{"id":2693,"date":"2023-06-10T20:39:46","date_gmt":"2023-06-10T12:39:46","guid":{"rendered":"https:\/\/divis.cn\/?p=2693"},"modified":"2026-02-08T11:36:35","modified_gmt":"2026-02-08T03:36:35","slug":"ai%e7%bb%98%e7%94%bb%e7%9a%84%e7%9b%ae%e6%a0%87%e4%b8%8e%e6%8c%91%e6%88%98","status":"publish","type":"post","link":"https:\/\/www.divis.cn\/index.php\/2023\/06\/10\/ai%e7%bb%98%e7%94%bb%e7%9a%84%e7%9b%ae%e6%a0%87%e4%b8%8e%e6%8c%91%e6%88%98\/","title":{"rendered":"AI\u7ed8\u753b\u7684\u76ee\u6807\u4e0e\u6311\u6218"},"content":{"rendered":"
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\u5927\u5bb6\u63a5\u89e6AI\u7ed8\u753b\uff0c\u4e0d\u80fd\u4ec5\u4ec5\u628a\u81ea\u5df1\u7684\u76ee\u6807\u653e\u5728\u5c1d\u8bd5\u5404\u79cd\u5de5\u5177\u4e0a\u3002\u90a3\u6837\u867d\u7136\u53ef\u4ee5\u5b66\u4f1a\u4e00\u4e9b\u5de5\u5177\u7684\u4f7f\u7528\uff0c\u4f46\u662f\u505a\u4e0d\u51fa\u597d\u7684\u56fe\u753b\uff0c\u505a\u4e0d\u51fa\u6709\u6df1\u5ea6\u7684\u7814\u7a76\u3002\u5728\u5c1d\u8bd5\u8fd9\u4e9b\u5de5\u5177\u7684\u540c\u65f6\uff0c\u53ef\u4ee5\u8003\u8651\u4ee5\u4e0b\u95ee\u9898\uff1a<\/span><\/p>\n

0.AI\u7ed8\u753b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u7684\u5173\u7cfb<\/span><\/h1>\n

AI\u7ed8\u753b\u5c5e\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u4e2d\u56fe\u50cf\u751f\u6210\u5b50\u7c7b\u7684\u7814\u7a76\u6210\u679c\u3002<\/span><\/p>\n

\u8ba1\u7b97\u673a\u89c6\u89c9\uff08computer vision\uff09\u65e8\u5728\u8ba9\u673a\u5668\u50cf\u4eba\u4e00\u6837\u5904\u7406\u89c6\u89c9\u5bf9\u8c61\u3002<\/span><\/strong><\/p>\n

\u4e0e\u4e4b\u7c7b\u4f3c\u7684\u8bcd\u6c47\u662f\u673a\u5668\u89c6\u89c9\uff08machine vision\uff09\uff0c \u4f46\u662f\u673a\u5668\u89c6\u89c9\u66f4\u504f\u91cd\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u5de5\u7a0b\u5e94\u7528\uff0c\u800c\u8ba1\u7b97\u673a\u89c6\u89c9\u5219\u66f4\u504f\u5411\u5b66\u672f\u7684\u7b97\u6cd5\u7814\u7a76\u3002\u7b80\u5355\u7684\u8bf4\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u76f8\u5f53\u4e8e\u8bbe\u8ba1API\uff0c\u673a\u5668\u89c6\u89c9\u76f8\u5f53\u4e8e\u8c03\u7528API\u5f00\u53d1\u8f6f\u4ef6\u3002\u5982\u679c\u53ea\u662f\u5c31\u56fe\u50cf\u5185\u5bb9\u5e94\u5982\u4f55\u7406\u89e3\u7684\u4e00\u822c\u6027\u8ba8\u8bba\uff0c\u5219\u4e24\u4e2a\u8bcd\u53ef\u4ee5\u6df7\u7528\u3002<\/span><\/p>\n

\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u9876\u7ea7\u4f1a\u8bae\u6709CVPR\u3001ICCV\u3001\u548cECCV\uff0c\u6b64\u5916ICLR\u4e5f\u6709\u4e0d\u5c11\u8ba1\u7b97\u673a\u89c6\u89c9\u8bba\u6587\u3002\u9876\u7ea7\u671f\u520a\u6709IJCV\u548cTPAMI\u7b49\u3002\u8fd1\u6765\u8ba1\u7b97\u673a\u662f\u7684\u4f1a\u8bae\u975e\u5e38\u706b\u7206\uff0cCVPR\u5e74\u6295\u7a3f\u91cf\u4ece2020\u5e74\u5c31\u8d85\u8fc71\u4e07\u7bc7\uff0c\u5f55\u7528\u91cf\u57282022\u5e74\u4e5f\u8d85\u8fc7\u4e862000\u3002\u7531\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u4e3b\u6d41\u89e3\u51b3\u65b9\u6848\u662f\u4ee5\u6df1\u5ea6\u5b66\u4e60\uff08deep learning\uff09\u4e3a\u4ee3\u8868\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u6240\u4ee5\u4f60\u53ef\u80fd\u4e5f\u542c\u8bf4\u8fd9\u4e9b\u4f1a\u8bae\u662f\u6240\u8c13\u7b97\u6cd5\u5708\u7684\u4f1a\u8bae\u3001\u673a\u5668\u5b66\u4e60\u5708\u7684\u4f1a\u8bae\uff0c\u8fd9\u53ea\u662f\u7814\u7a76\u5185\u5bb9\u4e0e\u7814\u7a76\u65b9\u6cd5\u4e4b\u95f4\u7684\u533a\u522b\u3002<\/span><\/p>\n

\u8ba1\u7b97\u673a\u89c6\u89c9\u5927\u81f4\u5305\u542b\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/span><\/p>\n

    \n
  1. \u56fe\u50cf\u7406\u89e3<\/span><\/strong>\uff08\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u8bc6\u522b\u3001\u56fe\u50cf\u5206\u5272\uff09<\/span><\/li>\n
  2. \u56fe\u50cf\u751f\u6210<\/span><\/strong>\uff08\u8d85\u5206\u8fa8\u7387\u3001\u6587\u672cto\u56fe\u50cf\u3001\u56fe\u50cf\u53bb\u566a\u3001\u98ce\u683c\u8fc1\u79fb\uff0c\u89c6\u9891\u751f\u6210\uff09<\/span><\/li>\n
  3. \u56fe\u50cf\u68c0\u7d22<\/span><\/strong>\uff08\u4ee5\u56fe\u641c\u56fe\u3001\u4ee5\u6587\u641c\u56fe\uff0c\u89c6\u9891\u641c\u7d22\uff09<\/span><\/li>\n
  4. \u56fe\u50cf\u5e8f\u5217<\/span><\/strong>\uff08\u76ee\u6807\u8ddf\u8e2a\u3001\u56fe\u50cf\u5e8f\u5217\u5206\u7c7b\u3001\u6b65\u6001\u8bc6\u522b\uff09<\/span><\/li>\n
  5. \u591a\u6a21\u6001<\/span><\/strong>\uff08\u4e0eNLP\u7ed3\u5408\uff0c\u4e0e\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7ed3\u5408\u7b49\uff09<\/span><\/li>\n<\/ol>\n

    \u76ee\u524d\u7684AI\u7ed8\u753b\u6280\u672f\uff0c\u6838\u5fc3\u4ee5stable diffusion\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e3a\u4ee3\u8868\u7684text2image\u56fe\u50cf\u751f\u6210\u6280\u672f\u3002\u540c\u65f6\u5305\u542b\u591a\u6a21\u6001\uff08\u56fe\u751f\u56fe\u3001\u6587\u751f\u56fe\u3001\u6587\u751f\u89c6\u9891\u7b49\uff09\u3001\u56fe\u50cf\u7406\u89e3\uff08\u76ee\u6807\u8bc6\u522b\u3001\u56fe\u50cf\u5206\u5272\uff09\u3001\u56fe\u50cf\u751f\u6210\uff08\u8d85\u5206\u8fa8\u7387\u3001\u56fe\u50cf\u53bb\u566a\u3001\u98ce\u683c\u8fc1\u79fb\uff09\u7b49\u7b49\u5185\u5bb9\u3002\u6240\u4ee5\u4f60\u8d8a\u662f\u6df1\u5165\u4e86\u89e3AI\u7ed8\u753b\u6280\u672f\uff0c\u638c\u63e1\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u4e5f\u5c31\u8d8a\u591a\uff0c\u5bf9\u73b0\u5728\u4ee3\u8868\u5148\u8fdb\u751f\u4ea7\u529b\u7684\u6df1\u5ea6\u5b66\u4e60\/\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u7406\u89e3\u4e5f\u8d8a\u6df1\u5165\u3002<\/span><\/p>\n

    1.\u5982\u4f55\u786e\u4fdd\u72ec\u7279\u7684\u753b\u9762\u5185\u5bb9\/\u753b\u9762\u98ce\u683c\uff1f<\/span><\/h1>\n

    1.1 \u4ec0\u4e48\u662f\u753b\u9762\u5185\u5bb9<\/span><\/h2>\n

    \u753b\u9762\u5185\u5bb9\u6307\u7684\u662f\u56fe\u50cf\u6216\u827a\u672f\u4f5c\u54c1\u4e2d\u6240\u5448\u73b0\u7684\u7269\u4f53\u3001\u4eba\u7269\u3001\u666f\u89c2\u7b49\u53ef\u8bc6\u522b\u7684\u5143\u7d20\u548c\u4e3b\u9898\u3002\u5b83\u5173\u6ce8\u7684\u662f\u56fe\u50cf\u4e2d\u5177\u4f53\u7684\u5bf9\u8c61\u548c\u573a\u666f\u3002<\/span><\/p>\n

    \u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u4e00\u4e2a\u7814\u7a76\u65b9\u5411\uff1a\u5bf9\u8c61\u8bc6\u522b\uff0c\u5c31\u662f\u65e8\u5728\u8ba9\u8ba1\u7b97\u673a\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u548c\u7406\u89e3\u56fe\u50cf\u4e2d\u7684\u5bf9\u8c61\u3002\u5bf9\u8c61\u8bc6\u522b\u6280\u672f\u901a\u8fc7\u5206\u6790\u56fe\u50cf\u4e2d\u7684\u50cf\u7d20\u4fe1\u606f\u548c\u7279\u5f81\uff0c\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6216\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5bf9\u56fe\u50cf\u4e2d\u7684\u4e0d\u540c\u5bf9\u8c61\u8fdb\u884c\u5206\u7c7b\u548c\u6807\u8bc6\u3002<\/span><\/p>\n

    \n
    <\/div>\n

    \u8ba1\u7b97\u673a\u89c6\u89c9\u7684<\/span>\u56fe\u50cf\u7406\u89e3<\/span><\/strong>\u4e09\u5927\u4efb\u52a1\uff1a<\/span><\/p>\n

      \n
    1. \u56fe\u50cf\u5206\u7c7b<\/span><\/strong>\uff08Image Classification\uff09<\/span><\/li>\n
    2. \u76ee\u6807\u8bc6\u522b<\/span><\/strong>\uff1a\u76ee\u6807\u5b9a\u4f4d\uff08Object Localization\uff09– \u76ee\u6807\u68c0\u6d4b\uff08Object Detection\uff09<\/span><\/li>\n
    3. \u56fe\u50cf\u5206\u5272<\/span><\/strong>\uff1a\u8bed\u4e49\u5206\u5272\uff08Semantic Segmentation\uff09– \u5b9e\u4f8b\u5206\u5272\uff08Instance Segmentation\uff09–\u5168\u666f\u5206\u5272\uff08Panoptic Segmentation\uff09<\/span><\/li>\n<\/ol>\n

      \u5173\u4e8e\u8fd9\u4e9b\u6982\u5ff5\u7684\u5177\u4f53\u63cf\u8ff0\u8bf7\u89c1\uff1a<\/span>https:\/\/39.104.49.242\/archives\/2469<\/span><\/a><\/p>\n

      \u5173\u4e8e\u6b64\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\uff1a<\/span>\u5982\u4f55\u8bc4\u4ef7Meta\/FAIR \u6700\u65b0\u5de5\u4f5cSegment Anything\uff1f – \u77e5\u4e4e https:\/\/www.zhihu.com\/question\/593888697<\/a><\/span><\/p>\n

      \u73b0\u5728\u673a\u5668\u5728\u56fe\u50cf\u5206\u7c7b\u9886\u57df\u5df2\u7ecf\u8d85\u8fc7\u4e86\u4eba\u7c7b\uff0c\u4f46\u5728\u76ee\u6807\u8bc6\u522b\u548c\u56fe\u50cf\u5206\u5272\u7684\u90e8\u5206\u9886\u57df\u8fd8\u8fbe\u4e0d\u5230\u4eba\u7c7b\u7684\u51c6\u786e\u7387\u3002\u4f46\u6280\u672f\u6b63\u5728\u4e0d\u65ad\u5411\u524d\u53d1\u5c55\u3002<\/span><\/p>\n

      \n<\/div>\n

      1.2 \u4ec0\u4e48\u662f\u753b\u9762\u98ce\u683c<\/span><\/h2>\n

      \u753b\u9762\u98ce\u683c\u901a\u5e38\u6307\u7684\u662f\u56fe\u50cf\u6216\u827a\u672f\u4f5c\u54c1\u6240\u5448\u73b0\u51fa\u7684\u89c6\u89c9\u7279\u5f81\u548c\u98ce\u683c\u7279\u70b9\u3002\u4e0d\u540c\u7684\u753b\u9762\u98ce\u683c\u53ef\u4ee5\u901a\u8fc7\u8272\u5f69\u3001\u6784\u56fe\u3001\u7ebf\u6761\u3001\u5149\u5f71\u7b49\u65b9\u9762\u8868\u73b0\u51fa\u72ec\u7279\u7684\u89c6\u89c9\u6548\u679c\u548c\u60c5\u611f\u6c1b\u56f4\u3002\u4f8b\u5982\uff0c\u4e00\u5e45\u63cf\u7ed8\u8352\u51c9\u6c99\u6f20\u7684\u753b\u9762\uff0c\u53ef\u4ee5\u91c7\u7528\u9ec4\u8272\u8c03\u548c\u5927\u91cf\u7684\u8d1f\u7a7a\u95f4\u6765\u8868\u73b0\u8352\u51c9\u548c\u5bc2\u5bde\u7684\u611f\u89c9\uff0c\u8fd9\u6837\u7684\u753b\u9762\u98ce\u683c\u53ef\u4ee5\u66f4\u597d\u5730\u7a81\u51fa\u753b\u9762\u6240\u5c55\u73b0\u7684\u4e3b\u9898\u5185\u5bb9\u3002<\/span><\/p>\n

      \u9700\u8981\u6307\u51fa\u7684\u662f\uff0c\u753b\u9762\u98ce\u683c\u4e0d\u4ec5\u4ec5\u6307\u7f8e\u672f\u7ed8\u753b\uff0c\u4e5f\u53ef\u4ee5\u662f\u6444\u5f71\u3001\u5efa\u7b51\u3001\u8bbe\u8ba1\u56fe\u7b49\u4e00\u7cfb\u5217\u53ef\u4ee5\u7528\u56fe\u7247\u683c\u5f0f\u5b58\u50a8\u7684\u6570\u636e\u6240\u5448\u73b0\u51fa\u6765\u7684\u4eba\u7c7b\u4e3b\u89c2\u611f\u53d7\u3002<\/span><\/strong><\/p>\n

      \n

      <\/p>\n

      \u73b0\u5b9e\u4e3b\u4e49\uff08Realism\uff09\u98ce\u683c\u7ed8\u753b\uff1a19\u4e16\u7eaa\u5174\u8d77\u7684\u6cd5\u56fd\u753b\u6d3e\uff0c\u8ffd\u6c42\u771f\u5b9e\u548c\u5ba2\u89c2\u7684\u5448\u73b0\uff0c\u529b\u6c42\u51c6\u786e\u5730\u63cf\u7ed8\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u7ec6\u8282\u548c\u5f62\u8c61\u3002\u4ee3\u8868\u4f5c\u5982<\/span>\u8ba9-\u5f17\u6717\u7d22\u74e6\u00b7\u7c73\u52d2<\/span><\/a>\uff0c<\/span>\u300a\u62fe\u7a57\u8005\u300b<\/span><\/em> \uff0c\u53e4\u65af\u5854\u592b\u00b7\u5e93\u5c14\u8d1d\uff0c<\/span>\u6751\u91cc\u7684\u5e74\u8f7b\u5973\u58eb\u4eec\u3002<\/span><\/em><\/p>\n

      <\/p>\n

      \u50cf\u7d20\u753b\uff08pixel art\uff09\uff0c\u6700\u65e9\u662f\u4e3a\u4e86\u9002\u914d20\u4e16\u7eaa\u4e03\u516b\u5341\u5e74\u4ee3\u76848\u4f4d\u300116\u4f4d\u8ba1\u7b97\u673a\u7684\u4f4e\u5206\u8fa8\u7387\u56fe\u5f62\uff0c\u5c3d\u7ba1\u6280\u672f\u9650\u5236\u5df2\u7ecf\u88ab\u8d85\u8d8a\uff0c\u4f46\u50cf\u7d20\u753b\u4f5c\u4e3a\u4e00\u79cd\u65b0\u7684\u827a\u672f\u98ce\u683c\u88ab\u4fdd\u7559\u81f3\u4eca\u3002\uff08\u56fe\u7247\u6765\u6e90\uff1a<\/span>https:\/\/www.zcool.com.cn\/tag\/ZMTU3MDcy.html<\/span><\/a>\uff09<\/span><\/p>\n

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

      \u5efa\u7b51\u5e08\u7684\u8bbe\u8ba1\u98ce\u683c\uff1a<\/span>\u5b89\u85e4\u5fe0\u96c4\uff0c\u5916\u53f7<\/span>\u201c\u6e05\u6c34\u6df7\u51dd\u571f\u8bd7\u4eba\u201d\uff0c\u4f7f\u7528\u539f\u672c\u539a\u91cd\u3001\u7c97\u7cd9\u7684\u6e05\u6c34\u6df7\u51dd\u571f\uff0c\u8f6c\u5316\u4e3a\u4e00\u79cd\u7cbe\u81f4\u7ec6\u817b\u7684\u8d28\u611f\uff0c\u53ef\u4ee5\u4f7f\u4eba\u83b7\u5f97\u4e86\u4e00\u79cd\u72ec\u7279\u7684\u4f53\u9a8c\u3002<\/span><\/p>\n

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

      \u7535\u8def\u8bbe\u8ba1\u56fe\uff1a\u7535\u8def\u8bbe\u8ba1\u56fe\u662f\u6709\u7740\u89c4\u8303\u5316\u7684\u7b26\u53f7\u89c4\u5236\u6240\u8bbe\u8ba1\u51fa\u6765\u7684\u7279\u5b9a\u56fe\u5f62\u3002\u5176\u72ec\u7279\u98ce\u683c\u4e5f\u4ee4\u5176\u5e26\u6709\u8d5b\u535a\u670b\u514b\u610f\u5473\u7684\u7f8e\u5b66\u5ba1\u7f8e\u3002\u5982\u4f55\u7ed8\u753b\u7535\u8def\u8bbe\u8ba1\u56fe\uff0c\u5373\u5728\u7279\u5b9a\u7b26\u53f7\u89c4\u5236\u4e0b\u8fdb\u884c\u51c6\u786e\u7684\u5185\u5bb9\u8f93\u51fa\uff0c\u4e5f\u662f\u73b0\u4ecaAIGC\u9886\u57df\u7684\u6311\u6218\u4e4b\u4e00\u3002<\/span><\/p>\n<\/div>\n

      1.3 \u4e3a\u4ec0\u4e48\u8981\u901a\u8fc7AI\u6a21\u578b\u8bad\u7ec3\u6765\u5b9e\u73b0\u7279\u5b9a\u753b\u9762\u5185\u5bb9\/\u98ce\u683c\u7684\u751f\u6210\uff1f<\/span><\/h2>\n

      \u73b0\u5728\u4e3b\u6d41\u7684AI\u7ed8\u753b\u6a21\u578b\uff0c\u6709stable diffusion, DallE2, middlejourney\u7b49\u7b49\u3002<\/span><\/p>\n

      \u6211\u4eec\u73b0\u5728\u7528\u7684\uff0c\u4e5f\u662f\u5927\u591a\u6570\u4ece\u4e8bAIGC\u7814\u7a76\u7684\uff0c\u662f\u5f00\u6e90\u7684stable diffusion\u6a21\u578b\u3002<\/span><\/p>\n

      \u4f46\u65e0\u8bba\u662f\u662f\u54ea\u4e00\u79cd\u6a21\u578b\uff0c\u5176\u751f\u6210\u7ed3\u679c\u90fd\u662f\u5bf9\u8bad\u7ec3\u6570\u636e\u7684\u6392\u5217\u7ec4\u5408\u3002<\/span><\/p>\n

      \u6240\u4ee5\uff0c\u9996\u5148\u6211\u4eec\u5fc5\u987b\u786e\u5b9a\u7684\u4e00\u70b9\u662f\uff0cAI\u7ed8\u753b\u6a21\u578b\u4e0d\u80fd\u521b\u9020\u81ea\u5df1\u6ca1\u201c\u770b\u201d\u8fc7\u7684\u753b\u9762\u5185\u5bb9\/\u98ce\u683c\u3002\u5b83\u53ea\u662f\u5728\u8bad\u7ec3\u6570\u636e\u96c6\u57fa\u7840\u4e0a\u505a\u6392\u5217\u7ec4\u5408\u3002<\/span><\/strong><\/p>\n

      \n

      <\/p>\n

      \u5728AI\u7ed8\u753b\u706b\u70ed\u7684\u521d\u671f\uff082022\u5e74\u672b\uff09\uff0c\u7531\u4e8e\u4e13\u95e8\u7684\u8bad\u7ec3\u96c6\u8fd8\u592a\u5c11\uff0cAI\u7ed8\u753b\u6a21\u578b\u4e0d\u4f1a\u63cf\u8ff0\u5403\u9762\u8fd9\u4e2a\u884c\u4e3a\uff0c\u56e0\u4e3a\u65e9\u671f\u8bad\u7ec3\u96c6\u5927\u90e8\u5206\u91c7\u7528\u7684\u662f\u897f\u65b9\u6587\u5316\u80cc\u666f\u7684imageNet, coco\u7b49\u6570\u636e\u96c6\uff0c\u7f3a\u5c11\u4f7f\u7528\u7b77\u5b50\u8fd9\u6837\u7684\u6570\u636e\u8bad\u7ec3\u3002\u4e8e\u662f\u603b\u662f\u8ba9\u4eba\u7269\u505a\u51fa\u76f4\u63a5\u7528\u624b\u4f38\u8fdb\u6c64\u91cc\u6293\u9762\u4e4b\u7c7b\u7684\u5947\u8469\u4e3e\u52a8\u3002\u4f46\u5728\u4f7f\u7528\u4e86\u4e13\u95e8\u6570\u636e\u8bad\u7ec3\u540e\uff0c\u8fd9\u4e00\u73b0\u8c61\u5927\u5e45\u6539\u89c2\u3002\u6458\u81ea:<\/span>https:\/\/news.gamme.com.tw\/1751939<\/span><\/a><\/p>\n<\/div>\n

      \u867d\u7136AI\u7ed8\u753b\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u90fd\u4f7f\u7528\u4e861000\u4e07\u4ee5\u4e0a\u7684\u56fe\u6587\u5bf9\u8fdb\u884c\u8bad\u7ec3\uff0c\u8c8c\u4f3c\u89c1\u591a\u8bc6\u5e7f\uff0c\u4f46\u5176\u201c\u770b\u201d\u8fc7\u7684\u6570\u636e\u8fd8\u662f\u8fdc\u8fdc\u5c0f\u4e8e\u4eba\u7c7b\u793e\u4f1a\u62e5\u6709\u7684\u5404\u7c7b\u56fe\u6587\u6570\u636e\uff0c\u751a\u81f3\u56e0\u4e3a\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u504f\u5411\u6027\u4e5f\u95f9\u8fc7\u5f88\u591a\u7b11\u8bdd\uff1a\u4f8b\u5982\u4e0d\u4f1a\u753b\u624b\u3001\u753b\u7537\u4eba\u7684\u7cbe\u7ec6\u5ea6\u8fdc\u8fdc\u5c0f\u4e8e\u753b\u5973\u4eba\u7b49\u7b49\u3002<\/span><\/p>\n

      \u4e5f\u8bb8\u6709\u4e00\u5929\u4f1a\u6709\u4e00\u4e2a\u8d85\u5927\u6a21\u578b\u5c06\u6240\u6709\u4eba\u7c7b\u6570\u636e\u90fd\u878d\u5165\u5176\u4e2d\uff0c\u4f46\u663e\u7136\u5728\u53ef\u9884\u89c1\u7684\u672a\u6765\u5185\uff0c\u65e0\u8bba\u65f6\u7b97\u529b\u3001\u6210\u672c\u8fd8\u662f\u653f\u6cbb\u56e0\u7d20\u90fd\u65e0\u6cd5\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/span><\/p>\n

      \u6240\u4ee5\u5728\u73b0\u9636\u6bb5\u4e3a\u4e86\u5e94\u5bf9\u4eba\u7c7b\u591a\u6837\u5316\u7684\u9700\u6c42\uff0c\u4f9d\u7136\u9700\u8981\u4f7f\u7528\u5404\u79cd\u8bad\u7ec3\u6570\u636e\uff0c\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\u7684\u65b9\u5f0f\u8ba9AI\u7ed8\u753b\u6a21\u578b\u201c\u770b\u201d\u8fc7\u7279\u5b9a\u56fe\u753b\u98ce\u683c\u4ece\u800c\u66f4\u597d\u5730\u751f\u6210\u8fd9\u4e00\u7c7b\u56fe\u5f62\uff0c\u6216\u8005\u4e0e\u5176\u4ed6\u98ce\u683c\u6df7\u642d\u63a2\u7d22\u5176\u4ed6\u53ef\u80fd\u6027\u3002<\/span><\/p>\n

      2.SD\u6a21\u578b\u7684\u7ed3\u6784\u548c\u8bad\u7ec3\u65b9\u6cd5<\/span><\/h1>\n

      2.1 SD\u6a21\u578b\u7684\u7ed3\u6784<\/span><\/h2>\n

      <\/h2>\n

      stable diffusion\u6a21\u578b\uff08\u4e0b\u7b80\u79f0SD\u6a21\u578b\uff09\u5728huggingface\u4e0a\u57fa\u672c\u8fd0\u884c\u6d41\u7a0b\u5982\u4e0a\u56fe\u6240\u793a\u3002\u5176\u4e2d\u5305\u542b\u56db\u4e2a\u6a21\u5757\uff1a<\/span><\/p>\n

        \n
      1. clip \uff08<\/span><\/strong>token\u548ctext encoder<\/span><\/strong>\uff09<\/span><\/strong><\/li>\n<\/ol>\n

        clip\u6a21\u578b\u662f\u4ee5\u4e00\u4e2a\u975e\u5e38\u5f3a\u5927\u7684\u3001\u5177\u6709zero shot\u80fd\u529b\u7684\u56fe\u50cf\u5206\u7c7b\u5668\uff0c\u5176\u4e3b\u8981\u7ed3\u6784\u5305\u62ec\u5728GPT2\u57fa\u7840\u4e0a\u5f00\u53d1\u7684text encoder\uff08\u6587\u672c\u7f16\u7801\u5668\uff09\u548cimage encoder\uff08\u56fe\u50cf\u7f16\u7801\u5668\uff09\u4e24\u90e8\u5206\u3002SD\u6a21\u578b\u4e3a\u4e86\u5b9e\u73b0\u5bf9\u4e8e\u6587\u672c\u7684\u89e3\u6790\uff0c\u53ea\u4f7f\u7528\u4e86clip\u7684text encoder\u5b9e\u73b0\u6587\u672c\u5d4c\u5165\u3002<\/span><\/p>\n

        \u5f53\u7136\uff0c\u4e3a\u4e86\u8ba9text encoder\uff08\u6587\u672c\u7f16\u7801\u5668\uff09\u8d77\u4f5c\u7528\uff0c\u5c11\u4e0d\u4e86\u7528clip\u7684token\u6a21\u5757\u5c06\u8f93\u5165\u6587\u672c\u7f16\u7801\u4e3a\u7279\u5f81\u5411\u91cf\uff0c\u7136\u540e\u624d\u80fd\u8ba9text encoder\u505a\u6587\u672c\u5d4c\u5165\u3002\u8fd9\u4e2atoken\u6a21\u5757\u662f\u4f20\u7edfNLP\u6a21\u578b\u5fc5\u5907\u7684\u529f\u80fd\uff0c\u4e00\u822c\u4e0d\u7279\u522b\u8bf4\u660e\u3002<\/span><\/p>\n

          \n
        1. UNet<\/span><\/strong><\/li>\n<\/ol>\n

          UNet\u662f\u4e00\u79cd\u7ecf\u5178\u7684\u56fe\u50cf\u5206\u5272\u6a21\u578b\uff0c\u6700\u65e9\u8bde\u751f\u4e8e2015\u5e74\uff0c\u76ee\u6807\u662f\u505a\u533b\u7597\u56fe\u50cf\u7684\u8bed\u4e49\u5206\u5272\u4efb\u52a1\u3002\u5728Stable Diffusion\u6a21\u578b\u4e2d\uff0cUNet\u88ab\u7528\u4f5c\u56fe\u50cf\u751f\u6210\u7684\u89e3\u7801\u5668\uff0c\u8d1f\u8d23\u5c06\u6f5c\u5728\u5411\u91cf\u8f6c\u6362\u4e3a\u751f\u6210\u7684\u56fe\u50cf\u3002\u901a\u8fc7\u4f7f\u7528UNet\u7ed3\u6784\uff0cStable Diffusion\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u5b66\u4e60\u548c\u751f\u6210\u56fe\u50cf\u7684\u7ec6\u8282\u548c\u7ed3\u6784\uff0c\u4ece\u800c\u63d0\u9ad8\u751f\u6210\u8d28\u91cf\u3002UNet\u5728\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u5e38\u7528\u4e8e\u91cd\u5efa\u6a21\u578b\uff0c\u7528\u4e8e\u4ece\u4f4e\u7ef4\u6f5c\u5728\u7a7a\u95f4\u4e2d\u751f\u6210\u9ad8\u5206\u8fa8\u7387\u3001\u903c\u771f\u7684\u56fe\u50cf\u3002<\/span><\/p>\n

            \n
          1. VAE\uff08Image decoder\uff09<\/span><\/strong><\/li>\n<\/ol>\n

            \u6700\u540e\u7684\u6a21\u5757\u662fImage decoder\u6a21\u5757\uff0c\u7528\u6765\u5c06latent\u8fd8\u539f\u6210\u56fe\u50cf\u3002\u8fd9\u4e2a\u6a21\u5757\u6765\u81ea\u4e8eVAE\uff0c<\/span>VAE\u662f\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08Variational Autoencoder\uff09\u7684\u7f29\u5199\uff0c\u5b83\u662f\u4e00\u79cd\u751f\u6210\u6a21\u578b\u548c\u964d\u7ef4\u6280\u672f\uff0c\u5e38\u7528\u4e8e\u5b66\u4e60\u6570\u636e\u7684\u6f5c\u5728\u8868\u793a\u548c\u751f\u6210\u65b0\u7684\u6837\u672c<\/span>\u3002<\/span>\u7b80\u5355\u5730\u8bf4\uff0cVAE\u53ef\u4ee5\u8bb2UNet\u8ba1\u7b97\u51fa\u7684\u57fa\u4e8e\u8f93\u5165\u6587\u672c\u7684\u6f5c\u5728\u7279\u5f81\uff08conditioned latents\uff09\u8fd8\u539f\u6210\u4e0e\u539f\u59cb\u8bad\u7ec3\u56fe\u7247\u76f8\u4f3c\u7684\u6837\u672c\u3002<\/span><\/p>\n

              \n
            1. scheduler<\/span><\/strong><\/li>\n<\/ol>\n

              SD\u6a21\u578b\u901a\u8fc7\u4e00\u4e2a<\/span>scheduler\u6a21\u5757\u63a7\u5236\u9884\u6d4b\u566a\u58f0\u6216\u8005\u5176\u53cd\u5411\u8fc7\u7a0b\uff0c\u5e76\u5c06\u5176\u9884\u6d4b\u7684latent\uff08\u6f5c\u5728\u7279\u5f81\uff0c\u6216\u8005\u7ffb\u8bd1\u4e3a\u9690\u4fe1\u606f\uff09\u8f93\u5165UNet\u8fdb\u884c\u57fa\u4e8e\u6587\u672c\u7684\u56fe\u50cf\u6f5c\u5728\u7279\u5f81\u63a8\u7406\u3002\u6240\u4ee5scheduler\u662f\u6269\u6563\u6a21\u578b\u7684\u6838\u5fc3\u63a7\u5236\u903b\u8f91\uff0c\u7528\u6765\u63a7\u5236\u5bf9UNet\u63a8\u7406\u6b21\u6570\u7b49\u5185\u5bb9\u3002<\/span><\/p>\n

              \u6240\u4ee5\u4f60\u4f1a\u53d1\u73b0\uff0cSD\u6a21\u578b\u662f\u4e2a\u7f1d\u5408\u602a\uff0c\u5c06\u4e4b\u524d\u8bb8\u591a\u7279\u5b9a\u7528\u9014\u7684\u6a21\u578b\uff08\u56fe\u50cf\u5206\u7c7b\u5668clip\uff0c \u56fe\u50cf\u5206\u5272\u6a21\u578bUNet\uff0c\u53d8\u5206\u81ea\u7f16\u7801\u5668VAE\uff09\u7ec4\u5408\u6210\u4e86\u4e00\u4e2atext2image\u7684\u6a21\u578b\u3002\u4e8b\u5b9e\u4e0a\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u7814\u7a76\u90fd\u5927\u62b5\u5982\u6b64\uff0c\u7ad9\u5728\u524d\u4eba\u80a9\u8180\u4e0a\uff0c\u5c06\u5df2\u6709\u6a21\u578b\u62c6\u5206\u6539\u9020\u518d\u52a0\u4e0a\u4e00\u4e9b\u72ec\u7279\u6784\u601d\uff0c\u4ee5\u5b9e\u73b0\u81ea\u5df1\u7684\u76ee\u6807\u4e3a\u6700\u7ec8\u8981\u52a1\u3002<\/span><\/strong><\/p>\n

              2.2 SD\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b<\/span><\/h2>\n

              \u6a21\u578b\u7684\u8bad\u7ec3\u6839\u636e\u9700\u6c42\u7684\u4e0d\u540c\u89c4\u683c\u4e5f\u5f88\u4e0d\u76f8\u540c\u3002<\/span><\/p>\n

              <\/p>\n

              \u8fd9\u662f\u672c\u4eba\u8bad\u7ec3SD\u6a21\u578b\u7684\u8fc7\u7a0b\u622a\u56fe\uff0c\u53ef\u4ee5\u770b\u5230\u6a21\u578b\u4e3b\u8981\u5305\u62ecclip(text_encoder)\u3001vae\u3001unet\u4e09\u4e2a\u90e8\u5206\uff0c\u4e09\u90e8\u5206\u7684\u53c2\u6570\u603b\u8d77\u6765\u4e3a1.0Billion\u4e2a\u3002<\/span><\/p>\n

              \u5982\u679c\u662f\u8981\u628a\u6574\u4e2a\u6a21\u578b\u6240\u6709\u6a21\u5757\u90fd\u8bad\u7ec3\uff08\u5305\u62ecclip, UNet, VAE\uff09\uff0c\u901a\u5e38\u9700\u8981\u51c6\u590710\u4e07\u4ee5\u4e0a\u7684\u56fe\u6587\u5bf9\uff08\u5c31\u662f\u56fe\u7247\u4e0e\u5176\u5185\u5bb9\u7684\u63cf\u8ff0\u6587\u672c\uff09\uff0c\u7136\u540e\u4f7f\u7528100\u5f20\u5de6\u53f3\u7684A100\u663e\u5361\u5bf9\u6570\u636e\u548c\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u4f8b\u5982\uff0c\u5982\u679c\u8981\u7ed9\u6a21\u578b\u6dfb\u52a0\u65b0\u6982\u5ff5\uff0c\u4f8b\u5982\u53ea\u8bad\u7ec3\u8863\u670d\u76f8\u5173\u56fe\u50cf\u53ca\u5176\u63cf\u8ff0\u6587\u5b57\uff0c\u5219\u53ea\u670910\u4e07\u4ee5\u4e0a\u7684\u56fe\u6587\u5bf9\u6a21\u578b\u624d\u80fd\u9010\u6e10\u6709\u663e\u793a\u51fa\u6548\u679c\u3002<\/span><\/p>\n

              \u4f46\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u5982\u679c\u6211\u4eec\u53ea\u662f\u8bad\u7ec3\u4e3a\u4e86\u8ba9\u6a21\u578b\u80fd\u591a\u8bc6\u522b\u4e00\u4e9b\u5185\u5bb9\u548c\u98ce\u683c\uff0c\u5219\u4e0d\u9700\u8981\u8bad\u7ec3text_encoder\uff0c\u53ea\u8bad\u7ec3unet\u5373\u53ef\u3002<\/span><\/p>\n

              \u4ee5\u4e0b\u4ec5\u4ecb\u7ecd\u6838\u5fc3\u6a21\u5757UNet\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff1a<\/span><\/strong><\/p>\n

              \uff08\u8fd9\u4e00\u90e8\u5206\u56fe\u7247\u6458\u81ea\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/597732415<\/a>\uff09<\/p>\n

              \u5177\u4f53\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4e3b\u8981\u662f\u8ba9SD\u6a21\u578b\u4e2d\u7684UNet\u5b66\u4e60\u5982\u4f55\u53bb\u566a\u3002<\/span><\/p>\n

              <\/p>\n

              \u5047\u5b9a\u6211\u4eec\u73b0\u5728\u6709\u4e00\u5f20\u91d1\u5b57\u5854\u7684\u56fe\u7247\uff0c\u6211\u4eec\u7528random\u51fd\u6570\u751f\u6210\u4ece\u5f3a\u5230\u5f31\u5404\u4e2a\u5f3a\u5ea6\u7684\u566a\u58f0\uff0c\u6bd4\u5982\u56fe\u4e2d0~3\u5171\u8ba14\u4e2a\u5f3a\u5ea6\u7684\u566a\u58f0\u3002\u6211\u4eec\u9009\u4e2d\u5176\u4e2d\u7684\u566a\u58f01\uff0c\u5e76\u5c06\u5176\u52a0\u5230\u56fe\u7247\u91cc\u3002<\/span><\/p>\n

              <\/p>\n

              \u7136\u540e\u6309\u7167\u8fd9\u79cd\u65b9\u6cd5\uff0c\u518d\u9009\u53e6\u4e00\u5f20\u7167\u7247\uff0c\u9009\u62e9\u53e6\u4e00\u4e2a\u566a\u58f02\uff0c\u52a0\u8f7d\u8fdb\u53bb\u83b7\u5f97\u53e6\u4e00\u5f20\u566a\u58f0\u56fe\u7247\u3002<\/span><\/p>\n

              <\/p>\n

              \u4f9d\u6b21\u7c7b\u63a8\uff0c\u4e0d\u65ad\u91cd\u590d\u7ed9\u4e0d\u540c\u7167\u7247\u6dfb\u52a0\u968f\u673a\u7167\u7247\u7684\u5de5\u4f5c\u3002\u6700\u540e\u6211\u4eec\u4f1a\u5f97\u5230\u8fd9\u6837\u4e00\u7ec4\u6570\u636e\uff1a<\/span><\/p>\n

              \u566a\u58f0\u5f3a\u5ea6\uff08Noise Amount\uff09\u3001\u52a0\u566a\u540e\u7684\u56fe\u7247(Noisy Image) \u4ee5\u53ca\u566a\u58f0\u56fe(Noise Sample)<\/span><\/strong><\/p>\n

              \u8bad\u7ec3\u7684\u65f6\u5019\u6211\u4eec\u7684unet\u53ea\u8981\u5728\u5df2\u77e5\u566a\u58f0\u5f3a\u5ea6\u7684\u6761\u4ef6\u4e0b\uff0c\u5b66\u4e60\u5982\u4f55\u4ece\u52a0\u566a\u540e\u7684\u56fe\u7247\u4e2d\u8ba1\u7b97\u51fa\u566a\u58f0\u56fe\u5c31\u53ef\u4ee5\u4e86\u3002\u5373\uff1a<\/span><\/p>\n

              \u8f93\u5165\uff1a\u566a\u58f0\u5f3a\u5ea6\uff08Noise Amount\uff09\u3001\u52a0\u566a\u540e\u7684\u56fe\u7247(Noisy Image)<\/span><\/strong><\/p>\n

              \u8f93\u51fa\uff1a\u566a\u58f0\u56fe(Noise Sample)<\/span><\/strong><\/p>\n

              \u6ce8\u610f\uff0c\u6211\u4eec\u5e76\u4e0d\u76f4\u63a5\u8f93\u51fa\u65e0\u566a\u58f0\u7684\u539f\u56fe\uff0c\u800c\u662f\u8ba9unet\u53bb\u9884\u6d4b\u539f\u56fe\u4e0a\u6240\u52a0\u8fc7\u7684\u566a\u58f0\u3002<\/span><\/strong><\/p>\n

              2.3 SD\u6a21\u578b\u7684\u751f\u6210\u56fe\u7247\u7684\u539f\u7406<\/span><\/h2>\n

              \u5047\u8bbe\u6211\u4eec\u73b0\u5728\u5df2\u7ecf\u6309\u7167\u4e0a\u9762\u7684\u6b65\u9aa4\u8bad\u7ec3\u597d\u4e86\u4e00\u4e2aunet\uff0c\u8fd9\u5c31\u610f\u5473\u7740\u5b83\u5c31<\/span>\u53ef\u4ee5\u6210\u529f\u4ece\u4e00\u4e2a\u52a0\u566a\u7684\u56fe\u7247\u4e2d\u63a8\u65ad\u51fa\u566a\u58f0\u4e86<\/span><\/strong>\u3002<\/span><\/p>\n

              \u00a0\u00a0<\/p>\n

              \u77e5\u9053\u566a\u58f0\u5f3a\u5ea6\u7684\u60c5\u51b5\u4e0b\uff0c\u7ed9unet\u8f93\u5165\u4e00\u5f20<\/span>\u6709\u566a\u56fe<\/span><\/a>\uff0cunet\u5c31\u8f93\u51fa\u6709\u566a\u56fe\u4e0a\u9762\u52a0\u8fc7\u7684\u566a\u58f0\u662f\u4ec0\u4e48.<\/span><\/p>\n

              <\/p>\n

              \u6709\u566a\u56fe \u51cf\u53bb \u566a\u58f0 \u5c31\u80fd\u8fd8\u539f\u51fa \u539f\u56fe\u3002<\/span><\/p>\n

              \u4f46\u662f\u5728UNet\u5185\u90e8\u7684\u566a\u58f0\u56fe\u53ef\u80fd\u662f100\u4e07\u5f20\u56fe\u4e0d\u65ad\u5730\u52a0\u566a\u53e0\u52a0\u4ee5\u540e\u7684\u7ed3\u679c\uff0c\u6240\u4ee5\u53ea\u51cf\u53bb\u4e00\u6b21\u566a\u58f0\u8fd8\u539f\u51fa\u6765\u7684\u8fd8\u662f\u53e6\u4e00\u5f20\u566a\u58f0\u56fe\u3002\u6211\u4eec\u9700\u8981\u4e0d\u65ad\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\u3002<\/span><\/p>\n

              <\/p>\n

              \u8fd9\u4e2aPPT\u7ed9\u7684\u4f8b\u5b50\u6bd4\u8f83\u7b80\u5355\uff0c\u91cd\u590d\u4e86\u4e24\u6b21\u53bb\u566a\u5c31\u5448\u73b0\u4e86\u4e00\u5f20\u5f88\u597d\u7684\u56fe\u7247\u3002\u5b9e\u9645\u53ef\u80fd\u8981\u5f88\u591a\u5f88\u591a\u6b21\u3002<\/span><\/p>\n

              \u8fd9\u4e2a\u751f\u6210\u56fe\u7247\u662f\u63a5\u8fd1\u8bad\u7ec3\u96c6\u5206\u5e03\u7684\uff0c\u5b83\u548c\u8bad\u7ec3\u96c6\u4fdd\u6709\u76f8\u540c\u7684\u50cf\u7d20\u89c4\u5f8b\u3002\u6bd4\u5982\u4f60\u7528\u4e00\u4e2a\u827a\u672f\u5bb6\u6570\u636e\u96c6\u53bb\u8bad\u7ec3\uff0c\u5b83\u5c31\u4f1a\u9075\u5faa\u7f8e\u5b66\u7684\u989c\u8272\u5206\u5e03\uff0c\u4f60\u7528\u771f\u5b9e\u4e16\u754c\u7684\u8bad\u7ec3\u96c6\u53bb\u8bad\u7ec3\uff0c\u5b83\u7684\u7ed3\u679c\u5c31\u4f1a\u5c3d\u91cf\u9075\u5faa\u771f\u5b9e\u4e16\u754c\u7684\u89c4\u5f8b\u3002\u73b0\u5728\uff0c\u4f60\u5df2\u7ecf\u4e86\u89e3\u4e86Diffusion\u6a21\u578b\u7684\u57fa\u672c\u89c4\u5f8b\u4e86\uff0c\u8fd9\u4e0d\u4ec5\u4ec5\u9002\u7528\u4e8eStable Diffusion\uff0c\u4e5f\u9002\u7528\u4e8eOpenAI\u7684Dall-E 2\u548cGoogle\u7684Imagen\u3002<\/span><\/p>\n

              \u5173\u4e8eSD\u6a21\u578b\u539f\u7406\u7684\u66f4\u591a\u53ef\u4ee5\u53c2\u8003\uff1a<\/span>\u96f6\u57fa\u7840\u8bfb\u61c2Stable Diffusion\uff08II\uff09\uff1a\u600e\u4e48\u8bad\u7ec3 – \u66fe\u98de\u98de\u7684\u6587\u7ae0 – \u77e5\u4e4e https:\/\/zhuanlan.zhihu.com\/p\/597732415<\/span><\/p>\n

              2.4 SD\u6a21\u578b\u7684\u4e3b\u8981\u8bad\u7ec3\u65b9\u6cd5<\/span><\/h2>\n

              Textual Inversion<\/span><\/h2>\n

              Textual Inversion\uff08\u4e5f\u79f0\u4e3a Embedding\uff09\u662f\u4e00\u79cd\u4f7f\u7528\u6587\u672c\u63d0\u793a\u6765\u8bad\u7ec3\u6a21\u578b\u7684\u65b9\u6cd5\u3002\u5b83\u6839\u636e\u6a21\u578b\u5f15\u7528\u7ed9\u5b9a\u7684\u56fe\u50cf\u5e76\u9009\u62e9\u6700\u5339\u914d\u7684\u56fe\u50cf\u3002\u4f60\u505a\u7684\u8fed\u4ee3\u8d8a\u591a\u8d8a\u597d\uff0c\u80fd\u591f\u5728\u4fdd\u6301\u56fe\u50cf\u8d28\u91cf\u7684\u540c\u65f6\uff0c\u5feb\u901f\u751f\u6210\u5927\u91cf\u56fe\u50cf\u3002\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u8ba1\u7b97\u8d44\u6e90\u8981\u6c42\u8f83\u4f4e\uff0c\u9002\u7528\u4e8e\u9700\u8981\u5feb\u901f\u751f\u6210\u5927\u91cf\u9ad8\u8d28\u91cf\u56fe\u50cf\u7684\u573a\u666f\u3002<\/span><\/p>\n

              \u7279\u70b9\uff1a<\/span><\/p>\n