{"id":852,"date":"2026-07-16T23:36:55","date_gmt":"2026-07-16T15:36:55","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/07\/16\/unlimited-ocr-%e5%bf%ab%e9%80%9f%e7%9c%8b%e6%87%82%ef%bc%9a%e5%be%9e%e5%9c%96%e7%89%87%e8%90%83%e5%8f%96%e6%96%87%e5%ad%97%ef%bc%8cvibe-coder-%e5%bf%85%e7%9f%a5\/"},"modified":"2026-08-05T10:02:44","modified_gmt":"2026-08-05T02:02:44","slug":"unlimited-ocr-%e5%bf%ab%e9%80%9f%e7%9c%8b%e6%87%82%ef%bc%9a%e5%be%9e%e5%9c%96%e7%89%87%e8%90%83%e5%8f%96%e6%96%87%e5%ad%97%ef%bc%8cvibe-coder-%e5%bf%85%e7%9f%a5","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/07\/16\/unlimited-ocr-%e5%bf%ab%e9%80%9f%e7%9c%8b%e6%87%82%ef%bc%9a%e5%be%9e%e5%9c%96%e7%89%87%e8%90%83%e5%8f%96%e6%96%87%e5%ad%97%ef%bc%8cvibe-coder-%e5%bf%85%e7%9f%a5\/","title":{"rendered":"\u3010\u591a\u5a92\u9ad4 AI \u5de5\u5177\u5be6\u6230\u3011#02 Unlimited-OCR \u5feb\u901f\u770b\u61c2\uff1a\u5f9e\u5716\u7247\u8403\u53d6\u6587\u5b57\uff0cVibe Coder \u5fc5\u77e5"},"content":{"rendered":"\n<div id=\"quiz-8a94db98\">\n<style>\n#quiz-8a94db98 .question { background: white; border-radius: 8px; padding: 20px; margin: 20px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1); }#quiz-8a94db98 .question h3 { margin-top: 0; color: #333; }#quiz-8a94db98 .options { list-style: none; padding: 0; }#quiz-8a94db98 .options li { padding: 12px 15px; margin: 8px 0; border: 2px solid #ddd; border-radius: 6px; cursor: pointer; transition: all 0.2s; }#quiz-8a94db98 .options li:hover:not(.disabled) { border-color: #4caf50; background: #f0fff0; }#quiz-8a94db98 .options li.correct { border-color: #4caf50; background: #e8f5e9; }#quiz-8a94db98 .options li.wrong { border-color: #f44336; background: #ffebee; }#quiz-8a94db98 .options li.disabled { cursor: default; opacity: 0.7; }#quiz-8a94db98 .options li.show-answer { border-color: #4caf50; background: #e8f5e9; }#quiz-8a94db98 .feedback { margin-top: 15px; padding: 12px; border-radius: 6px; display: none; }#quiz-8a94db98 .feedback.correct { background: #e8f5e9; color: #2e7d32; display: block; }#quiz-8a94db98 .feedback.wrong { background: #ffebee; color: #c62828; display: block; }#quiz-8a94db98 .score { text-align: center; font-size: 1.5em; padding: 20px; background: white; border-radius: 8px; margin-top: 20px; }#quiz-8a94db98 .code-block { background: #1e1e1e; color: #d4d4d4; padding: 14px; border-radius: 6px; font-family: \"Monaco\", \"Consolas\", \"Courier New\", monospace; font-size: 0.9em; overflow-x: auto; margin: 12px 0; white-space: pre-wrap; }\n<\/style>\n<h1>\u6e2c\u9a57\uff1a\u7528 Unlimited-OCR \u5f9e\u5716\u7247\u8403\u53d6\u6587\u5b57<\/h1>\n    <p>\u5171 5 \u984c\uff0c\u9ede\u9078\u7b54\u6848\u5f8c\u6703\u7acb\u5373\u986f\u793a\u7d50\u679c<\/p>\n\n    <div class=\"question\" id=\"q1\">\n      <h3>1. \u6839\u64da\u6587\u7ae0\uff0cOCR\uff08\u5149\u5b78\u5b57\u5143\u8fa8\u8b58\uff09\u7684\u6838\u5fc3\u4f5c\u7528\u662f\u4ec0\u9ebc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(1, 'A', 'B')\">A. \u628a\u7d14\u6587\u5b57\u6a94\u8f49\u63db\u6210\u5716\u7247<\/li>\n        <li onclick=\"checkAnswer(1, 'B', 'B')\">B. \u628a\u5716\u7247\u88e1\u7684\u6587\u5b57\u8a8d\u51fa\u4f86\uff0c\u8b8a\u6210\u53ef\u8907\u88fd\u3001\u53ef\u641c\u5c0b\u7684\u7d14\u6587\u5b57<\/li>\n        <li onclick=\"checkAnswer(1, 'C', 'B')\">C. \u5e6b\u5716\u7247\u53bb\u9664\u96dc\u8a0a\u4e26\u7f8e\u5316\u756b\u8cea<\/li>\n        <li onclick=\"checkAnswer(1, 'D', 'B')\">D. \u628a PDF \u58d3\u7e2e\u6210\u66f4\u5c0f\u7684\u6a94\u6848<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb1\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q2\">\n      <h3>2. \u6587\u7ae0\u63d0\u5230\u300c\u4ec0\u9ebc\u6642\u5019\u4e0d\u8a72\u7528 OCR\u300d\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(2, 'A', 'C')\">A. \u5716\u7247\u662f\u5f69\u8272\u7684\u6642\u5019<\/li>\n        <li onclick=\"checkAnswer(2, 'B', 'C')\">B. \u6587\u5b57\u662f\u4e2d\u6587\u7684\u6642\u5019<\/li>\n        <li onclick=\"checkAnswer(2, 'C', 'C')\">C. \u8cc7\u6599\u672c\u4f86\u5c31\u662f\u53ef\u9078\u53d6\u6587\u5b57\u7684 PDF \u6216 HTML\uff0c\u61c9\u76f4\u63a5\u62bd\u6587\u5b57<\/li>\n        <li onclick=\"checkAnswer(2, 'D', 'C')\">D. \u5716\u7247\u8d85\u904e\u4e00\u9801\u7684\u6642\u5019<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb2\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q3\">\n      <h3>3. \u5728\u4e0b\u9762\u9019\u6bb5\u6700\u5c0f\u7bc4\u4f8b\u4e2d\uff0c<code>result.text<\/code> \u4ee3\u8868\u4ec0\u9ebc\uff1f<\/h3>\n      <div class=\"code-block\">ocr = OCR(lang=&#8221;ch&#8221;)\nimage = Image.open(&#8220;receipt.png&#8221;)\nresult = ocr.read(image)\nprint(result.text)<\/div>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(3, 'A', 'A')\">A. \u6574\u5f35\u5716\u8fa8\u8b58\u5230\u7684\u6587\u5b57\u63a5\u6210\u4e00\u5927\u4e32\u5b57\u4e32<\/li>\n        <li onclick=\"checkAnswer(3, 'B', 'A')\">B. \u5716\u7247\u6a94\u6848\u7684\u8def\u5f91\u540d\u7a31<\/li>\n        <li onclick=\"checkAnswer(3, 'C', 'A')\">C. \u6bcf\u6bb5\u6587\u5b57\u5728\u5716\u4e0a\u7684\u5ea7\u6a19\u4f4d\u7f6e<\/li>\n        <li onclick=\"checkAnswer(3, 'D', 'A')\">D. \u5f15\u64ce\u5c0d\u8fa8\u8b58\u7d50\u679c\u7684\u4fe1\u5fc3\u5206\u6578<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb3\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q4\">\n      <h3>4. \u6587\u7ae0\u5efa\u8b70\u8fa8\u8b58\u524d\u5c0d\u7167\u7247\/\u6383\u63cf\u4ef6\u505a\u300c\u5f71\u50cf\u524d\u8655\u7406\u300d\uff0c\u4e0b\u5217\u54ea\u500b\u662f\u6587\u4e2d\u63d0\u5230\u7684\u5e38\u898b\u505a\u6cd5\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(4, 'A', 'D')\">A. \u628a\u5716\u7247\u653e\u5927\u5230\u539f\u672c\u7684\u5341\u500d<\/li>\n        <li onclick=\"checkAnswer(4, 'B', 'D')\">B. \u628a\u5716\u7247\u5b58\u6210 JPG \u683c\u5f0f<\/li>\n        <li onclick=\"checkAnswer(4, 'C', 'D')\">C. \u628a\u5716\u7247\u52a0\u4e0a\u6d6e\u6c34\u5370<\/li>\n        <li onclick=\"checkAnswer(4, 'D', 'D')\">D. \u8f49\u7070\u968e\u3001\u4e8c\u503c\u5316\u3001\u65cb\u8f49\u6821\u6b63\uff08deskew\uff09<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb4\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q5\">\n      <h3>5. \u6279\u6b21\u8655\u7406\u591a\u5f35\u5716\u4e26\u5b58\u6210 txt \u6642\uff0c\u6587\u7ae0\u7279\u5225\u5f37\u8abf\u54ea\u500b\u7d30\u7bc0\u4ee5\u907f\u514d\u4e2d\u6587\u4e82\u78bc\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(5, 'A', 'B')\">A. \u6a94\u540d\u8981\u7528\u82f1\u6587<\/li>\n        <li onclick=\"checkAnswer(5, 'B', 'B')\">B. \u5beb\u6a94\u6642\u8981\u6307\u5b9a <code>encoding=\"utf-8\"<\/code><\/li>\n        <li onclick=\"checkAnswer(5, 'C', 'B')\">C. \u6bcf\u5f35\u5716\u90fd\u8981\u5148\u8f49\u6210 PNG<\/li>\n        <li onclick=\"checkAnswer(5, 'D', 'B')\">D. \u8a9e\u8a00\u53c3\u6578\u8981\u8a2d\u6210 <code>lang=\"en\"<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb5\"><\/div>\n    <\/div>\n\n    <div class=\"score\" id=\"score\" style=\"display:none;\"><\/div>\n<script>\n\n      let answered = 0;\n      let correct = 0;\n      const total = 5;\n      const explanations = {\n        1: \"OCR \u5c31\u662f\u300c\u5e6b\u96fb\u8166\u628a\u50cf\u7d20\u7ffb\u8b6f\u6210\u6587\u5b57\u300d\uff0c\u8b93\u5716\u7247\u4e2d\u7684\u6587\u5b57\u8b8a\u6210\u53ef\u8907\u88fd\u3001\u641c\u5c0b\u3001\u518d\u8655\u7406\u7684\u7d14\u6587\u5b57\u3002\",\n        2: \"OCR \u4e00\u5b9a\u6709\u932f\u5b57\u7387\uff0c\u662f\u300c\u53ea\u5269\u5716\u7247\u3001\u6c92\u6709\u539f\u59cb\u6587\u5b57\u300d\u6642\u7684\u6551\u63f4\u624b\u6bb5\u3002\u82e5\u8cc7\u6599\u672c\u4f86\u5c31\u662f\u53ef\u9078\u53d6\u6587\u5b57\u7684 PDF\/HTML\uff0c\u76f4\u63a5\u62bd\u6587\u5b57\u5373\u53ef\uff0c\u4e0d\u5fc5\u7e5e\u53bb OCR\u3002\",\n        3: \"result.text \u662f\u6574\u5f35\u5716\u7684\u6587\u5b57\u63a5\u6210\u4e00\u4e32\uff0c\u6700\u5e38\u7528\uff1b\u5e36\u5ea7\u6a19\u8207\u4fe1\u5fc3\u5206\u6578\u7684\u662f result.lines\u3002\",\n        4: \"\u7167\u7247\u5e38\u6b6a\u3001\u6697\u3001\u6709\u96dc\u8a0a\uff0c\u6587\u7ae0\u7684\u524d\u8655\u7406\u505a\u6cd5\u662f\u8f49\u7070\u968e\u3001\u4e8c\u503c\u5316\u8207\u65cb\u8f49\u6821\u6b63\uff0c\u8b93\u5b57\u8ddf\u80cc\u666f\u5206\u5f97\u66f4\u958b\u3002\",\n        5: \"\u5b58\u6a94\u90a3\u884c\u8981\u6709 encoding=\\\"utf-8\\\"\uff0c\u4e2d\u6587\u6c92\u8a2d\u5b83\u5bb9\u6613\u8b8a\u4e82\u78bc\u3002\"\n      };\n      function checkAnswer(qNum, selected, correctAns) {\n        const question = document.getElementById(\"q\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n        question.classList.add(\"answered\");\n        answered++;\n        const options = question.querySelectorAll(\".options li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) opt.classList.add(\"show-answer\");\n        });\n        const feedback = document.getElementById(\"fb\" + qNum);\n        if (selected === correctAns) {\n          correct++;\n          feedback.className = \"feedback correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanations[qNum];\n        } else {\n          feedback.className = \"feedback wrong\";\n          feedback.innerHTML = \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanations[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) opt.classList.add(\"wrong\");\n          });\n        }\n        if (answered === total) {\n          const scoreDiv = document.getElementById(\"score\");\n          scoreDiv.style.display = \"block\";\n          scoreDiv.innerHTML = \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correct + \" \/ \" + total +\n            (correct === total ? \" \ud83c\udf89 \u5168\u5c0d\uff01\" : correct >= Math.ceil(total * 0.6) ? \" \ud83d\udc4d \u4e0d\u932f\uff01\" : \" \ud83d\udcda \u518d\u8907\u7fd2\u4e00\u4e0b\u5427\");\n        }\n      }\n    \n<\/script>\n<\/div>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u3010\u591a\u5a92\u9ad4 AI \u5de5\u5177\u5be6\u6230\u3011#02\uff08\u5171 3 \u7bc7\uff09\uff5c\u96e3\u5ea6\uff1aL2-\u9032\u968e<br>\u524d\u7f6e\uff1a\u57fa\u672c Python \u8207\u547d\u4ee4\u5217\u3001\u5df2\u8b80\u904e\u672c\u7cfb\u5217 #01\uff08\u719f\u6089\u300c\u6700\u5c0f\u7bc4\u4f8b\uff0b\u9a57\u6536\u300d\u7684\u95b1\u8b80\u7bc0\u594f\uff09<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u53e5\u8a71\u8aaa\u660e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a\u5716\u7247\u88e1\u7684\u6587\u5b57\u300c\u8a8d\u300d\u51fa\u4f86\uff0c\u8b8a\u6210\u4f60\u53ef\u4ee5\u8907\u88fd\u3001\u641c\u5c0b\u3001\u518d\u8655\u7406\u7684\u7d14\u6587\u5b57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OCR = Optical Character Recognition\uff08\u5149\u5b78\u5b57\u5143\u8fa8\u8b58\uff09\u3002\u4f60\u624b\u4e0a\u6709\u4e00\u5f35\u622a\u5716\u3001\u6383\u63cf\u7684\u5408\u7d04\u3001\u62cd\u7167\u7684\u83dc\u55ae\uff0c\u773c\u775b\u770b\u5f97\u5230\u5b57\uff0c\u4f46\u96fb\u8166\u53ea\u7576\u5b83\u662f\u4e00\u5806\u50cf\u7d20\u3002OCR \u5c31\u662f\u90a3\u500b\u300c\u5e6b\u96fb\u8166\u628a\u50cf\u7d20\u7ffb\u8b6f\u6210\u6587\u5b57\u300d\u7684\u6b65\u9a5f\u3002Unlimited-OCR \u662f\u9019\u985e\u5de5\u5177\u7684\u4e00\u500b\u4ee3\u8868\uff0c\u7279\u8272\u662f\u4e0d\u9650\u9801\u6578\/\u5b57\u6578\u3001\u652f\u63f4\u591a\u8a9e\u8a00\u3001\u53ef\u4ee5\u5410\u51fa<strong>\u7d14\u6587\u5b57<\/strong>\u6216<strong>\u5e36\u5ea7\u6a19\u7684\u7248\u9762\u7d50\u679c<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Unlimited-OCR \u662f\u4ec0\u9ebc\u3001\u4ec0\u9ebc\u6642\u5019\u7528\u5b83<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u5efa\u7acb\u6b63\u78ba\u7684\u671f\u5f85\uff0c\u9019\u6a23\u4f60\u624d\u9a57\u6536\u5f97\u52d5 AI \u4ea4\u51fa\u4f86\u7684\u6771\u897f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b83\u5403\u4ec0\u9ebc\uff08\u8f38\u5165\uff09<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u8f38\u5165\u985e\u578b<\/th>\n<th>\u8209\u4f8b<\/th>\n<th>\u597d\u4e0d\u597d\u8fa8\u8b58<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6383\u63cf\u6a94<\/td>\n<td>\u6383\u63cf\u7684 PDF \u5408\u7d04\u3001\u66f8\u9801<\/td>\n<td>\u597d\uff08\u4e7e\u6de8\u3001\u6b63\u7684\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u622a\u5716<\/td>\n<td>\u7db2\u9801\u622a\u5716\u3001App \u756b\u9762<\/td>\n<td>\u597d\uff08\u6578\u4f4d\u539f\u751f\u3001\u6e05\u6670\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u7167\u7247<\/td>\n<td>\u624b\u6a5f\u62cd\u7684\u83dc\u55ae\u3001\u767d\u677f\u3001\u540d\u7247<\/td>\n<td>\u770b\u60c5\u6cc1\uff08\u6b6a\u3001\u53cd\u5149\u3001\u7cca\u5c31\u96e3\uff09<\/td>\n<\/tr>\n<tr>\n<td>PDF \u8f49\u5716<\/td>\n<td>\u628a PDF \u6bcf\u9801\u8f49\u6210\u5716\u518d\u8fa8\u8b58<\/td>\n<td>\u597d\uff0c\u4f46\u8981\u5148\u505a\u300cPDF\u2192\u5716\u7247\u300d\u9019\u6b65<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b83\u5410\u4ec0\u9ebc\uff08\u8f38\u51fa\uff09<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>\u7d14\u6587\u5b57<\/strong>\uff1a\u6574\u5f35\u5716\u7684\u6587\u5b57\u63a5\u6210\u4e00\u4e32\u5b57\u4e32\uff0c\u6700\u5e38\u7528\u3002<\/li>\n\n\n<li><strong>\u542b\u5ea7\u6a19\u7684\u7d50\u69cb<\/strong>\uff1a\u6bcf\u4e00\u6bb5\u6587\u5b57 + \u5b83\u5728\u5716\u4e0a\u7684\u4f4d\u7f6e\uff08bounding box\uff09+ \u4fe1\u5fc3\u5206\u6578\u3002\u8981\u505a\u300c\u53ea\u6293\u67d0\u500b\u6b04\u4f4d\u300d\u300c\u91cd\u5efa\u8868\u683c\u300d\u6642\u624d\u9700\u8981\u3002<\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ec0\u9ebc\u6642\u5019\u300c\u4e0d\u300d\u8a72\u7528 OCR<\/strong>\uff1a\u5982\u679c\u4f60\u7684\u8cc7\u6599\u672c\u4f86\u5c31\u662f\u53ef\u9078\u53d6\u6587\u5b57\u7684 PDF \u6216 HTML\uff0c\u76f4\u63a5\u62bd\u6587\u5b57\u5c31\u597d\uff0c\u4e0d\u8981\u7e5e\u53bb OCR\u3002OCR \u662f\u300c\u53ea\u5269\u5716\u7247\u3001\u6c92\u6709\u539f\u59cb\u6587\u5b57\u300d\u6642\u7684\u6551\u63f4\u624b\u6bb5\uff0c\u5b83\u4e00\u5b9a\u6703\u6709\u932f\u5b57\u7387\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">30 \u79d2\u6700\u5c0f\u7bc4\u4f8b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u770b\u4e00\u6bb5\u300c\u8f09\u5165\u5716\u7247 \u2192 \u57f7\u884c\u8fa8\u8b58 \u2192 \u5370\u51fa\u6587\u5b57\u300d\u7684\u6700\u5c0f\u53ef\u57f7\u884c\u7a0b\u5f0f\u3002\u4e0d\u540c OCR \u5957\u4ef6 API \u540d\u5b57\u7565\u6709\u5dee\u7570\uff0c\u4f46\u9aa8\u67b6\u90fd\u9577\u9019\u6a23\u3002<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u5b89\u88dd\uff08\u793a\u610f\uff1b\u5be6\u969b\u5957\u4ef6\u540d\u4ee5\u5de5\u5177\u6587\u4ef6\u70ba\u6e96\uff09<\/span>\nuv add unlimited-ocr pillow\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">from unlimited_ocr import OCR          <span class=\"hljs-comment\"># \u532f\u5165 OCR \u5f15\u64ce<\/span>\nfrom PIL import Image                  <span class=\"hljs-comment\"># Pillow\uff1a\u8b80\u5716\u7247\u7528<\/span>\n\nocr = OCR(lang=<span class=\"hljs-string\">\"ch\"<\/span>)                   <span class=\"hljs-comment\"># \u5efa\u7acb\u5f15\u64ce\uff0c\u6307\u5b9a\u8a9e\u8a00\uff08\u4e2d\u6587\uff09<\/span>\nimage = Image.open(<span class=\"hljs-string\">\"receipt.png\"<\/span>)      <span class=\"hljs-comment\"># \u8b80\u5165\u4e00\u5f35\u5716\u7247<\/span>\nresult = ocr.read(image)               <span class=\"hljs-comment\"># \u57f7\u884c\u8fa8\u8b58\uff0c\u9019\u662f\u6700\u8017\u6642\u7684\u4e00\u6b65<\/span>\n<span class=\"hljs-keyword\">print<\/span>(result.text)                     <span class=\"hljs-comment\"># \u5370\u51fa\u8fa8\u8b58\u5230\u7684\u7d14\u6587\u5b57<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9019\u6bb5\u4ee3\u78bc\u505a\u4e86\u4ec0\u9ebc<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li>\u8f09\u5165 OCR \u5f15\u64ce\uff0c\u4e26\u544a\u8a34\u5b83\u300c\u9019\u5f35\u5716\u5927\u6982\u662f\u4ec0\u9ebc\u8a9e\u8a00\u300d\u3002<\/li>\n\n\n<li>\u628a\u5716\u7247\u6a94\u8b80\u9032\u8a18\u61b6\u9ad4\u3002<\/li>\n\n\n<li>\u8dd1\u8fa8\u8b58\uff08<code>ocr.read<\/code>\uff09\uff0c\u56de\u50b3\u4e00\u500b\u7d50\u679c\u7269\u4ef6\u3002<\/li>\n\n\n<li>\u5f9e\u7d50\u679c\u88e1\u62ff\u51fa <code>.text<\/code>\uff08\u7d14\u6587\u5b57\uff09\u5370\u51fa\u4f86\u3002<\/li>\n\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u8dd1\u5b8c\u4f60\u61c9\u8a72\u5728\u7d42\u7aef\u6a5f\u770b\u5230\u6536\u64da\u4e0a\u7684\u6587\u5b57\u88ab\u5370\u51fa\u4f86\u3002<strong>\u9019\u5c31\u662f\u9a57\u6536\u7684\u7b2c\u4e00\u95dc\uff1a\u6709\u6c92\u6709\u6771\u897f\u51fa\u4f86\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9010\u884c\u7ffb\u8b6f<\/h2>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">ocr = OCR(lang=<span class=\"hljs-string\">\"ch\"<\/span>)           <span class=\"hljs-comment\"># \u958b\u4e00\u53f0\u300c\u8fa8\u8b58\u6a5f\u5668\u300d\uff0c\u8a2d\u5b9a\u5b83\u4e3b\u8981\u8a8d\u4e2d\u6587\uff1b\u8a8d\u82f1\u6587\u5e38\u7528 \"en\"<\/span>\nimage = Image.open(<span class=\"hljs-string\">\"x.png\"<\/span>)    <span class=\"hljs-comment\"># \u628a\u5716\u7247\u5f9e\u786c\u789f\u8b80\u9032\u4f86\uff0c\u8b8a\u6210\u7a0b\u5f0f\u80fd\u8655\u7406\u7684\u7269\u4ef6<\/span>\nresult = ocr.read(image)       <span class=\"hljs-comment\"># \u628a\u5716\u7247\u9935\u9032\u6a5f\u5668\uff0c\u7b49\u5b83\u56de\u50b3\u7d50\u679c\uff08\u6162\u7684\u8a71\u662f\u6b63\u5e38\u7684\uff09<\/span>\nresult.text                    <span class=\"hljs-comment\"># \u7d50\u679c\u88e1\u7684\u300c\u5168\u90e8\u6587\u5b57\u63a5\u6210\u4e00\u4e32\u300d<\/span>\nresult.lines                   <span class=\"hljs-comment\"># \u7d50\u679c\u88e1\u7684\u300c\u4e00\u884c\u4e00\u884c\u300d\uff0c\u901a\u5e38\u9084\u5e36\u4f4d\u7f6e\u8207\u4fe1\u5fc3\u5206\u6578<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u770b\u5230 <code>lang=\"ch\"<\/code> \u5c31\u77e5\u9053<strong>\u8a9e\u8a00\u662f\u8981\u6307\u5b9a\u7684<\/strong>\u3002\u9019\u9ede\u5f88\u95dc\u9375\u2014\u2014\u4e0b\u9762\u7d05\u65d7\u6703\u8b1b\uff0c\u8a9e\u8a00\u8a2d\u932f\u662f\u5e38\u898b\u5751\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u6982\u5ff5\u7ffb\u8b6f<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u4f60\u6703\u770b\u5230<\/th>\n<th>\u610f\u601d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>lang=\"ch\"<\/code> \/ <code>lang=\"en\"<\/code><\/td>\n<td>\u544a\u8a34\u5f15\u64ce\u4e3b\u8981\u8a8d\u4ec0\u9ebc\u8a9e\u8a00\uff0c\u8a2d\u932f\u8fa8\u8b58\u7387\u6703\u721b\u6389<\/td>\n<\/tr>\n<tr>\n<td><code>result.text<\/code><\/td>\n<td>\u5168\u90e8\u6587\u5b57\u63a5\u6210\u4e00\u5927\u4e32\uff08\u6700\u5e38\u7528\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>result.lines<\/code><\/td>\n<td>\u4e00\u884c\u4e00\u884c\u7684\u7d50\u679c\uff0c\u6bcf\u884c\u5e36\u5ea7\u6a19 + \u4fe1\u5fc3\u5206\u6578<\/td>\n<\/tr>\n<tr>\n<td><code>box<\/code> \/ <code>bbox<\/code><\/td>\n<td>bounding box\uff0c\u6587\u5b57\u5728\u5716\u4e0a\u7684\u4f4d\u7f6e\u6846\uff08\u5de6\u4e0a\u3001\u53f3\u4e0b\u5ea7\u6a19\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>confidence<\/code> \/ <code>score<\/code><\/td>\n<td>\u5f15\u64ce\u5c0d\u9019\u6bb5\u8fa8\u8b58\u300c\u6709\u591a\u5c11\u628a\u63e1\u300d\uff0c0~1\uff0c\u8d8a\u4f4e\u8d8a\u53ef\u7591<\/td>\n<\/tr>\n<tr>\n<td><code>Image.open(...)<\/code><\/td>\n<td>Pillow \u8b80\u5716\u7247\uff0cOCR \u524d\u7684\u6a19\u6e96\u7b2c\u4e00\u6b65<\/td>\n<\/tr>\n<tr>\n<td><code>.convert(\"L\")<\/code><\/td>\n<td>\u628a\u5716\u8f49\u7070\u968e\uff0c\u5e38\u898b\u7684\u524d\u8655\u7406\u7b2c\u4e00\u62db<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">AI \u6700\u5e38\u9019\u6a23\u7528<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7528\u6cd5 1\uff1a\u8fa8\u8b58\u524d\u5148\u505a\u5f71\u50cf\u524d\u8655\u7406\uff08\u63d0\u9ad8\u6e96\u78ba\u7387\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7167\u7247\/\u6383\u63cf\u4ef6\u5e38\u5e38\u6b6a\u3001\u6697\u3001\u6709\u96dc\u8a0a\u3002AI \u901a\u5e38\u6703\u5148\u300c\u6d17\u4e00\u4e0b\u5716\u300d\u518d\u8fa8\u8b58\u3002<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">from PIL import Image\n\nimg = Image.open(<span class=\"hljs-string\">\"photo.jpg\"<\/span>)\nimg = img.convert(<span class=\"hljs-string\">\"L\"<\/span>)                    <span class=\"hljs-comment\"># \u8f49\u7070\u968e\uff1a\u53bb\u6389\u984f\u8272\u5e72\u64fe<\/span>\nimg = img.point(lambda p: <span class=\"hljs-number\">0<\/span> <span class=\"hljs-keyword\">if<\/span> p &lt; <span class=\"hljs-number\">140<\/span> <span class=\"hljs-keyword\">else<\/span> <span class=\"hljs-number\">255<\/span>)  <span class=\"hljs-comment\"># \u4e8c\u503c\u5316\uff1a\u975e\u9ed1\u5373\u767d\uff0c\u8b93\u5b57\u66f4\u6e05\u695a<\/span>\nresult = ocr.read(img)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ffb\u8b6f<\/strong>\uff1a\u8fa8\u8b58\u524d\u5148\u628a\u5716\u7247\u300c\u6d17\u4e7e\u6de8\u300d\u2014\u2014\u8f49\u7070\u968e\u3001\u62c9\u9ad8\u5c0d\u6bd4\uff0c\u5b57\u8ddf\u80cc\u666f\u5206\u5f97\u66f4\u958b\uff0cOCR \u6703\u8a8d\u5f97\u66f4\u6e96\u3002\u6b6a\u6389\u7684\u5716\u9084\u6703\u52a0\u4e00\u6b65\u65cb\u8f49\u6821\u6b63\uff08deskew\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7528\u6cd5 2\uff1a\u6279\u6b21\u8655\u7406\u6574\u500b\u8cc7\u6599\u593e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u6b21\u8dd1\u5e7e\u5341\u5f35\u5716\uff0cAI \u5e38\u5beb\u6210\u8ff4\u5708\u3002<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">from pathlib import Path\n\n<span class=\"hljs-keyword\">for<\/span> path in Path(<span class=\"hljs-string\">\"scans\"<\/span>).glob(<span class=\"hljs-string\">\"*.png\"<\/span>):   <span class=\"hljs-comment\"># \u6293 scans \u8cc7\u6599\u593e\u88e1\u6bcf\u4e00\u5f35 png<\/span>\n    result = ocr.read(Image.open(path))    <span class=\"hljs-comment\"># \u9010\u5f35\u8fa8\u8b58<\/span>\n    out = path.with_suffix(<span class=\"hljs-string\">\".txt\"<\/span>)         <span class=\"hljs-comment\"># \u5c0d\u61c9\u7684\u8f38\u51fa\u6a94\u540d\uff0c\u4f8b\u5982 a.png -&gt; a.txt<\/span>\n    out.write_text(result.text, encoding=<span class=\"hljs-string\">\"utf-8\"<\/span>)  <span class=\"hljs-comment\"># \u628a\u6587\u5b57\u5b58\u6210\u540c\u540d txt<\/span>\n    <span class=\"hljs-keyword\">print<\/span>(f<span class=\"hljs-string\">\"{path.name} \u5b8c\u6210\"<\/span>)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ffb\u8b6f<\/strong>\uff1a\u628a\u8cc7\u6599\u593e\u88e1\u6bcf\u5f35\u5716\u90fd\u8dd1\u4e00\u904d OCR\uff0c\u5404\u81ea\u5b58\u6210\u4e00\u500b <code>.txt<\/code>\u3002<code>encoding=\"utf-8\"<\/code> \u5f88\u91cd\u8981\uff0c\u4e2d\u6587\u6c92\u8a2d\u5b83\u5bb9\u6613\u8b8a\u4e82\u78bc\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7528\u6cd5 3\uff1a\u53ea\u8981\u9ad8\u4fe1\u5fc3\u7684\u7d50\u679c \/ \u62ff\u5ea7\u6a19\u91cd\u5efa\u7248\u9762<\/h3>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-6\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">for<\/span> <span class=\"hljs-selector-tag\">line<\/span> <span class=\"hljs-selector-tag\">in<\/span> <span class=\"hljs-selector-tag\">result<\/span><span class=\"hljs-selector-class\">.lines<\/span>:                  # \u4e00\u884c\u4e00\u884c\u770b\n    <span class=\"hljs-selector-tag\">if<\/span> <span class=\"hljs-selector-tag\">line<\/span><span class=\"hljs-selector-class\">.confidence<\/span> &lt; 0<span class=\"hljs-selector-class\">.6<\/span>:              # \u4fe1\u5fc3\u592a\u4f4e\u7684\u5148\u6a19\u8a18\u51fa\u4f86\uff0c\u4eba\u5de5\u8907\u67e5\n        <span class=\"hljs-selector-tag\">print<\/span>(\"\u53ef\u7591\uff1a\", <span class=\"hljs-selector-tag\">line<\/span><span class=\"hljs-selector-class\">.text<\/span>, <span class=\"hljs-selector-tag\">line<\/span><span class=\"hljs-selector-class\">.box<\/span>)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ffb\u8b6f<\/strong>\uff1a\u628a\u5f15\u64ce\u300c\u6c92\u628a\u63e1\u300d\u7684\u884c\u6311\u51fa\u4f86\u7d66\u4eba\u770b\u3002\u505a\u8868\u683c\u6216\u591a\u6b04\u7248\u9762\u6642\uff0c\u9084\u6703\u7528 <code>line.box<\/code> \u7684\u5ea7\u6a19\uff0c\u4f9d\u4e0a\u5230\u4e0b\u3001\u5de6\u5230\u53f3\u91cd\u65b0\u6392\u5e8f\uff0c\u907f\u514d\u6587\u5b57\u9806\u5e8f\u932f\u4e82\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udea9 \u7d05\u65d7<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u4ea4\u51fa\u4f86\u7684 OCR \u7a0b\u5f0f\u300c\u770b\u8d77\u4f86\u90fd\u6703\u52d5\u300d\uff0c\u4ee5\u4e0b\u56db\u7a2e\u8981\u7279\u5225\u8b66\u89ba\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udea9 1\uff1a\u76f4\u63a5\u4fe1\u4efb\u8fa8\u8b58\u7d50\u679c\uff0c\u5b8c\u5168\u6c92\u9a57\u8b49<\/h3>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-7\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">text = ocr.read(image).text\nsave_to_database(text)   <span class=\"hljs-comment\"># \ud83d\udea9 \u4e00\u500b\u5b57\u90fd\u6c92\u6bd4\u5c0d\u5c31\u5b58\u9032\u8cc7\u6599\u5eab \/ \u62ff\u53bb\u8a08\u7b97<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-7\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">OCR <strong>\u4e00\u5b9a<\/strong>\u6709\u932f\u5b57\u7387\uff08\u628a 0 \u8a8d\u6210 O\u3001\u628a\u300c\u65e5\u300d\u8a8d\u6210\u300c\u66f0\u300d\uff09\u3002\u7528\u5728\u91d1\u984d\u3001\u5e33\u865f\u3001\u8eab\u5206\u8b49\u9019\u7a2e\u5730\u65b9\uff0c\u4e00\u500b\u5b57\u932f\u5c31\u662f\u4e8b\u6545\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8ddf AI \u9019\u6a23\u8aaa<\/strong>\uff1a\u300c\u5e6b\u6211\u5728\u5b58\u6a94\u524d\uff0c\u628a confidence \u4f4e\u65bc 0.8 \u7684\u884c\u6a19\u8a18\u51fa\u4f86\uff0c\u4e26\u5370\u51fa\u7e3d\u884c\u6578\u548c\u4f4e\u4fe1\u5fc3\u884c\u6578\uff0c\u65b9\u4fbf\u6211\u4eba\u5de5\u62bd\u9a57\u3002\u300d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udea9 2\uff1a\u5716\u7247\u89e3\u6790\u5ea6\u904e\u4f4e\u9084\u786c\u8dd1<\/h3>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-8\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">img = Image.open(<span class=\"hljs-string\">\"tiny_screenshot.png\"<\/span>)  <span class=\"hljs-comment\"># \u53ea\u6709 80px \u9ad8\u7684\u6a21\u7cca\u5c0f\u5716<\/span>\nresult = ocr.read(img)                    <span class=\"hljs-comment\"># \ud83d\udea9 \u5716\u592a\u5c0f\u592a\u7cca\uff0c\u51fa\u4f86\u7684\u5b57\u5e7e\u4e4e\u662f\u4e82\u731c<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5b57\u7684\u9ad8\u5ea6\u592a\u5c0f\uff08\u4e00\u822c\u5efa\u8b70\u6bcf\u500b\u5b57\u81f3\u5c11 20~30 \u50cf\u7d20\u9ad8\uff09\uff0cOCR \u6703\u4e82\u8a8d\u3002\u653e\u5927\u4e00\u5f35\u5df2\u7d93\u7cca\u6389\u7684\u5716\u6551\u4e0d\u56de\u7d30\u7bc0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8ddf AI \u9019\u6a23\u8aaa<\/strong>\uff1a\u300c\u9019\u5f35\u5716\u89e3\u6790\u5ea6\u5f88\u4f4e\uff0c\u5148\u5e6b\u6211\u6aa2\u67e5\u5716\u7247\u5c3a\u5bf8\uff0c\u5982\u679c\u5b57\u9ad8\u4e0d\u8db3\u5c31\u63d0\u9192\u6211\u6539\u7528\u66f4\u9ad8\u89e3\u6790\u5ea6\u7684\u539f\u5716\uff0c\u4e0d\u8981\u786c\u8fa8\u8b58\u3002\u300d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udea9 3\uff1a\u6c92\u6709\u4efb\u4f55\u524d\u8655\u7406\uff0c\u76f4\u63a5\u4e1f\u539f\u59cb\u7167\u7247<\/h3>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-9\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">result = ocr.read(Image.open(<span class=\"hljs-string\">\"skewed_dark_photo.jpg\"<\/span>))  <span class=\"hljs-comment\"># \ud83d\udea9 \u6b6a\u7684\u3001\u6697\u7684\u3001\u53cd\u5149\u7684\u539f\u5716\u76f4\u63a5\u4e1f<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-9\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u624b\u6a5f\u62cd\u7684\u7167\u7247\u5e38\u5e38\u662f\u659c\u7684\u3001\u5149\u7dda\u4e0d\u5747\u3002\u4e0d\u505a\u7070\u968e\/\u4e8c\u503c\u5316\/\u65cb\u8f49\u6821\u6b63\u5c31\u8fa8\u8b58\uff0c\u6e96\u78ba\u7387\u6703\u6389\u5f88\u591a\uff0c\u800c\u4e14\u4f60\u4e0d\u6703\u77e5\u9053\u662f\u300c\u5716\u721b\u300d\u9084\u662f\u300cOCR \u721b\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8ddf AI \u9019\u6a23\u8aaa<\/strong>\uff1a\u300c\u5e6b\u9019\u6bb5\u52a0\u4e0a\u57fa\u672c\u524d\u8655\u7406\uff1a\u8f49\u7070\u968e\u3001\u65cb\u8f49\u6821\u6b63\uff08deskew\uff09\u3001\u4e8c\u503c\u5316\uff0c\u4e26\u8b93\u6211\u53ef\u4ee5\u5b58\u51fa\u524d\u8655\u7406\u5f8c\u7684\u5716\u6aa2\u67e5\u6548\u679c\u3002\u300d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udea9 4\uff1a\u591a\u6b04\/\u8868\u683c\u7248\u9762\uff0c\u6587\u5b57\u9806\u5e8f\u88ab\u6253\u4e82<\/h3>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-10\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-keyword\">print<\/span>(result.text)   <span class=\"hljs-comment\"># \ud83d\udea9 \u5169\u6b04\u7684\u6587\u4ef6\uff0c\u5de6\u53f3\u5169\u6b04\u7684\u5b57\u88ab\u4ea4\u932f\u63a5\u5728\u4e00\u8d77\uff0c\u8b80\u8d77\u4f86\u50cf\u4e82\u78bc<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-10\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><code>result.text<\/code> \u9810\u8a2d\u53ef\u80fd\u53ea\u662f\u300c\u7531\u4e0a\u5230\u4e0b\u300d\u786c\u63a5\uff0c\u9047\u5230\u96d9\u6b04\u6392\u7248\u3001\u8868\u683c\uff0c\u9806\u5e8f\u6703\u932f\u4e82\uff0c\u8a9e\u610f\u6574\u500b\u8dd1\u6389\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8ddf AI \u9019\u6a23\u8aaa<\/strong>\uff1a\u300c\u9019\u662f\u96d9\u6b04\/\u8868\u683c\u7248\u9762\uff0c\u4e0d\u8981\u76f4\u63a5\u7528 text\u3002\u8acb\u7528\u6bcf\u884c\u7684 box \u5ea7\u6a19\uff0c\u5148\u5206\u6b04\u518d\u7531\u4e0a\u5230\u4e0b\u6392\u5e8f\u5f8c\u8f38\u51fa\uff0c\u4e26\u4fdd\u7559\u6b04\u4f4d\u5c0d\u61c9\u95dc\u4fc2\u3002\u300d<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Vibe Coder \u9a57\u6536\u6aa2\u67e5\u9ede<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u7528\u6703\u5beb OCR\uff0c\u4f46\u9019\u5e7e\u4ef6\u4e8b\u4f60\u4e00\u5b9a\u505a\u5f97\u5230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>[ ] <strong>\u62ff\u4e00\u5f35\u771f\u5be6\u622a\u5716\u8dd1\u4e00\u6b21<\/strong>\uff1a\u7528\u4f60\u81ea\u5df1\u7684\u5716\u8dd1\u6700\u5c0f\u7bc4\u4f8b\uff0c\u78ba\u8a8d\u7d42\u7aef\u6a5f\u771f\u7684\u5370\u51fa\u6587\u5b57\uff0c\u800c\u4e0d\u662f\u7a7a\u5b57\u4e32\u6216\u5831\u932f\u3002<\/li>\n\n\n<li>[ ] <strong>\u9010\u5b57\u6bd4\u5c0d\u932f\u5b57\u7387<\/strong>\uff1a\u628a\u8fa8\u8b58\u7d50\u679c\u8ddf\u539f\u5716\u4e26\u6392\u770b\uff0c\u6578\u4e00\u4e0b 100 \u500b\u5b57\u88e1\u932f\u5e7e\u500b\u3002\u91d1\u984d\/\u5e33\u865f\u985e\u6587\u4ef6\u932f\u5b57\u7387\u8981\u63a5\u8fd1 0 \u624d\u80fd\u6536\u3002<\/li>\n\n\n<li>[ ] <strong>\u78ba\u8a8d\u6b04\u4f4d\/\u884c\u9806\u5e8f\u6b63\u78ba<\/strong>\uff1a\u591a\u6b04\u6216\u8868\u683c\u6587\u4ef6\uff0c\u6aa2\u67e5\u8f38\u51fa\u7684\u6587\u5b57\u9806\u5e8f\u8ddf\u539f\u5716\u4e00\u81f4\uff0c\u6c92\u6709\u5de6\u53f3\u6b04\u4ea4\u932f\u3002<\/li>\n\n\n<li>[ ] <strong>\u6aa2\u67e5\u4e2d\u6587\u6c92\u4e82\u78bc<\/strong>\uff1a\u5b58\u6a94\u90a3\u884c\u6709\u6c92\u6709 <code>encoding=\"utf-8\"<\/code>\uff1b\u6253\u958b <code>.txt<\/code> \u770b\u4e2d\u6587\u662f\u5426\u6b63\u5e38\u3002<\/li>\n\n\n<li>[ ] <strong>\u554f AI \u6709\u6c92\u6709\u9a57\u8b49\u6a5f\u5236<\/strong>\uff1a\u8cbc\u7a0b\u5f0f\u78bc\u554f\u300c\u9019\u6bb5\u6709\u6c92\u6709\u8655\u7406\u8fa8\u8b58\u4fe1\u5fc3\u592a\u4f4e\u7684\u60c5\u6cc1\uff1f\u4f4e\u4fe1\u5fc3\u7684\u7d50\u679c\u6703\u88ab\u6a19\u8a18\u9084\u662f\u76f4\u63a5\u7528\u6389\uff1f\u300d<\/li>\n\n\n<li>[ ] <strong>\u63db\u4e00\u5f35\u721b\u5716\u6e2c robustness<\/strong>\uff1a\u6545\u610f\u4e1f\u4e00\u5f35\u6b6a\u7684\u6216\u7cca\u7684\u5716\uff0c\u770b\u7a0b\u5f0f\u662f\u5831\u932f\u3001\u8b66\u544a\u3001\u9084\u662f\u9ed8\u9ed8\u7d66\u4f60\u4e00\u5806\u932f\u5b57\uff08\u9ed8\u9ed8\u7d66\u932f\u5b57\u6700\u5371\u96aa\uff09\u3002<\/li>\n\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u770b\u4e0d\u61c2\u5c31\u9019\u6a23\u554f AI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a\u7a0b\u5f0f\u78bc\u6574\u6bb5\u8cbc\u7d66 AI\uff0c\u7136\u5f8c\u554f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u300c\u7528\u767d\u8a71\u4e00\u884c\u4e00\u884c\u89e3\u91cb\u9019\u6bb5 OCR \u7a0b\u5f0f\u5728\u5e79\u561b\uff0c\u6211\u662f\u521d\u5b78\u8005\u3002\u7279\u5225\u544a\u8a34\u6211\uff1a\u5b83\u6709\u6c92\u6709\u505a\u5716\u7247\u524d\u8655\u7406\uff1f\u8fa8\u8b58\u7d50\u679c\u6709\u6c92\u6709\u9a57\u8b49\uff1f\u8a9e\u8a00\u53c3\u6578\u8a2d\u5c0d\u4e86\u55ce\uff1f\u300d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u9a57\u6536\u54c1\u8cea\u6642\u53ef\u4ee5\u554f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u300c\u5047\u8a2d\u9019\u5f35\u662f\u624b\u6a5f\u62cd\u7684\u3001\u6709\u9ede\u6b6a\u7684\u5408\u7d04\u7167\u7247\uff0c\u9019\u6bb5\u7a0b\u5f0f\u6700\u53ef\u80fd\u5728\u54ea\u88e1\u51fa\u932f\uff1f\u5e6b\u6211\u5217\u51fa 3 \u500b\u98a8\u96aa\u9ede\u548c\u5c0d\u61c9\u7684\u6aa2\u67e5\u65b9\u5f0f\u3002\u300d<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5ef6\u4f38\uff1a\u77e5\u9053\u5c31\u597d\uff08\u9047\u5230\u518d\u67e5\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>PDF \u2192 \u5716\u7247<\/strong>\uff1aOCR \u4e0d\u76f4\u63a5\u5403 PDF\uff0c\u901a\u5e38\u5148\u7528 <code>pdf2image<\/code> \u6216 <code>PyMuPDF<\/code> \u628a\u6bcf\u9801\u8f49\u6210\u5716\u518d\u8fa8\u8b58\u3002<\/li>\n\n\n<li><strong>\u8868\u683c\u9084\u539f<\/strong>\uff1a\u6709\u5c08\u9580\u7684 table recognition \u529f\u80fd\uff0c\u628a\u8fa8\u8b58\u7d50\u679c\u91cd\u5efa\u6210 Markdown\/CSV \u8868\u683c\uff0c\u6bd4\u81ea\u5df1\u6392\u5ea7\u6a19\u7701\u4e8b\u3002<\/li>\n\n\n<li><strong>\u7e41\u7c21\u8207\u591a\u8a9e\u6df7\u5408<\/strong>\uff1a\u540c\u4e00\u5f35\u5716\u4e2d\u82f1\u593e\u96dc\u6642\uff0c\u8a9e\u8a00\u53c3\u6578\u600e\u9ebc\u8a2d\u6703\u5f71\u97ff\u7d50\u679c\uff0c\u591a\u6578\u5de5\u5177\u652f\u63f4\u591a\u8a9e\u6a21\u578b\u3002<\/li>\n\n\n<li><strong>GPU \u52a0\u901f<\/strong>\uff1a\u5927\u91cf\u5716\u7247\u6642\uff0cOCR \u5f15\u64ce\u80fd\u7528 GPU \u8dd1\u5feb\u5f88\u591a\uff0c\u9019\u662f\u6548\u80fd\u554f\u984c\u4e0d\u662f\u6b63\u78ba\u6027\u554f\u984c\uff0c\u91cf\u5927\u518d\u7814\u7a76\u3002<\/li>\n\n<\/ul>\n\n\n\n<div id=\"quiz-2e28daac\">\n<style>\n#quiz-2e28daac .badge { display: inline-block; padding: 4px 10px; border-radius: 12px; font-size: 0.75em; font-weight: bold; margin-left: 8px; }#quiz-2e28daac .badge.scenario { background: #ebf8ff; color: #2b6cb0; }#quiz-2e28daac .badge.debug { background: #fef3c7; color: #92400e; }#quiz-2e28daac .question-adv { background: white; border-radius: 10px; padding: 24px; margin: 20px 0; box-shadow: 0 2px 8px rgba(0,0,0,0.08); border-left: 4px solid #ed8936; }#quiz-2e28daac .question-adv h3 { margin-top: 0; color: #2d3748; }#quiz-2e28daac .code-block { background: #1e1e1e; color: #d4d4d4; padding: 14px; border-radius: 6px; font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace; font-size: 0.9em; overflow-x: auto; margin: 12px 0; white-space: pre-wrap; }#quiz-2e28daac .options-adv { list-style: none; padding: 0; }#quiz-2e28daac .options-adv li { padding: 14px 16px; margin: 10px 0; border: 2px solid #e2e8f0; border-radius: 8px; cursor: pointer; transition: all 0.2s; }#quiz-2e28daac .options-adv li:hover:not(.disabled) { border-color: #ed8936; background: #fffaf0; }#quiz-2e28daac .options-adv li.disabled { cursor: default; opacity: 0.7; }#quiz-2e28daac .options-adv li.show-answer { border-color: #48bb78; background: #f0fff4; }#quiz-2e28daac .options-adv li.wrong { border-color: #fc8181; background: #fff5f5; }#quiz-2e28daac .feedback-adv { margin-top: 16px; padding: 14px; border-radius: 8px; display: none; line-height: 1.6; }#quiz-2e28daac .feedback-adv.correct { background: #f0fff4; color: #276749; display: block; }#quiz-2e28daac .feedback-adv.wrong { background: #fff5f5; color: #c53030; display: block; }#quiz-2e28daac .feedback-adv \n      .score-adv { text-align: center; font-size: 1.4em; padding: 24px; background: white; border-radius: 10px; margin-top: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); }#quiz-2e28daac .intro { background: #ebf8ff; padding: 16px; border-radius: 8px; margin-bottom: 20px; color: #2c5282; }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1a\u7528 Unlimited-OCR \u5f9e\u5716\u7247\u8403\u53d6\u6587\u5b57<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u5728\u5be6\u969b\u60c5\u5883\u4e2d\u61c9\u7528\u6240\u5b78\u3002<br \/>\n      \u5171 5 \u984c\uff0c\u5305\u542b\u60c5\u5883\u984c\u8207\u932f\u8aa4\u8a3a\u65b7\u984c\u3002\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u60c5\u5883\u5224\u65b7 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">AI \u4ea4\u51fa\u4e00\u6bb5 OCR \u7a0b\u5f0f\uff0c\u6703\u628a\u8fa8\u8b58\u7d50\u679c\u76f4\u63a5\u5b58\u9032\u8cc7\u6599\u5eab\uff1a\n\ntext = ocr.read(image).text\nsave_to_database(text)\n\n\u9019\u6279\u5716\u7247\u662f\u6383\u63cf\u7684\u300c\u9280\u884c\u5c0d\u5e33\u55ae\u300d\uff0c\u542b\u91d1\u984d\u8207\u5e33\u865f\u3002\n\u4f60\u8eab\u70ba\u9a57\u6536\u8005\uff0c\u6700\u8a72\u8981\u6c42 AI \u88dc\u4e0a\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'C')\">A. \u628a text \u5168\u90e8\u8f49\u6210\u5927\u5beb\u518d\u5b58<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'C')\">B. \u6539\u7528\u66f4\u5feb\u7684 GPU \u52a0\u901f\u8fa8\u8b58<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'C')\">C. \u5728\u5b58\u6a94\u524d\u6a19\u8a18\u51fa\u4fe1\u5fc3\u5206\u6578\u904e\u4f4e\u7684\u884c\uff0c\u8b93\u4eba\u5de5\u62bd\u9a57\uff0c\u907f\u514d\u932f\u5b57\u76f4\u63a5\u9032\u8cc7\u6599\u5eab<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'C')\">D. \u628a\u5716\u7247\u6539\u5b58\u6210 PNG \u683c\u5f0f\u518d\u8fa8\u8b58<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u60c5\u5883\u5224\u65b7 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u8981\u8fa8\u8b58\u4e00\u4efd\u300c\u96d9\u6b04\u6392\u7248\u300d\u7684\u671f\u520a\u6587\u4ef6\uff0c\nAI \u76ee\u524d\u7684\u7a0b\u5f0f\u76f4\u63a5\u5370\u51fa result.text\uff0c\n\u7d50\u679c\u5de6\u53f3\u5169\u6b04\u7684\u6587\u5b57\u88ab\u4ea4\u932f\u63a5\u5728\u4e00\u8d77\uff0c\u8b80\u8d77\u4f86\u50cf\u4e82\u78bc\u3002\n\n\u6700\u5408\u9069\u7684\u8655\u7406\u65b9\u5f0f\u662f\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'B')\">A. \u63d0\u9ad8 lang \u53c3\u6578\u7684\u8a9e\u8a00\u6578\u91cf<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'B')\">B. \u6539\u7528\u6bcf\u884c\u7684 box \u5ea7\u6a19\uff0c\u5148\u5206\u6b04\u3001\u518d\u7531\u4e0a\u5230\u4e0b\u6392\u5e8f\u5f8c\u8f38\u51fa<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'B')\">C. \u628a\u5716\u7247\u8f49\u7070\u968e\u5c31\u80fd\u81ea\u52d5\u4fee\u6b63\u9806\u5e8f<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'B')\">D. \u628a confidence \u9580\u6abb\u8abf\u9ad8<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u60c5\u5883\u5224\u65b7 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u624b\u4e0a\u6709\u4e00\u4efd\u300c\u53ef\u4ee5\u76f4\u63a5\u9078\u53d6\u6587\u5b57\u300d\u7684\u539f\u751f PDF \u5408\u7d04\uff0c\n\u4e3b\u7ba1\u8981\u4f60\u628a\u88e1\u9762\u7684\u689d\u6b3e\u62bd\u51fa\u4f86\u505a\u641c\u5c0b\u3002\n\n\u4f9d\u6587\u7ae0\u89c0\u9ede\uff0c\u6700\u6070\u7576\u7684\u505a\u6cd5\u662f\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'D')\">A. \u5148\u628a PDF \u6bcf\u9801\u622a\u5716\uff0c\u518d\u4e1f OCR\uff0c\u6e96\u78ba\u7387\u6700\u9ad8<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'D')\">B. \u4e00\u5b9a\u8981\u7528 OCR\uff0c\u5426\u5247\u641c\u5c0b\u4e0d\u5230\u6587\u5b57<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'D')\">C. \u5148\u628a PDF \u5370\u51fa\u4f86\u62cd\u7167\u518d OCR<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'D')\">D. \u76f4\u63a5\u62bd\u53d6 PDF \u65e2\u6709\u6587\u5b57\uff0c\u4e0d\u5fc5\u7e5e\u53bb OCR\uff08OCR \u6703\u5e73\u767d\u5f15\u5165\u932f\u5b57\u7387\uff09<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u932f\u8aa4\u8a3a\u65b7 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u540c\u4e8b\u62ff\u624b\u6a5f\u62cd\u4e86\u4e00\u5f35\u300c\u6709\u9ede\u6b6a\u3001\u5149\u7dda\u504f\u6697\u300d\u7684\u5408\u7d04\u7167\u7247\uff0c\n\u76f4\u63a5\u8dd1\uff1a\n\nresult = ocr.read(Image.open(&#8220;skewed_dark_photo.jpg&#8221;))\nprint(result.text)\n\n\u8f38\u51fa\u932f\u5b57\u975e\u5e38\u591a\u3002\u6700\u53ef\u80fd\u7684\u6839\u672c\u539f\u56e0\u662f\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'A')\">A. \u6c92\u505a\u4efb\u4f55\u524d\u8655\u7406\uff08\u7070\u968e\/\u4e8c\u503c\u5316\/\u65cb\u8f49\u6821\u6b63\uff09\uff0c\u6b6a\u53c8\u6697\u7684\u539f\u5716\u76f4\u63a5\u8fa8\u8b58<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'A')\">B. Pillow \u7248\u672c\u592a\u820a\uff0c\u9700\u8981\u5347\u7d1a<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'A')\">C. \u6c92\u6709\u7528 with \u958b\u555f\u6a94\u6848<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'A')\">D. print \u61c9\u8a72\u6539\u6210 logging<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u932f\u8aa4\u8a3a\u65b7 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u4e00\u5f35\u53ea\u6709 80px \u9ad8\u3001\u6a21\u7cca\u7684\u5c0f\u622a\u5716\uff0cAI \u9019\u6a23\u8655\u7406\uff1a\n\nimg = Image.open(&#8220;tiny_screenshot.png&#8221;)\nimg = img.resize((img.width*5, img.height*5))  # \u653e\u5927 5 \u500d\nresult = ocr.read(img)\n\n\u8fa8\u8b58\u7d50\u679c\u4f9d\u7136\u662f\u4e00\u5806\u4e82\u731c\u7684\u5b57\u3002\u70ba\u4ec0\u9ebc\u653e\u5927\u6551\u4e0d\u56de\u4f86\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'B')\">A. \u653e\u5927\u500d\u7387\u4e0d\u5920\uff0c\u61c9\u653e\u5927 20 \u500d<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'B')\">B. \u539f\u5716\u5b57\u9ad8\u4e0d\u8db3\u3001\u5df2\u7d93\u7cca\u6389\uff0c\u653e\u5927\u53ea\u662f\u653e\u5927\u7cca\u584a\uff0c\u88dc\u4e0d\u56de\u539f\u672c\u4e0d\u5b58\u5728\u7684\u7d30\u7bc0\uff0c\u61c9\u6539\u7528\u66f4\u9ad8\u89e3\u6790\u5ea6\u539f\u5716<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'B')\">C. resize \u7528\u932f\u51fd\u5f0f\uff0c\u61c9\u8a72\u7528 crop<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'B')\">D. \u56e0\u70ba\u6c92\u8a2d lang \u53c3\u6578<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"OCR \u4e00\u5b9a\u6709\u932f\u5b57\u7387\uff08\u628a 0 \u8a8d\u6210 O\uff09\uff0c\u91d1\u984d\/\u5e33\u865f\u53ea\u8981\u4e00\u5b57\u932f\u5c31\u662f\u4e8b\u6545\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u5148\u628a\u4f4e\u4fe1\u5fc3\u7684\u884c\u6a19\u8a18\u51fa\u4f86\u4f9b\u4eba\u5de5\u62bd\u9a57\uff0c\u518d\u6c7a\u5b9a\u662f\u5426\u5165\u5eab\uff0c\u800c\u975e\u7121\u689d\u4ef6\u4fe1\u4efb\u3002\",\n        2: \"result.text \u9810\u8a2d\u53ef\u80fd\u53ea\u662f\u7531\u4e0a\u5230\u4e0b\u786c\u63a5\uff0c\u96d9\u6b04\/\u8868\u683c\u6703\u9806\u5e8f\u932f\u4e82\u3002\u6b63\u89e3\u662f\u7528\u6bcf\u884c\u7684 box \u5ea7\u6a19\u5148\u5206\u6b04\u3001\u518d\u7531\u4e0a\u5230\u4e0b\u6392\u5e8f\uff0c\u4e26\u4fdd\u7559\u6b04\u4f4d\u5c0d\u61c9\u95dc\u4fc2\u3002\u8f49\u7070\u968e\u3001\u8abf confidence \u90fd\u7121\u6cd5\u4fee\u6b63\u9806\u5e8f\u3002\",\n        3: \"OCR \u662f\u300c\u53ea\u5269\u5716\u7247\u3001\u6c92\u6709\u539f\u59cb\u6587\u5b57\u300d\u6642\u7684\u6551\u63f4\u624b\u6bb5\uff0c\u4e00\u5b9a\u5f15\u5165\u932f\u5b57\u7387\u3002\u539f\u751f\u53ef\u9078\u53d6\u6587\u5b57\u7684 PDF \u61c9\u76f4\u63a5\u62bd\u6587\u5b57\uff0c\u7e5e\u53bb OCR \u53cd\u800c\u964d\u4f4e\u54c1\u8cea\u3002\",\n        4: \"\u6b6a\u3001\u6697\u3001\u53cd\u5149\u7684\u539f\u59cb\u7167\u7247\u672a\u7d93\u524d\u8655\u7406\u76f4\u63a5\u8fa8\u8b58\uff0c\u6e96\u78ba\u7387\u6703\u5927\u5e45\u4e0b\u964d\u3002\u61c9\u52a0\u4e0a\u8f49\u7070\u968e\u3001\u65cb\u8f49\u6821\u6b63\uff08deskew\uff09\u3001\u4e8c\u503c\u5316\uff0c\u4e26\u5b58\u51fa\u524d\u8655\u7406\u5f8c\u7684\u5716\u6aa2\u67e5\u6548\u679c\u3002\",\n        5: \"\u5b57\u9ad8\u592a\u5c0f\uff08\u5efa\u8b70\u6bcf\u5b57\u81f3\u5c11 20~30 \u50cf\u7d20\u9ad8\uff09\u672c\u8eab\u8cc7\u8a0a\u5c31\u4e0d\u8db3\uff0c\u653e\u5927\u4e00\u5f35\u5df2\u7cca\u6389\u7684\u5716\u53ea\u662f\u653e\u5927\u7cca\u584a\uff0c\u6551\u4e0d\u56de\u4e0d\u5b58\u5728\u7684\u7d30\u7bc0\u3002\u6b63\u89e3\u662f\u63db\u66f4\u9ad8\u89e3\u6790\u5ea6\u7684\u539f\u5716\u3002\"\n      };\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n        question.classList.add(\"answered\");\n        answeredAdv++;\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) opt.classList.add(\"show-answer\");\n        });\n        const feedback = document.getElementById(\"fbAdv\" + qNum);\n        if (selected === correctAns) {\n          correctAdv++;\n          feedback.className = \"feedback-adv correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanationsAdv[qNum];\n        } else {\n          feedback.className = \"feedback-adv wrong\";\n          feedback.innerHTML = \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) opt.classList.add(\"wrong\");\n          });\n        }\n        if (answeredAdv === totalAdv) {\n          const scoreDiv = document.getElementById(\"scoreAdv\");\n          scoreDiv.style.display = \"block\";\n          let msg = \"\";\n          if (correctAdv === totalAdv) msg = \"\ud83c\udfaf \u5b8c\u7f8e\uff01\u4f60\u5df2\u7d93\u6e96\u5099\u597d\u5be6\u6230\u4e86\uff01\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.8)) msg = \"\ud83d\udcaa \u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6)) msg = \"\ud83d\udcd6 \u5efa\u8b70\u91cd\u8b80\u76f8\u95dc\u6bb5\u843d\u5f8c\u518d\u8a66\u4e00\u6b21\";\n          else msg = \"\ud83d\udd04 \u5efa\u8b70\u91cd\u65b0\u95b1\u8b80\u6587\u4ef6\uff0c\u7279\u5225\u6ce8\u610f\u64cd\u4f5c\u6d41\u7a0b\";\n          scoreDiv.innerHTML = \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correctAdv + \" \/ \" + totalAdv + \"<br>\" + msg;\n        }\n      }\n    \n<\/script>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6e2c\u9a57\uff1a\u7528 Unlimited-OCR \u5f9e\u5716\u7247\u8403\u53d6\u6587\u5b57 \u5171 5 \u984c\uff0c\u9ede\u9078\u7b54\u6848\u5f8c\u6703\u7acb\u5373\u986f\u793a\u7d50\u679c 1. \u6839\u64da\u6587\u7ae0\uff0cO [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rolpb_likes":0,"footnotes":""},"categories":[896],"tags":[897,899,900,898,901],"class_list":["post-852","post","type-post","status-publish","format-standard","hentry","category-unlimited-ocr","tag-ocr","tag-899","tag-900","tag-898","tag-901"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"_links":{"self":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/852","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/comments?post=852"}],"version-history":[{"count":1,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/852\/revisions"}],"predecessor-version":[{"id":865,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/852\/revisions\/865"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=852"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=852"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=852"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}