u3001\u6e38\u620f\u683c\u5b50\u3001\u9898\u76ee\u8bf4\u660e\u6324\u5728\u4e00\u8d77\uff0c\u7cfb\u7edf\u5206\u4e0d\u6e05\u54ea\u53e5\u8bdd\u5bf9\u5e94\u54ea\u4e2a\u6e38\u620f\uff0c\u7ecf\u5e38\u628a\u6587\u5b57\u548c\u683c\u5b50\u9519\u8bef\u7ed1\u5b9a\uff0c\u8fd8\u5728\u4e0d\u540c\u6e38\u620f\u4e4b\u95f4\u968f\u610f\u8df3\u8f6c\uff0c\u65e2\u8bfb\u4e0d\u901a\u987a\u5e8f\uff0c\u53c8\u8ba4\u9519\u5185\u5bb9\u5f52\u5c5e\u3002<\/p>\n

\u8fd9\u6b63\u662f\u590d\u6742\u6587\u6863\u89e3\u6790\u7684\u5178\u578b\u96be\u70b9\uff1a\u95ee\u9898\u4e0d\u5728\u4e8e\u6587\u5b57\u672a\u88ab\u8bc6\u522b\uff0c\u800c\u5728\u4e8e\u7ed3\u6784\u4fe1\u606f\u672a\u88ab\u7a33\u5b9a\u6574\u7406\uff0c\u96be\u4ee5\u9ad8\u6548\u4ea4\u4ed8\u7ed9\u4e0b\u6e38\u6a21\u5757\u3002<\/p>\n

\u4e09\u3001\u7834\u5c40\u601d\u8def\uff1a\u4ece\u201c\u72ec\u7acb\u6a21\u5757\u5806\u53e0\u201d\u5230\u201c\u7edf\u4e00\u7ed3\u6784\u5047\u8bbe\u6c60\u7cbe\u4fee\u201d<\/p>\n

\u57fa\u4e8e\u4e0a\u8ff0\u884c\u4e1a\u75db\u70b9\uff0c\u6211\u4eec\u8ba4\u4e3a\uff0c\u590d\u6742\u6587\u6863\u89e3\u6790\u7684\u6838\u5fc3\u7a81\u7834\u70b9\uff0c\u4e0d\u4ec5\u5728\u4e8e\u63d0\u5347OCR\u8bc6\u522b\u7cbe\u5ea6\u6216\u5355\u70b9\u68c0\u6d4b\u6307\u6807\uff0c\u66f4\u5728\u4e8e\u7a33\u5b9a\u68c0\u6d4b\u5668\uff08detector\uff09\u5230\u89e3\u6790\u5668\uff08parser\uff09\u7684\u7ed3\u6784\u4ea4\u63a5\u8fc7\u7a0b\u3002<\/p>\n

\u4f20\u7edf\u65b9\u6848\u901a\u5e38\u5c06\u5019\u9009\u533a\u57df\u7b5b\u9009\u3001\u533a\u57df\u4fdd\u7559\u3001\u9605\u8bfb\u987a\u5e8f\u6062\u590d\u89c6\u4e3a\u4e09\u4e2a\u72ec\u7acb\u6b65\u9aa4\uff1aNMS\u8d1f\u8d23\u53bb\u91cd\uff0c\u6392\u5e8f\u6a21\u5757\u8d1f\u8d23\u6574\u7406\u987a\u5e8f\u3002\u8fd9\u79cd\u62c6\u5206\u5f0f\u5904\u7406\u5728\u7b80\u5355\u9875\u9762\u4e2d\u53ef\u6b63\u5e38\u5de5\u4f5c\uff0c\u4f46\u5728\u590d\u6742\u9875\u9762\u4e2d\u5bb9\u6613\u4ea7\u751f\u7ea7\u8054\u8bef\u5dee\u2014\u2014\u6392\u5e8f\u5efa\u7acb\u5728\u672a\u7a33\u5b9a\u7684\u5019\u9009\u96c6\u5408\u4e0a\uff0c\u4e00\u65e6\u540e\u7eed\u7b5b\u9009\u6539\u53d8\u4fdd\u7559\u533a\u57df\uff0c\u539f\u6709\u987a\u5e8f\u5c31\u53ef\u80fd\u5931\u6548\u3002<\/p>\n

\u9488\u5bf9\u8fd9\u4e00\u884c\u4e1a\u666e\u904d\u5b58\u5728\u7684\u95ee\u9898\uff0c\u6211\u4eec\u5728U1-OCR \u4e2d\u91c7\u7528\u4e86\u9762\u5411\u590d\u6742\u6587\u6863\u573a\u666f\u7684\u89e3\u6790\u8bbe\u8ba1\uff1a\u4e0d\u518d\u5c06\u68c0\u6d4b\u5668\u8f93\u51fa\u76f4\u63a5\u4f5c\u4e3a\u89e3\u6790\u5668\u53ef\u7528\u7684\u7248\u9762\u5e03\u5c40\uff0c\u800c\u662f\u5c06\u5176\u89c6\u4e3a\u201c\u5f85\u7cbe\u4fee\u7684\u7ed3\u6784\u5047\u8bbe\u6c60\u201d\uff0c\u5728\u89e3\u6790\u5668\u4ea4\u63a5\u524d\u5f15\u5165\u8f7b\u91cf\u7ea7\u7ed3\u6784\u7cbe\u4fee\u6a21\u5757\uff0c\u5bf9\u5019\u9009\u533a\u57df\u7684\u4fdd\u7559\u3001\u5b9a\u4f4d\u4e0e\u987a\u5e8f\u8fdb\u884c\u7edf\u4e00\u5efa\u6a21\u3002\u6700\u7ec8\uff0c\u5b9a\u4f4d\u4fee\u6b63\u3001\u5b9e\u4f8b\u4fdd\u7559\u548c\u9605\u8bfb\u987a\u5e8f\u6062\u590d\u4ece\u540c\u4e00\u4e2a\u7cbe\u4fee\u72b6\u6001\u4e2d\u540c\u6b65\u751f\u6210\uff0c\u4e0b\u6e38\u89e3\u6790\u5668\u63a5\u6536\u7684\u662f\u5e72\u51c0\u3001\u6709\u5e8f\u7684\u7248\u9762\u96c6\u5408\uff0c\u800c\u975e\u4ec5\u7ecf\u8fc7\u542f\u53d1\u5f0f\u540e\u5904\u7406\u7684\u539f\u59cb\u68c0\u6d4b\u7ed3\u679c\u3002<\/p>\n

\u4ece\u672c\u8d28\u4e0a\u770b\uff0c\u6211\u4eec\u7684\u8fd9\u4e00\u8bbe\u8ba1\u53ef\u62c6\u89e3\u4e3a\u4e24\u4e2a\u6838\u5fc3\u5b50\u4efb\u52a1\uff1a\u4e00\u662f\u7ed3\u6784\u8bc6\u522b\uff0c\u5373\u5224\u65ad\u9875\u9762\u4e2d\u6bcf\u4e2a\u533a\u57df\u7684\u5185\u5bb9\u7c7b\u578b\u3001\u786e\u5b9a\u9700\u4fdd\u7559\u7684\u533a\u57df\uff1b\u4e8c\u662f\u987a\u5e8f\u63a8\u7406\uff0c\u5373\u89c4\u5212\u4fdd\u7559\u533a\u57df\u7684\u5408\u7406\u9605\u8bfb\u8def\u5f84\u3002<\/p>\n

\u56db\u3001\u6838\u5fc3\u6280\u672f\u89e3\u6790\uff1a\u56db\u5927\u5173\u952e\u8bbe\u8ba1\uff0c\u7b51\u7262\u6280\u672f\u58c1\u5792<\/p>\n

U1-OCR \u6587\u6863\u89e3\u6790\u7684\u6838\u5fc3\u903b\u8f91\u662f\uff1a\u8f93\u5165\u6587\u6863\u9875\u9762\u56fe\u50cf\u540e\uff0c\u6a21\u578b\u5148\u901a\u8fc7\u7b2c\u4e00\u9636\u6bb5\u68c0\u6d4b\u5668\u751f\u6210\u521d\u59cb\u5019\u9009\u5047\u8bbe\u6c60\uff0c\u518d\u5728\u89e3\u6790\u5668\u4ea4\u63a5\u524d\u8fdb\u884c\u7edf\u4e00\u7ed3\u6784\u7cbe\u4fee\u2014\u2014\u533a\u522b\u4e8e\u4f20\u7edf\u65b9\u6cd5\u4f9d\u8d56NMS\u51b3\u5b9a\u5019\u9009\u533a\u57df\u53bb\u7559\uff0c\u6211\u4eec\u5c06\u68c0\u6d4b\u5668\u8f93\u51fa\u89c6\u4e3a\u5f85\u7cbe\u4fee\u96c6\u5408\uff0c\u4ece\u4e2d\u6784\u9020\u66f4\u7a33\u5b9a\u7684\u89e3\u6790\u5668\u53ef\u7528\u7248\u9762\u3002\u5176\u6838\u5fc3\u6280\u672f\u4f18\u52bf\u4f53\u73b0\u5728\u56db\u5927\u5173\u952e\u8bbe\u8ba1\u4e0a\uff1a<\/p>\n

4.1 \u9762\u5411\u89e3\u6790\u5668\u63a5\u53e3\u7684\u7ed3\u6784\u7cbe\u4fee<\/p>\n

U1-OCR \u7684\u6838\u5fc3\u4e0d\u5728\u4e8e\u5355\u72ec\u4f18\u5316\u68c0\u6d4b\u6216\u6392\u5e8f\u7684\u67d0\u4e2a\u5c40\u90e8\u6b65\u9aa4\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5efa\u6a21\u68c0\u6d4b\u5668\u5230\u89e3\u6790\u5668\u7684\u4ea4\u63a5\u8fc7\u7a0b\u3002\u901a\u8fc7\u5728\u89e3\u6790\u5668\u63a5\u53e3\u524d\u5f15\u5165\u8f7b\u91cf\u7ea7\u7cbe\u4fee\u9636\u6bb5\uff0c\u8ba9\u5b9a\u4f4d\u4fee\u6b63\u3001\u5b9e\u4f8b\u4fdd\u7559\u4e0e\u9605\u8bfb\u987a\u5e8f\u6062\u590d\u5728\u7edf\u4e00\u8868\u793a\u7a7a\u95f4\u4e2d\u5b8c\u6210\uff0c\u5927\u5e45\u63d0\u5347\u6700\u7ec8\u7ed3\u6784\u63a5\u53e3\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n

4.2 \u53cc\u5411\u7a7a\u95f4\u4f4d\u7f6e\u5f15\u5bfc\u6ce8\u610f\u529b<\/p>\n

\u7ed3\u6784\u7cbe\u4fee\u9636\u6bb5\u91c7\u7528\u53cc\u5411\u7a7a\u95f4\u4f4d\u7f6e\u5f15\u5bfc\u6ce8\u610f\u529b\u673a\u5236\uff0c\u8054\u5408\u5efa\u6a21\u5019\u9009\u533a\u57df\u4e4b\u95f4\u7684\u5173\u7cfb\u4e0e\u56fe\u50cf\u8bc1\u636e\u3002\u8fd9\u4e00\u8bbe\u8ba1\u8ba9\u5f53\u524d\u5019\u9009\u533a\u57df\u7684\u66f4\u65b0\uff0c\u4e0d\u4ec5\u4f9d\u8d56\u81ea\u8eab\u5c40\u90e8\u89c6\u89c9\u4fe1\u606f\uff0c\u8fd8\u80fd\u7ed3\u5408\u5176\u4ed6\u5019\u9009\u533a\u57df\u7684\u7a7a\u95f4\u5206\u5e03\u4e0e\u5168\u5c40\u7248\u9762\u5e03\u5c40\uff0c\u6709\u6548\u5904\u7406\u591a\u680f\u6392\u7248\u3001\u76f8\u90bb\u6587\u672c\u5757\u7ade\u4e89\u3001\u56fe\u6587\u6df7\u6392\u4e2d\u7684\u7ed3\u6784\u6b67\u4e49\uff0c\u4e3a\u540e\u7eed\u5b9e\u4f8b\u4fdd\u7559\u4e0e\u987a\u5e8f\u6062\u590d\u63d0\u4f9b\u7a33\u5b9a\u57fa\u7840\u3002<\/p>\n

4.3 \u4fdd\u7559\u5bfc\u5411\u76d1\u7763<\/p>\n

\u5f15\u5165\u4fdd\u7559\u5bfc\u5411\u76d1\u7763\u76ee\u6807\uff0c\u8ba9\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u5efa\u6a21\u5019\u9009\u533a\u57df\u4e4b\u95f4\u7684\u7ed3\u6784\u7ade\u4e89\u5173\u7cfb\uff0c\u800c\u975e\u4f9d\u8d56\u56fa\u5b9a\u7684IoU\u6291\u5236\u89c4\u5219\u51b3\u5b9a\u533a\u57df\u53bb\u7559\uff0c\u51cf\u5c11\u590d\u6742\u9875\u9762\u4e2d\u56e0\u673a\u68b0\u8fc7\u6ee4\u5bfc\u81f4\u7684\u5185\u5bb9\u7f3a\u5931\u4e0e\u7ed3\u6784\u7834\u574f\u3002<\/p>\n

4.4 \u96be\u5ea6\u611f\u77e5\u987a\u5e8f\u7ea6\u675f<\/p>\n

\u5728\u9605\u8bfb\u987a\u5e8f\u6062\u590d\u4e0a\uff0c\u5bf9\u4fdd\u7559\u5b9e\u4f8b\u7684\u987a\u5e8f\u5173\u7cfb\u8fdb\u884c\u5efa\u6a21\uff0c\u5e76\u5f15\u5165\u96be\u5ea6\u611f\u77e5\u52a0\u6743\uff0c\u5f3a\u5316\u590d\u6742\u533a\u57df\u4e4b\u95f4\u7684\u6392\u5e8f\u5b66\u4e60\uff0c\u8ba9\u6a21\u578b\u80fd\u5728\u5171\u4eab\u7684\u7cbe\u4fee\u7ed3\u6784\u72b6\u6001\u4e0a\uff0c\u6062\u590d\u66f4\u4e00\u81f4\u7684\u5168\u5c40\u9605\u8bfb\u8def\u5f84\uff0c\u5c24\u5176\u9002\u914d\u8de8\u680f\u3001\u5d4c\u5957\u3001\u56fe\u6587\u6df7\u6392\u7b49\u590d\u6742\u7248\u9762\u3002<\/p>\n

\u4e94\u3001\u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u53cc\u6570\u636e\u96c6\u767b\u9876\uff0c\u6027\u80fd\u5168\u9762\u9886\u5148<\/p>\n

\u4e3a\u9a8c\u8bc1\u6211\u4eec\u4ea7\u54c1\u6280\u672f\u65b9\u6848\u7684\u6709\u6548\u6027\uff0c\u6211\u4eec\u4ece\u4e24\u4e2a\u7ef4\u5ea6\u5f00\u5c55\u8bc4\u6d4b\uff1a\u4e00\u662f\u91c7\u7528pageIoU\u534f\u8bae\uff0c\u72ec\u7acb\u8bc4\u4f30\u6700\u7ec8\u4fdd\u7559\u7248\u9762\u96c6\u5408\u7684\u9875\u9762\u7ea7\u7ed3\u6784\u8d28\u91cf\uff1b\u4e8c\u662f\u56fa\u5b9aPaddleOCR-VL-1.5\u540e\u7aef\uff0c\u4ec5\u66ff\u6362\u524d\u7aef\u7248\u9762\u5206\u6790\u6a21\u5757\uff0c\u89c2\u5bdf\u66f4\u7a33\u5b9a\u7684\u68c0\u6d4b\u5668\uff0d\u89e3\u6790\u5668\u4ea4\u63a5\u662f\u5426\u80fd\u63d0\u5347\u7aef\u5230\u7aef\u89e3\u6790\u6548\u679c\u2014\u2014\u6838\u5fc3\u5173\u6ce8\u9605\u8bfb\u987a\u5e8f\u76f8\u5173\u6307\u6807\u7684\u6539\u5584\u60c5\u51b5\u3002\u672c\u6b21\u8bc4\u6d4b\u8986\u76d6\u4e24\u5927\u6743\u5a01\u6570\u636e\u96c6\uff1aOmniDocBench\u4e0eD4LA\u3002<\/p>\n

5.1 \u4e3b\u7ed3\u679c\u5bf9\u6bd4\uff1a\u7ed3\u6784\u7406\u89e3\u80fd\u529b\u8de8\u6570\u636e\u96c6\u9886\u5148<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cU1-OCR \u5728\u4e24\u5927\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u6700\u9ad8F1\u5206\u6570\uff0c\u5c55\u73b0\u51fa\u5f3a\u52b2\u7684\u7248\u9762\u7ed3\u6784\u7406\u89e3\u80fd\u529b\u4e0e\u8de8\u6570\u636e\u96c6\u6cdb\u5316\u80fd\u529b\uff1a<\/p>\n

\u5728OmniDocBench\u6570\u636e\u96c6\u4e0a\uff0c\u6211\u4eec\u7684\u4ea7\u54c1F1\u5206\u6570\u8fbe96.23\uff0c\u4f18\u4e8ePP-DocLayoutV3\uff0896.03\uff09\u3001MinerU2.5\uff0895.90\uff09\u3001dots.ocr v1.5\uff0895.59\uff09\u53caPP-StructureV3\uff0894.60\uff09\uff1b\u5728D4LA\u6570\u636e\u96c6\u4e0a\uff0c\u6211\u4eec\u4ee593.93\u7684F1\u5206\u6570\u767b\u9876\uff0c\u9886\u5148dots.ocr v1.5\uff0892.80\uff09\u3001MinerU2.5\uff0890.20\uff09\u3001PP-DocLayoutV3\uff0889.71\uff09\u548cPP-StructureV3\uff0886.00\uff09\u3002<\/p>\n

\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0c\u5728\u7ed3\u6784\u66f4\u590d\u6742\u3001\u5e03\u5c40\u53d8\u5316\u66f4\u4e30\u5bcc\u7684\u9875\u9762\u4e2d\uff0cU1-OCR\u80fd\u66f4\u9ad8\u6548\u5730\u5904\u7406\u533a\u57df\u8fb9\u754c\u5224\u5b9a\u3001\u7c7b\u522b\u533a\u5206\u4e0e\u6574\u4f53\u7ed3\u6784\u6062\u590d\u95ee\u9898\uff0c\u7cbe\u51c6\u5b9e\u73b0\u201c\u5c06\u7ade\u4e89\u5019\u9009\u5047\u8bbe\u7a33\u5b9a\u4e3a\u89e3\u6790\u5668\u53ef\u7528\u7ed3\u6784\u8f93\u5165\u201d\u7684\u8bbe\u8ba1\u76ee\u6807\u3002\uff08\u6ce8\uff1aPP-DocLayoutV3\u4e3aPaddleOCR-VL-1.5\u4e0eGLM-OCR\u6240\u4f7f\u7528\u7684\u7248\u9762\u5206\u6790\u6a21\u5757\u3002\uff09<\/p>\n

5.2 OCR\u89e3\u6790\u7ed3\u679c\u5bf9\u6bd4\uff1a\u9605\u8bfb\u987a\u5e8f\u6062\u590d\u7cbe\u5ea6\u6700\u4f18<\/p>\n

\u5728OmniDocBench\u6570\u636e\u96c6\u4e0a\uff0cU1-OCR \u540c\u65f6\u5c55\u73b0\u51fa\u51fa\u8272\u7684\u7efc\u5408\u89e3\u6790\u80fd\u529b\u4e0e\u9605\u8bfb\u987a\u5e8f\u6062\u590d\u80fd\u529b\uff1a<\/p>\n

\u4ece\u7efc\u5408\u6307\u6807Overall\u6765\u770b\uff0c\u6211\u4eec\u7684\u4ea7\u54c1\u4ee594.63\u7684\u5206\u6570\u7565\u9ad8\u4e8eGLM-OCR\uff0894.62\uff09\uff0c\u4f18\u4e8ePaddleOCR-VL-1.5\uff0894.50\uff09\u3001dots.ocr v1.5\uff0893.58\uff09\u53caYoutu-Parsing\uff0893.22\uff09\uff0c\u5f70\u663e\u7aef\u5230\u7aef\u6587\u6863\u89e3\u6790\u7684\u7a33\u5b9a\u7ade\u4e89\u529b\uff1b\u4ece\u9605\u8bfb\u987a\u5e8f\u6838\u5fc3\u6307\u6807Read Order Edit\u6765\u770b\uff0c\u6211\u4eec\u53d6\u5f970.024\u7684\u6700\u4f18\u7ed3\u679c\uff08\u8be5\u6307\u6807\u8d8a\u4f4e\u8d8a\u597d\uff09\uff0c\u8fdc\u4f18\u4e8eYoutu-Parsing\uff080.026\uff09\u3001dots.ocr v1.5\uff080.029\uff09\u3001PaddleOCR-VL-1.5\uff080.042\uff09\u548cGLM-OCR\uff080.044\uff09\u3002<\/p>\n

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\u6765\u6e90\uff1a\u4e91\u77e5\u58f0<\/p>\n

\n

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