{"id":78180,"date":"2024-02-02T14:26:00","date_gmt":"2024-02-02T06:26:00","guid":{"rendered":"https:\/\/www.wingwill.com.tw\/?p=52788"},"modified":"2025-11-26T18:02:28","modified_gmt":"2025-11-26T10:02:28","slug":"microsoft-azure-azure-form-recognizer-ai-ocr-2","status":"publish","type":"products","link":"https:\/\/www.wingwill.com.tw\/en\/products\/microsoft-azure-azure-form-recognizer-ai-ocr-2\/","title":{"rendered":"Azure Form Recognizer \u5e6b\u4f60\u5206\u6790\u7d19\u672c\u8868\u55ae"},"content":{"rendered":"

Azure Form Recognizer \u80fd\u5920\u81ea\u52d5\u5c07\u624b\u5beb\u6216\u662f\u5217\u5370\u7684\u6587\u5b57\uff0c\u8f49\u63db\u70ba\u53ef\u8907\u88fd\u4fee\u6b63\u7684\u6587\u5b57\u6a94\u3002\u800c\u9019\u4e5f\u662f\u6587\u4ef6\u81ea\u52d5\u5316\u7684\u91cd\u8981\u95dc\u9375\uff0c\u4e0d\u50c5\u80fd\u5920\u8655\u7406\u5927\u91cf\u7684\u8cc7\u6599\uff0c\u4e5f\u80fd\u7dad\u6301 24 \u5c0f\u6642\u904b\u4f5c\uff0c\u8b93\u4f01\u696d\u670d\u52d9\u4e0d\u4e2d\u65b7\u3002<\/p>\n\n\n\n


\u5982\u4eca Azure \u7684 Form Recognizer \u4e5f\u5f9e v2 \u5347\u81f3 v3\uff0c\u4e0d\u50c5\u652f\u63f4\u66f4\u591a\u9810\u8a13\u7df4\u6a21\u578b\u548c\u8a9e\u8a00\uff0c\u540c\u6642\u4e5f\u63d0\u4f9b Form Recognizer Studio \u7684\u64cd\u4f5c\u4ecb\u9762\uff0c\u9023\u7d50 Azure \u7684\u5132\u5b58\u9ad4\u670d\u52d9\u4e0d\u9808\u518d\u900f\u904e SAS \u4f86\u9023\u7d50\uff0c\u76f8\u8f03\u65bc\u904e\u5f80\u7684\u6a19\u7c64\u5de5\u5177  Form Recognizer Sample Tool<\/a> \u5728\u64cd\u4f5c\u65b9\u9762\u66f4\u70ba\u7c21\u6613\u3002<\/p>\n\n\n\n


\u56e0\u6b64\u672c\u7bc7\u5c07\u5e36\u8b80\u8005\u4e86\u89e3\u5982\u4f55\u904b\u7528 Azure \u7684 Form Recognizer Studio\uff0c\u5feb\u901f\u64f7\u53d6\u7d19\u672c\u8cc7\u6599\u3002\u6587\u4ef6\u6a19\u7c64\u3001\u6a21\u578b\u8a13\u7df4\u3001\u7aef\u9ede\u90e8\u7f72\u4ee5\u53ca\u4f7f\u7528 Python SDK \u9032\u884c\u7aef\u9ede\u9810\u6e2c\uff0c\u7686\u6703\u5728\u672c\u6587\u4ecb\u7d39\u3002<\/p>\n\n\n\n

\u4e00\u3001\u60c5\u5883\u5047\u8a2d<\/h2>\n\n\n\n

\u60c5\u5883\u5047\u8a2d\u5982\u4e0b\uff1a\u5c0f\u660e\u662f\u67d0\u9593\u79d1\u6280\u516c\u53f8\u7684\u4eba\u8cc7\uff0c\u96d6\u7136\u8a72\u516c\u53f8\u4e26\u6c92\u6709\u4f7f\u7528 104 \u5e73\u53f0\u5fb5\u624d\uff0c\u4f46\u8a31\u591a\u61c9\u5fb5\u8005\u90fd\u662f\u50b3 104 \u7684\u5236\u5f0f\u7c21\u6b77\u3002\u70ba\u4e86\u4e0d\u8981\u932f\u904e\u4efb\u4f55\u4e00\u500b\u512a\u79c0\u4eba\u624d\uff0c\u5c0f\u660e\u4e5f\u6703\u67e5\u95b1\u9019\u4e9b\u5c65\u6b77\u3002\u7136\u800c\u5c65\u6b77\u6578\u91cf\u904e\u591a\uff0c\u4ed6\u5e0c\u671b\u80fd\u81ea\u52d5\u5316\u8655\u7406\u5c65\u6b77\u4e2d\u7684\u6b04\u4f4d\uff0c\u5c24\u5176\u662f\u5b78\u6b77\u7684\u90e8\u5206\uff0c\u9700\u8981\u8207 Python \u5f8c\u7aef\u4e32\u63a5\uff0c\u65b9\u4fbf\u5c07\u5b78\u6b77\u9032\u884c\u5206\u985e\u5132\u5b58\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u8a13\u7df4\u6587\u4ef6\uff08\u5716\u7247\u6216 PDF\uff09\u8cc7\u6599\u6e96\u5099<\/h2>\n\n\n\n

\u70ba\u4e86\u80fd\u8a13\u7df4\u6a21\u578b\u4f86\u6eff\u8db3\u5c0f\u660e\u7684\u9700\u6c42\u3002\u9996\u5148\u9700\u5c07\u6587\u4ef6\u8cc7\u6599\u4e0a\u50b3\u81f3 Azure \u7684\u5132\u5b58\u9ad4\u5e33\u6236\uff0c\u5982\u6b64\u4e00\u4f86\u624d\u53ef\u4ee5\u4f5c\u70ba\u8868\u683c\u8fa8\u8b58\u5668\u7684\u8a13\u7df4\u8cc7\u6599\u4f86\u6e90\u3002<\/p>\n\n\n\n

1.\u5efa\u7acb\u5132\u5b58\u9ad4\u5e33\u6236<\/h3>\n\n\n\n

\u9032\u5165\u5132\u5b58\u9ad4\u5e33\u6236\u7684\u670d\u52d9\u5f8c\u9ede\u9078\u300c\u5efa\u7acb\u300d\u3002\u5982\u6c92\u6709\u7279\u6b8a\u9700\u6c42\uff0c\u50c5\u9700\u547d\u540d\u5132\u5b58\u9ad4\u5e33\u6236\u540d\u7a31\u5c31\u53ef\u4ee5\u9ede\u9078\u300c\u6aa2\u95b1+\u5efa\u7acb\u300d\u3002\u7531\u65bc\u672c\u7bc7\u53ea\u662f\u793a\u7bc4\uff0c\u5099\u63f4\u50c5\u9078\u64c7LRS\u3002\u8a73\u7d30\u7684\u898f\u683c\u8207\u8a08\u8cbb\u53ef\u53c3\u7167\u5b98\u7db2<\/a>\u3002<\/p>\n\n\n\n

2.\u5efa\u7acb\u5bb9\u5668<\/h3>\n\n\n\n

\u9ede\u9078\u6211\u5011\u525b\u5275\u5efa\u7684\u5132\u5b58\u9ad4\u5e33\u6236\uff0c\u4e4b\u5f8c\u518d\u9ede\u9078\u65c1\u908a\u6b04\u7684\u300c\u5bb9\u5668\u300d<\/p>\n\n\n\n

\"Microsoft<\/figure>\n\n\n\n

\u9032\u5165\u4e4b\u5f8c\u53ea\u6703\u6709\u4e00\u500b $logs \u7684\u5bb9\u5668\uff0c\u9019\u662f Azure \u5167\u5efa\u7684\u3002\u6211\u5011\u9700\u8981\u81ea\u884c\u5efa\u7acb\u65b0\u7684\u5bb9\u5668\u4f86\u5132\u5b58\u6587\u4ef6\u8cc7\u6599\u3002\u9ede\u9078\u4e0a\u65b9\u7684\u300c\uff0b\u5bb9\u5668\u300d\uff0c\u66ff\u65b0\u5bb9\u5668\u547d\u540d\u5f8c\uff0c\u5176\u9918\u9078\u9805\u7121\u9808\u66f4\u52d5\u5c31\u53ef\u4ee5\u9ede\u9078\u300c\u5efa\u7acb\u300d\u3002<\/p>\n\n\n\n

<\/strong>3.\u4e0a\u50b3\u8cc7\u6599<\/h3>\n\n\n\n

\u9ede\u9078\u525b\u5275\u5efa\u7684\u65b0\u5bb9\u5668\uff0c\u300c\u4e0a\u50b3\u300d\u6211\u5011\u8981\u7528\u4f86\u8a13\u7df4\u7684\u6587\u4ef6\u8cc7\u6599\uff0c\u6700\u597d\u8981\u6709 5 \u500b\u4ee5\u4e0a\u7684\u8a13\u7df4\u6a23\u672c\u3002<\/p>\n\n\n\n

4.\u8cc7\u6e90\u5171\u7528\uff08CORS\uff09\u8a2d\u5b9a<\/h3>\n\n\n\n

\u7531\u65bc\u7b49\u6703\u8981\u7528\u5230 Azure \u7684\u8868\u683c\u8fa8\u8b58\u5668\uff0c\u56e0\u6b64\u6211\u5011\u9700\u8981\u66f4\u6539 CORS \u8a2d\u5b9a\uff0c\u8b93\u8868\u683c\u8fa8\u8b58\u5668\u53ef\u4ee5\u8b80\u5beb\u5bb9\u5668\u5167\u7684\u6587\u4ef6\u3002
\u56e0\u6b64\u9700\u8981\u56de\u5230\u6211\u5011\u5275\u5efa\u7684\u5132\u5b58\u9ad4\u5e33\u6236\uff0c\u9ede\u9078\u8cc7\u6e90\u5171\u7528\uff08CORS\uff09<\/p>\n\n\n\n

\"Azure<\/figure>\n\n\n\n
<\/div>\n\n\n\n

\u9032\u5165\u5f8c\u6309\u7167\u4e0b\u5716\u7684\u53c3\u6578\u9032\u884c\u8a2d\u5b9a\uff0c\u300c\u5141\u8a31\u4f86\u6e90\u300d\u3001\u300c\u5141\u8a31\u7684\u6a19\u984c\u300d\u3001\u300c\u516c\u958b\u7684\u6a19\u984c\u300d\u90fd\u8a2d\u5b9a\u300c*\u300d\uff0c\u300c\u5141\u8a31\u7684\u65b9\u6cd5\u300d\u5247\u5168\u9078\uff0c\u300c\u5b58\u7559\u671f\u4e0a\u9650\u300d\u70ba 200\u3002\u8a2d\u5b9a\u5b8c\u4e4b\u5f8c\u8a18\u5f97\u8981\u300c\u5132\u5b58\u300d\u3002<\/p>\n\n\n\n

\"Azure<\/figure>\n\n\n\n

\u4e09\u3001\u8cc7\u6599\u6a19\u7c64\u8207\u6a21\u578b\u8a13\u7df4<\/h2>\n\n\n\n
\n

\u63a5\u4e0b\u4f86\u5c31\u8981\u9032\u5230\u672c\u6587\u7684\u91cd\u9ede\uff0c\u8a72\u5982\u4f55\u900f\u904e\u8868\u683c\u8fa8\u8b58\u5668\u9032\u884c\u8cc7\u6599\u6a19\u7c64\u4e26\u8a13\u7df4\u6a21\u578b\u3002<\/p>\n\n\n\n

1.\u5efa\u7acb\u8868\u683c\u8fa8\u8b58\u5668\u670d\u52d9<\/h3>\n<\/div><\/div>\n\n\n\n

\u5f9e Azure Portal \u9ede\u9078\u8868\u683c\u8fa8\u8b58\u5668\uff0c\u4e4b\u5f8c\u9ede\u9078\u5efa\u7acb\u4fbf\u6703\u51fa\u73fe\u8868\u55ae\u9078\u9805\u3002\u7531\u65bc\u6211\u5011\u53ea\u662f\u793a\u7bc4\u56e0\u6b64 Pricing tier \u50c5\u9078\u64c7 F0\uff08\u514d\u8cbb\uff0c\u6bcf\u500b\u6708\u6709 500 \u9801\u7684\u984d\u5ea6\uff09\uff0c\u898f\u683c\u548c\u8cbb\u7528\u53ef\u4ee5\u53c3\u7167\u5b98\u7db2<\/a>\u3002<\/p>\n\n\n\n

2.\u958b\u555f Form Recognizer Studio<\/h3>\n\n\n\n

\u6211\u5011\u6240\u4f7f\u7528\u7684 Form Recognizer Studio<\/a> \u70bav3\uff0c\u80fd\u5920\u66f4\u597d\u7684\u6574\u5408\u8868\u683c\u8fa8\u8b58\u5668\u548c\u5132\u5b58\u9ad4\u5e33\u6236\u3002
\u9032\u5165 Form Recognizer Studio\uff0c\u4e0b\u6ed1\u9ede\u9078 Custom form\u3002<\/p>\n\n\n\n

\"Microsoft<\/figure>\n\n\n\n

\u9ede\u9078 Create a project\uff0c\u4e4b\u5f8c\u5c31\u4f9d\u7167\u8cc7\u6e90\u540d\u7a31\u9032\u884c\u586b\u5beb\uff0c\u586b\u5beb\u5b8c\u7562\u5c31\u53ef\u4ee5\u5275\u5efaProject \u3002
\u5b8c\u6210\u5f8c\u5bb9\u5668\u4e2d\u6240\u653e\u7684\u6587\u4ef6\u5c31\u6703\u51fa\u73fe\u5728 Label data\u3002<\/p>\n\n\n\n

3.\u6a19\u7c64\u6240\u8981\u64f7\u53d6\u7684\u6587\u5b57\u7bc4\u570d<\/h3>\n\n\n\n

\u7531\u65bc\u8fa8\u8b58\u51fa\u4f86\u7684\u5be6\u9ad4\u9664\u4e86\u6587\u5b57\u5916\uff0c\u9084\u6709\u8868\u683c\u548c\u52fe\u9078\u65b9\u683c\uff0c\u56e0\u6b64\u6211\u5011\u9808\u9ede\u9078\u591a\u91cd\u83f1\u5f62\u7684\u5716\u793a\uff0c\u53d6\u6d88\u52fe\u9078\u8868\u683c\u548c\u52fe\u9078\u65b9\u683c\uff0c\u624d\u80fd\u64f7\u53d6\u5230\u6b63\u78ba\u7684\u6587\u5b57\u3002<\/p>\n\n\n\n

\"Microsoft<\/figure>\n\n\n\n

\u6211\u5011\u7684\u76ee\u6a19\u662f\u8981\u6293\u53d6\u5b78\u6821\uff0c\u56e0\u6b64\u5c07\u5b78\u6821\u7684\u6b04\u4f4d\u4e5f\u5c31\u662f\u570b\u7acb\u4e2d\u592e\u5927\u5b78\u9032\u884c\u5708\u9078\u3002
\u88ab\u5708\u9078\u7684\u6587\u5b57\u6703\u53cd\u7da0\u4e26\u5f48\u51fa\u8f38\u5165\u6846\uff0c\u6211\u5011\u5c07\u547d\u540d\u6b04\u4f4d\u586b\u5beb\u70ba school\uff0c\u4e4b\u5f8c\u518d\u9078\u64c7 Field \u4fbf\u6703\u5c07\u9019\u500b\u4f4d\u7f6e\u7684\u570b\u7acb\u4e2d\u592e\u5927\u5b78\u6a19\u8a18\u70ba school\u3002<\/p>\n\n\n\n

\"Microsoft<\/a><\/figure>\n\n\n\n

\u6a19\u8a18\u5b8c\u7d50\u679c\u5982\u4e0b\uff0c\u63a5\u8457\u4ee5\u6b64\u985e\u63a8\u5c07\u5176\u4ed6\u6587\u4ef6\u6a19\u8a18\u5b8c\u3002<\/p>\n\n\n\n

\"Microsoft<\/figure>\n\n\n\n

4.\u6a21\u578b\u8a13\u7df4\u8207\u8a55\u4f30<\/h3>\n\n\n\n

\u6a19\u8a18\u5b8c\u9ede\u9078\u53f3\u4e0a\u89d2\u7684 Train\uff0c\u547d\u540d\u6a21\u578b\u540d\u7a31\u5c31\u80fd\u5efa\u7acb\u6a21\u578b\u3002\u7b49\u5f85\u6a21\u578b\u5efa\u7acb\u5b8c\u6210\u5f8c\uff0c\u9ede\u9078\u6a21\u578b\u5c31\u53ef\u4ee5\u770b\u5230\u6e96\u78ba\u7387\u3002
\u56e0\u70ba\u6211\u5011\u7684\u8a13\u7df4\u8cc7\u6599\u53ea\u6709 5 \u4efd\uff0c\u56e0\u6b64\u6e96\u78ba\u7387 0.8 \u7b97\u662f\u4e0d\u932f\u7684\u8868\u73fe\u3002\u5982\u679c\u8cc7\u6599\u91cf\u8d8a\u5927\uff0c\u9810\u6e2c\u6548\u679c\u4e5f\u6703\u66f4\u52a0\u6e96\u78ba\u3002<\/p>\n\n\n\n

\"Microsoft<\/figure>\n\n\n\n

5.\u6e2c\u8a66\u9810\u6e2c\u7d50\u679c<\/h3>\n\n\n\n

\u4e4b\u5f8c\u9ede\u9078 Test\uff0c\u9032\u5165\u4ecb\u9762\u5f8c\u9ede\u9078 Add \u5c31\u80fd\u4e0a\u50b3\u65b0\u7684\u5c65\u6b77\u3002\u4e0a\u50b3\u5f8c\u9ede\u9078 Analyze\u5c31\u80fd\u5f97\u5230\u6e2c\u8a66\u7d50\u679c\u3002<\/p>\n\n\n\n

\"Microsoft<\/figure>\n\n\n\n

\u7d50\u679c\u4e5f\u6e96\u78ba\u9810\u6e2c\u51fa\u65b0\u5c65\u6b77\u7684\u5b78\u6b77\uff0c\u53ef\u4fe1\u5ea6\u9ad8\u9054 0.939\u3002<\/p>\n\n\n\n

\u56db\u3001\u4f7f\u7528 Python SDK \u9032\u884c\u9810\u6e2c<\/h2>\n\n\n\n

\u6700\u5f8c\u5c0f\u660e\u5e0c\u671b\u80fd\u81ea\u52d5\u5206\u985e\u5b78\u6b77\uff0c\u9019\u5c31\u9700\u8981\u8207\u900f\u904e Python \u4f86\u547c\u53eb\u7aef\u9ede\u3002\u6211\u5011\u7684\u7a0b\u5f0f\u78bc\u5247\u5728\u6b64<\/a>\uff0c\u7a0b\u5f0f\u78bc\u4e3b\u8981\u53c3\u8003\u81ea Azure \u5b98\u65b9\u7db2\u7ad9<\/a>\uff0c\u74b0\u5883\u70ba Google Colab\u3002<\/p>\n\n\n\n

1.\u5957\u4ef6\u5b89\u88dd<\/h3>\n\n\n\n

\u56e0\u70ba\u6211\u5011\u4f7f\u7528\u7684 DocumentAnalysisClient \u70ba\u6e2c\u8a66\u7248\uff0c\u56e0\u6b64\u9808\u4f9d\u7167\u4ee5\u4e0b\u6307\u4ee4\u5b89\u88dd\u5957\u4ef6\u3002\u8a73\u60c5\u53ef\u770b Github \u8a0e\u8ad6<\/a>
!pip install azure-ai-formrecognizer –pre –upgrade<\/p>\n\n\n\n

2.\u91d1\u9470\u7aef\u9ede<\/h3>\n\n\n\n

endpoint, key \u5206\u5225\u70ba\u7aef\u9ede\u548c\u91d1\u9470 1\uff0c\u9019\u4e9b\u90fd\u53ef\u4ee5\u5728\u8868\u683c\u8fa8\u8b58\u5668\u7684\u6982\u89c0\u4ecb\u9762\u5e95\u4e0b\u627e\u5230\u3002<\/p>\n\n\n\n

\"Microsoft<\/figure>\n\n\n\n

3.\u9810\u6e2c\u7d50\u679c<\/h3>\n\n\n\n
\"Microsoft<\/figure>\n\n\n\n

\u4e0a\u5716\u5c31\u662f\u6211\u5011\u7684\u9810\u6e2c\u7d50\u679c\uff0c\u53ef\u4fe1\u5ea6\u70ba 0.939 \u8207 FormRecognizer \u7684\u7d50\u679c\u4e00\u81f4\u3002 \u5982\u6b64\u4e00\u4f86 Azure \u7684\u8868\u683c\u8fa8\u8b58\u5668\uff0c\u5c31\u80fd\u6709\u6548\u6e1b\u5c11\u5c0f\u660e\u7684\u4f5c\u696d\u8ca0\u64d4\u3002<\/p>\n\n\n\n

\u4e94\u3001\u7e3d\u7d50<\/h2>\n\n\n\n

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\u7576\u7136\u4e2d\u6587\u7684 Form Recognizer \u4e0d\u53ea\u662f Azure \u6709\u63d0\u4f9b\uff0c\u50cf\u662f\u4f7f\u7528 Google Cloud Platform \u7684\u5ba2\u6236\uff0c\u4e5f\u53ef\u900f\u904e DocumentAI \u4f86\u5be6\u505a\u3002\u5982\u679c\u6709\u8208\u8da3\u4f7f\u7528\u7684\u5ba2\u6236\u4e5f\u6b61\u8fce\u4f86\u4fe1\u8aee\u8a62\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

<\/div>\n\n\n\n
\n
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\u6559\u4f60\u5982\u4f55\u7528 Vertex AI \u5be6\u73fe\u6587\u672c\u5206\u985e<\/h2>\n\n\n\n

\u767c\u5e03\u65e5\u671f : 2023-09 <\/strong><\/p>\n\n\n\n

\u95b1\u8b80\u66f4\u591a :\u00a0Microsoft Azure \u8072\u97f3\u5408\u6210\u670d\u52d9 (\u81ea\u8a02\u795e\u7d93\u8a9e\u97f3 TTS)<\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n

\n

\u5f9e 0 \u5230 1 \u6559\u4f60\u5982\u4f55\u7528 AI \u9032\u884c\u7455\u75b5\u6aa2\u6e2c | Google Cloud Vertex AI<\/h1>\n\n\n\n

| Google \u7684\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0 Vertex AI<\/strong><\/h2>\n\n\n\n

| Vertex AI<\/strong> – \u4f7f\u7528\u6574\u5408\u5f0f\u4eba\u5de5\u667a\u6167\u5e73\u53f0\u4e2d\u7684\u9810\u5148\u8a13\u7df4\u548c\u81ea\u8a02\u5de5\u5177\uff0c\u52a0\u5feb\u5efa\u7acb\u3001\u90e8\u7f72\u53ca\u64f4\u5145\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u901f\u5ea6<\/h3>\n<\/div><\/div>\n\n\n\n
\"\u7fbd\u6607\u570b\u969b-\u4f01\u696d\u4e0a\u96f2\u898f\u5283\u8a55\u4f30\u670d\u52d9\"<\/a><\/figure>\n\n\n\n

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