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\/>\n1.\u5f3a\u5927\u7684\u7279\u5f81\u63d0\u53d6\u80fd\u529b\u200b<br \/>\nCNN\u80fd\u591f\u81ea\u52a8\u4ece\u5927\u91cf\u8f66\u724c\u56fe\u50cf\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u6709\u6548\u7684\u7279\u5f81\u8868\u793a&#xff0c;\u65e0\u9700\u4eba\u5de5\u624b\u52a8\u8bbe\u8ba1\u590d\u6742\u7684\u7279\u5f81\u63d0\u53d6\u89c4\u5219\u3002\u901a\u8fc7\u591a\u5c42\u5377\u79ef\u548c\u6c60\u5316\u64cd\u4f5c&#xff0c;\u6a21\u578b\u53ef\u4ee5\u9010\u6b65\u63d0\u53d6\u8f66\u724c\u5b57\u7b26\u7684\u5c40\u90e8\u548c\u5168\u5c40\u7279\u5f81&#xff0c;\u4ece\u7b80\u5355\u7684\u8fb9\u7f18\u3001\u7eb9\u7406\u7279\u5f81\u5230\u590d\u6742\u7684\u5b57\u7b26\u7ed3\u6784\u7279\u5f81&#xff0c;\u90fd\u80fd\u591f\u51c6\u786e\u5730\u6355\u6349\u548c\u5b66\u4e60&#xff0c;\u8fd9\u4f7f\u5f97\u7cfb\u7edf\u5728\u9762\u5bf9\u5404\u79cd\u590d\u6742\u60c5\u51b5\u7684\u8f66\u724c\u65f6&#xff0c;\u4f9d\u7136\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u3002\u200b<br \/>\n2.\u9ad8\u8bc6\u522b\u51c6\u786e\u7387\u200b<br \/>\n\u76f8\u6bd4\u4f20\u7edf\u8f66\u724c\u8bc6\u522b\u65b9\u6cd5&#xff0c;\u57fa\u4e8eCNN\u7684\u7cfb\u7edf\u5728\u8bc6\u522b\u51c6\u786e\u7387\u4e0a\u6709\u4e86\u663e\u8457\u63d0\u5347\u3002\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3&#xff0c;\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u5230\u4e0d\u540c\u5730\u533a\u3001\u4e0d\u540c\u8f66\u578b\u3001\u4e0d\u540c\u590d\u6742\u60c5\u51b5\u4e0b\u8f66\u724c\u7684\u7279\u5f81\u6a21\u5f0f&#xff0c;\u4ece\u800c\u6709\u6548\u5e94\u5bf9\u5149\u7167\u53d8\u5316\u3001\u8f66\u724c\u6c61\u635f\u3001\u503e\u659c\u7b49\u5e72\u6270\u56e0\u7d20&#xff0c;\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u7684\u8f66\u724c\u8bc6\u522b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e&#xff0c;\u8be5\u7cfb\u7edf\u7684\u8bc6\u522b\u51c6\u786e\u7387\u80fd\u591f\u8fbe\u523097%\u4ee5\u4e0a&#xff0c;\u8fdc\u8fdc\u9ad8\u4e8e\u4f20\u7edf\u65b9\u6cd5\u3002\u200b<br \/>\n3.\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u200b<br \/>\n\u7cfb\u7edf\u901a\u8fc7\u6570\u636e\u589e\u5f3a\u6280\u672f&#xff0c;\u5982\u65cb\u8f6c\u3001\u7f29\u653e\u3001\u6dfb\u52a0\u566a\u58f0\u7b49&#xff0c;\u6269\u5145\u4e86\u6570\u636e\u96c6\u7684\u89c4\u6a21\u548c\u591a\u6837\u6027\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u80fd\u591f\u63a5\u89e6\u5230\u66f4\u591a\u4e0d\u540c\u5f62\u6001\u7684\u8f66\u724c\u56fe\u50cf&#xff0c;\u4ece\u800c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b&#xff0c;\u5373\u80fd\u591f\u5bf9\u672a\u5728\u8bad\u7ec3\u96c6\u4e2d\u51fa\u73b0\u8fc7\u7684\u65b0\u7684\u8f66\u724c\u56fe\u50cf\u8fdb\u884c\u51c6\u786e\u8bc6\u522b&#xff0c;\u9002\u5e94\u5404\u79cd\u590d\u6742\u591a\u53d8\u7684\u5b9e\u9645\u573a\u666f\u3002\u200b<br \/>\n4.\u5b9e\u65f6\u6027\u5f3a\u200b<br \/>\n\u5728\u6a21\u578b\u8bbe\u8ba1\u548c\u4f18\u5316\u8fc7\u7a0b\u4e2d&#xff0c;\u5145\u5206\u8003\u8651\u4e86\u7cfb\u7edf\u7684\u5b9e\u65f6\u6027\u8981\u6c42\u3002\u901a\u8fc7\u5bf9\u7f51\u7edc\u7ed3\u6784\u7684\u7cbe\u7b80\u548c\u7b97\u6cd5\u7684\u4f18\u5316&#xff0c;\u51cf\u5c11\u4e86\u6a21\u578b\u7684\u8ba1\u7b97\u91cf\u548c\u8fd0\u884c\u65f6\u95f4&#xff0c;\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u5728\u77ed\u65f6\u95f4\u5185\u5b8c\u6210\u8f66\u724c\u7684\u8bc6\u522b\u4efb\u52a1\u3002\u5e73\u5747\u8bc6\u522b\u65f6\u95f4\u7f29\u77ed\u81f32\u79d2\u4ee5\u5185&#xff0c;\u6ee1\u8db3\u4e86\u4ea4\u901a\u7ba1\u7406\u3001\u505c\u8f66\u573a\u7ba1\u7406\u7b49\u5b9e\u9645\u5e94\u7528\u573a\u666f\u5bf9\u5b9e\u65f6\u6027\u7684\u8981\u6c42\u3002<\/p>\n<h3>\u4e8c\u3001\u6587\u6863\u4ecb\u7ecd<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010024111-6ac9a5c73dc60.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010024111-6ac9a5c7efac1.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010024112-6ac9a5c891c2c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010024113-6ac9a5c9372d0.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261010024113-6ac9a5c9d08cd.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4e09\u3001\u9879\u76ee\u8bbe\u8ba1<\/h3>\n<p>\u6784\u5efa\u6570\u636e\u96c6<br \/>\n\u5728\u57fa\u4e8eCNN\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u8f66\u724c\u8bc6\u522b\u7cfb\u7edf\u4e2d&#xff0c;\u6784\u5efa\u4e00\u4e2a\u9ad8\u8d28\u91cf\u3001\u4e30\u5bcc\u591a\u6837\u7684\u6570\u636e\u96c6\u662f\u786e\u4fdd\u6a21\u578b\u6027\u80fd\u7684\u5173\u952e\u3002\u6570\u636e\u96c6\u7684\u8d28\u91cf\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u5bf9\u5404\u79cd\u8f66\u724c\u7279\u5f81\u7684\u5b66\u4e60\u6548\u679c&#xff0c;\u8fdb\u800c\u51b3\u5b9a\u8bc6\u522b\u7cfb\u7edf\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027\u3002\u200b<br \/>\n4.1.1\u6570\u636e\u6765\u6e90\u200b<br \/>\n\u4e3a\u4e86\u4f7f\u6570\u636e\u96c6\u5177\u6709\u5e7f\u6cdb\u7684\u4ee3\u8868\u6027&#xff0c;\u6570\u636e\u6765\u6e90\u5e94\u591a\u6837\u5316\u3002\u4e3b\u8981\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u6536\u96c6\u8f66\u724c\u56fe\u50cf&#xff1a;\u200b<br \/>\n\u5b9e\u5730\u62cd\u6444&#xff1a;\u5728\u4e0d\u540c\u5730\u533a\u7684\u505c\u8f66\u573a\u3001\u4ea4\u901a\u8def\u53e3\u3001\u9ad8\u901f\u516c\u8def\u6536\u8d39\u7ad9\u7b49\u573a\u6240&#xff0c;\u4f7f\u7528\u9ad8\u6e05\u6444\u50cf\u5934\u91c7\u96c6\u8f66\u8f86\u8f66\u724c\u56fe\u50cf\u3002\u8fd9\u4e9b\u56fe\u50cf\u6db5\u76d6\u4e86\u5404\u79cd\u5929\u6c14\u6761\u4ef6&#xff08;\u6674\u5929\u3001\u9634\u5929\u3001\u96e8\u5929\u3001\u96ea\u5929&#xff09;\u3001\u4e0d\u540c\u65f6\u95f4\u6bb5&#xff08;\u767d\u5929\u3001\u591c\u665a&#xff09;\u4ee5\u53ca\u4e0d\u540c\u5149\u7167\u73af\u5883&#xff08;\u5f3a\u5149\u76f4\u5c04\u3001\u9006\u5149\u3001\u5f31\u5149&#xff09;\u4e0b\u7684\u8f66\u724c\u60c5\u51b5\u3002\u200b<br \/>\n\u7f51\u7edc\u6536\u96c6&#xff1a;\u4ece\u4e92\u8054\u7f51\u4e0a\u641c\u7d22\u516c\u5f00\u7684\u8f66\u724c\u56fe\u50cf\u6570\u636e\u96c6&#xff0c;\u4ee5\u53ca\u4e00\u4e9b\u8f66\u8f86\u76f8\u5173\u7684\u8bba\u575b\u3001\u7f51\u7ad9\u4e0a\u7528\u6237\u5206\u4eab\u7684\u8f66\u724c\u56fe\u7247\u3002\u8fd9\u4e9b\u56fe\u7247\u6765\u6e90\u5e7f\u6cdb&#xff0c;\u5305\u542b\u4e86\u4e0d\u540c\u8f66\u578b\u3001\u4e0d\u540c\u5730\u533a\u7684\u8f66\u724c&#xff0c;\u80fd\u591f\u4e30\u5bcc\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u3002\u200b<br \/>\n\u6a21\u62df\u751f\u6210&#xff1a;\u5229\u7528\u56fe\u50cf\u5904\u7406\u8f6f\u4ef6\u548c\u8f66\u724c\u751f\u6210\u5de5\u5177&#xff0c;\u6a21\u62df\u751f\u6210\u4e00\u4e9b\u5177\u6709\u7279\u5b9a\u7279\u5f81\u7684\u8f66\u724c\u56fe\u50cf&#xff0c;\u5982\u8f66\u724c\u503e\u659c\u3001\u5b57\u7b26\u6a21\u7cca\u3001\u8f66\u724c\u6c61\u635f\u7b49\u60c5\u51b5\u3002\u901a\u8fc7\u6a21\u62df\u751f\u6210\u7684\u6570\u636e&#xff0c;\u53ef\u4ee5\u9488\u5bf9\u6027\u5730\u589e\u5f3a\u6a21\u578b\u5bf9\u590d\u6742\u60c5\u51b5\u7684\u9002\u5e94\u80fd\u529b\u3002\u200b<br \/>\n\u8f66\u724c\u56fe\u50cf\u6570\u636e\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b&#xff1a;\u8f66\u724c\u5b9a\u4f4d\u6570\u636e\u548c\u5b57\u7b26\u8bc6\u522b\u6570\u636e\u3002\u200b<\/p>\n<p>\u73af\u5883\u642d\u5efa<br \/>\n\u64cd\u4f5c\u7cfb\u7edf\u9009\u7528 Windows 10\u7cfb\u7edf&#xff0c;\u3002\u5f00\u53d1\u8bed\u8a00\u9996\u9009 Python&#xff0c;\u56e0\u5176\u7b80\u6d01\u6613\u8bfb\u3001\u62e5\u6709\u4e30\u5bcc\u7684\u5e93\u548c\u6846\u67b6&#xff0c;\u6781\u5927\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b\u3002\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u63a8\u8350\u4f7f\u7528 TensorFlow \u6216 PyTorch&#xff0c;\u4ee5 TensorFlow \u4e3a\u4f8b&#xff0c;\u53ef\u901a\u8fc7 pip \u547d\u4ee4 \u201cpip install tensorflow\u201d \u5feb\u901f\u5b89\u88c5&#xff0c;\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u786e\u4fdd\u7f51\u7edc\u7a33\u5b9a\u3002OpenCV \u662f\u56fe\u50cf\u5904\u7406\u5fc5\u5907\u5e93&#xff0c;\u5229\u7528 \u201cpip install opencv &#8211; python\u201d \u5373\u53ef\u5b8c\u6210\u5b89\u88c5&#xff0c;\u5b83\u63d0\u4f9b\u4e86\u4f17\u591a\u56fe\u50cf\u9884\u5904\u7406\u3001\u7279\u5f81\u63d0\u53d6\u4e0e\u5206\u6790\u7684\u51fd\u6570\u3002\u6b64\u5916&#xff0c;\u8fd8\u9700\u5b89\u88c5 NumPy \u7528\u4e8e\u6570\u503c\u8ba1\u7b97&#xff0c;SciPy \u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97&#xff0c;Matplotlib 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