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\u5728\u4e2d\u4e16\u7eaa\u7684\u65e9\u671f\u7ed8\u753b\u4e2d\uff0c\u7a7a\u95f4\u5f80\u5f80\u662f\u8c61\u5f81\u6027\u7684\uff0c\u4eba\u7269\u5927\u5c0f\u53d6\u51b3\u4e8e\u795e\u5723\u7b49\u7ea7\u800c\u975e\u7269\u7406\u8ddd\u79bb\u300215 \u4e16\u7eaa\u521d\uff0c\u4f2f\u9c81\u4e43\u5217\u65af\u57fa\u7b49\u5148\u9a71\u901a\u8fc7\u7ebf\u6027\u900f\u89c6\u6cd5\uff08Linear Perspective\uff09\uff0c\u5f15\u5165\u4e86\u6570\u5b66\u89c4\u5219\u3002\u8fd9\u4e00\u53d8\u9769\u7684\u672c\u8d28\uff0c\u662f\u5bf9\u7a7a\u95f4\u7684\u964d\u7ef4\u5efa\u6a21\u3002\u5b83\u5ba3\u544a\u4e86\u4e00\u4e2a\u60ca\u4eba\u7684\u4e8b\u5b9e\uff1a\u4e16\u754c\u7684\u89c6\u89c9\u8868\u8c61\u4e0d\u518d\u662f\u4e0d\u53ef\u6349\u6478\u7684\u795e\u610f\uff0c\u800c\u662f\u53ef\u4ee5\u88ab\u4eba\u7c7b\u7406\u6027\u6240\u6d4b\u91cf\u3001\u6240\u89c4\u8303\u3001\u6240\u8ba1\u7b97\u7684\u5ba2\u4f53\u3002\u8fd9\u662f\u4e00\u79cd\u6781\u5927\u7684\u8ba4\u77e5\u81ea\u4fe1\u3002<\/p>\n\n\n

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

\u900f\u89c6\u56fe\uff0cArtis Perspectivae \u96d5\u523b\uff0cJan Vredeman de Vries\uff081526-1609\uff09\uff0c\u5b89\u7279\u536b\u666e\uff0c1568 \u5e74\u3002<\/p>\n\n\n\n

\u4eca\u5929\u7684\u00a0Transformer \u67b6\u6784<\/strong>\uff0c\u6b63\u662f\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u900f\u89c6\u6cd5\u201d\u3002<\/p>\n\n\n\n

\u5982\u679c\u8bf4\u4f2f\u9c81\u4e43\u5217\u65af\u57fa\u5904\u7406\u7684\u662f\u4e09\u7ef4\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\uff0c\u90a3\u4e48 Transformer \u5904\u7406\u7684\u5219\u662f\u9ad8\u7ef4\u8bed\u4e49\u7a7a\u95f4<\/strong>\u3002<\/p>\n\n\n\n

\u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u89c6\u89d2\u4e0b\uff0c\u4eba\u7c7b\u7684\u8bed\u8a00\u88ab\u8f6c\u5316\u4e3a\u6570\u4e07\u7ef4\u7684\u5411\u91cf\u3002AI \u867d\u7136\u5e76\u4e0d\u50cf\u4eba\u7c7b\u90a3\u6837\u62e5\u6709\u5177\u8eab\u6027\u7684\u7406\u89e3\uff0c\u4f46\u5b83\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\uff08Attention Mechanism\uff09\uff0c\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u6355\u6349\u5230\u4e86\u8bcd\u8bed\u4e4b\u95f4\u6781\u5fae\u5c0f\u7684\u7edf\u8ba1\u76f8\u5173\u6027<\/strong>\u3002\u5728\u8fd9\u4e2a\u6211\u4eec\u8089\u773c\u65e0\u6cd5\u770b\u89c1\u7684\u9ad8\u7ef4\u6d41\u5f62\u4e2d\uff0cAI\u00a0\u5728\u7edf\u8ba1\u610f\u4e49\u4e0a\u9ad8\u5ea6\u4e00\u81f4\u5730\u590d\u73b0\u4e86<\/strong>\u4eba\u7c7b\u8bed\u8a00\u7684\u6df1\u5c42\u7ed3\u6784\u6a21\u5f0f\u3002<\/p>\n\n\n\n

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

\u9ad8\u7ef4\u5411\u91cf\u538b\u7f29\u539f\u7406\uff08NanoBananaPro\uff09<\/p>\n\n\n\n

\u900f\u89c6\u6cd5\u7528\u706d\u70b9\u7edf\u6444\u4e86\u753b\u9762\u7684\u79e9\u5e8f\uff0cTransformer \u901a\u8fc7\u6982\u7387\u5316\u7684\u6ce8\u610f\u529b\u6743\u91cd\uff0c\u5728\u7edf\u8ba1\u610f\u4e49\u4e0a\u91cd\u7ec4\u4e86\u4fe1\u606f\u7684\u5173\u8054\u7ed3\u6784\u3002\u8fd9\u662f\u5bf9\u4eba\u7c7b\u8ba4\u77e5\u56fe\u8c31\u7684\u4e00\u6b21\u5168\u606f\u6295\u5f71\u548c\u7406\u6027\u91cd\u6784\u3002<\/p>\n\n\n\n

\u77e5\u8bc6\u7684\u5206\u53d1\uff1a\u4ece\u53e4\u767b\u5821\u5230\u6280\u80fd\u7684\u5e73\u6743<\/strong><\/p>\n\n\n\n

\u7b2c\u4e8c\u9879\u5173\u952e\u5de5\u5177\u662f\u5370\u5237\u672f\u3002\u53e4\u767b\u5821\u6539\u826f\u5370\u5237\u673a\u540e\uff0c\u6700\u672c\u8d28\u7684\u6539\u53d8\u5728\u4e8e\u6781\u5927\u5730\u964d\u4f4e\u4e86\u4fe1\u606f\u5206\u53d1\u7684\u8fb9\u9645\u6210\u672c\u3002\u8fd9\u76f4\u63a5\u5bfc\u81f4\u4e86\u6559\u4f1a\u5bf9\u77e5\u8bc6\u89e3\u91ca\u6743\u7684\u5784\u65ad\u5931\u6548\uff0c\u50ac\u751f\u4e86\u5b97\u6559\u6539\u9769\u3002<\/p>\n\n\n

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

\u7ea6\u7ff0\u5185\u65af\u00b7\u53e4\u767b\u5821\u5728\u4ed6\u7684\u5de5\u4f5c\u5ba4\u91cc\u3002\u79c1\u4eba\u6536\u85cf\u3002\uff08\u56fe\u7247\u6765\u6e90\uff1aFine Art Images\/Heritage Images\/Getty Images\uff09<\/p>\n\n\n\n

\u4eca\u5929\u7684\u751f\u6210\u5f0f AI\uff0c\u662f\u8fd9\u4e00\u903b\u8f91\u7684\u6307\u6570\u7ea7\u5ef6\u4f38\u3002<\/p>\n\n\n\n

\u5370\u5237\u672f\u89e3\u51b3\u7684\u662f\u201c\u590d\u5236\u201d\u7684\u6210\u672c\uff0c\u800c\u751f\u6210\u5f0f AI \u6b63\u5728\u89e3\u51b3\u201c\u521d\u7ea7\u521b\u4f5c\u201d\u4e0e\u201c\u901a\u7528\u6280\u80fd\u201d\u7684\u6210\u672c\u3002<\/p>\n\n\n\n

\u5728 AI \u666e\u53ca\u4e4b\u524d\uff0c\u7f16\u5199\u4e00\u6bb5\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\u3001\u7ed8\u5236\u4e00\u5e45\u5546\u4e1a\u63d2\u753b\uff0c\u90fd\u662f\u5177\u6709\u9ad8\u95e8\u69db\u7684\u786c\u6280\u80fd\u3002\u4f46\u73b0\u5728\uff0c\u5927\u91cf\u4e2d\u4f4e\u590d\u6742\u5ea6\u6280\u80fd\u7684\u8fb9\u9645\u6210\u672c\u6b63\u5728\u6025\u5267\u4e0b\u964d<\/strong>\u3002\u4e00\u4e2a\u6ca1\u6709\u53d7\u8fc7\u4e13\u4e1a\u8bad\u7ec3\u7684\u666e\u901a\u4eba\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u8c03\u7528\u5f3a\u5927\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n

\u8fd9\u662f\u4e00\u79cd\u6781\u7aef\u7684\u201c\u6280\u80fd\u5e73\u6743\u201d\u3002\u5c31\u50cf\u5370\u5237\u672f\u6253\u7834\u4e86\u6559\u58eb\u9636\u5c42\u5bf9\u7ecf\u6587\u7684\u5784\u65ad\uff0cAI \u6b63\u5728\u6253\u7834\u767d\u9886\u9636\u5c42\u5bf9\u67d0\u4e9b\u4e13\u4e1a\u6280\u80fd\u7684\u5784\u65ad\u3002\u5f53\u7136\uff0c\u9ad8\u9636\u7684\u5224\u65ad\u529b\u3001\u7cfb\u7edf\u8bbe\u8ba1\u80fd\u529b\u4e0e\u8d23\u4efb\u627f\u62c5\u80fd\u529b\uff0c\u5176\u7a00\u7f3a\u6027\u53cd\u800c\u4f1a\u56e0\u6b64\u4e0a\u5347<\/strong>\uff0c\u4f46\u8fd9\u5df2\u8db3\u4ee5\u5bf9\u73b0\u6709\u7684\u793e\u4f1a\u5206\u5de5\u7ed3\u6784\u9020\u6210\u6bd4\u5de5\u4e1a\u9769\u547d\u66f4\u6df1\u8fdc\u7684\u51b2\u51fb\u3002<\/p>\n\n\n\n

\u00a0\u8b66\u60d5\u5236\u5ea6\u6027\u7684\u6570\u5b57\u795e\u6743<\/strong><\/p>\n\n\n\n

\u7136\u800c\uff0c\u5386\u53f2\u867d\u7136\u770b\u4f3c\u5728\u590d\u73b0\uff0c\u5374\u5e76\u4e0d\u4fdd\u8bc1\u7ed3\u5c40\u7684\u518d\u6b21\u7f8e\u597d\u3002\u7ad9\u5728\u8fd9\u4e2a\u201c\u6570\u5b57\u6587\u827a\u590d\u5174\u201d\u7684\u5341\u5b57\u8def\u53e3\uff0c\u6211\u4eec\u9700\u8981\u8b66\u60d5\u4e00\u79cd\u6781\u5176\u9690\u853d\u7684\u98ce\u9669\uff1a\u6570\u5b57\u795e\u6743<\/strong>\uff08Digital Theocracy\uff09\u7684\u590d\u8f9f<\/strong>\u3002<\/p>\n\n\n\n

\u8fd9\u91cc\u7684\u98ce\u9669\u5e76\u4e0d\u5b8c\u5168\u6765\u81ea AI \u6280\u672f\u672c\u8eab\uff0c\u800c\u66f4\u591a\u6765\u81ea\u5176\u88ab\u5d4c\u5165\u7684\u5236\u5ea6\u3001\u5546\u4e1a\u6a21\u5f0f\u4e0e\u6743\u529b\u7ed3\u6784\u3002<\/strong><\/p>\n\n\n\n

\u88c1\u5224\u6743\u7684\u8ba9\u6e21<\/strong><\/p>\n\n\n\n

\u5728\u4e2d\u4e16\u7eaa\uff0c\u4eba\u7684\u547d\u8fd0\u5f80\u5f80\u88ab\u5f52\u7ed3\u4e3a\u795e\u7684\u65e8\u610f\uff1b\u5728\u4eca\u5929\uff0c\u4eba\u7684\u9009\u62e9\u6b63\u8d8a\u6765\u8d8a\u53d7\u5230\u7b97\u6cd5\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n

\u5f53\u63a8\u8350\u7b97\u6cd5\u51b3\u5b9a\u4e86\u6211\u4eec\u770b\u4ec0\u4e48\u4fe1\u606f\uff0c\u5f53\u5bfc\u822a\u7b97\u6cd5\u89c4\u5212\u4e86\u6211\u4eec\u7684\u8def\u7ebf\uff0c\u5f53\u5339\u914d\u7b97\u6cd5\u5f71\u54cd\u4e86\u6211\u4eec\u7684\u793e\u4ea4\uff0c\u6211\u4eec\u6b63\u5728\u9010\u6e10\u4e60\u60ef\u4e8e\u8ba9\u6e21\u5224\u65ad\u6743\u3002\u4f46\u6211\u4eec\u9700\u8981\u6e05\u9192\u5730\u8ba4\u8bc6\u5230\uff1a\u7b97\u6cd5\u7ed9\u51fa\u7684\u6240\u8c13\u201c\u6700\u4f18\u89e3\u201d\uff0c\u4ec5\u4ec5\u662f\u5728\u88ab\u9884\u8bbe\u7684\u76ee\u6807\u51fd\u6570<\/strong>\uff08\u5982\u70b9\u51fb\u7387\u3001\u7559\u5b58\u65f6\u957f\u3001\u8def\u5f84\u6700\u77ed\uff09\u4e0e\u7ea6\u675f\u6761\u4ef6\u4e0b\u5f97\u51fa\u7684\u6570\u5b66\u6781\u503c\uff0c\u5b83\u5e76\u4e0d\u7b49\u540c\u4e8e\u771f\u7406\uff0c\u66f4\u4e0d\u7b49\u4e8e\u751f\u6d3b\u7684\u610f\u4e49<\/strong>\u3002<\/p>\n\n\n\n

\u5982\u679c\u6211\u4eec\u65e0\u89c6\u8fd9\u4e00\u70b9\uff0c\u5b8c\u5168\u4f9d\u8d56\u7cfb\u7edf\u7684\u53cd\u9988\u56de\u8def\uff0c\u6211\u4eec\u5c31\u6709\u53ef\u80fd\u9000\u5316\u4e3a\u7cfb\u7edf\u4e2d\u7684\u4e00\u4e2a\u88ab\u52a8\u8282\u70b9\uff0c\u8fd9\u662f\u4e00\u79cd\u65b0\u578b\u7684\u6280\u672f\u5bbf\u547d\u8bba\u3002<\/p>\n\n\n\n

\u4eba\u7684\u5ba2\u4f53\u5316<\/strong><\/p>\n\n\n\n

\u6700\u6df1\u5c42\u7684\u4f26\u7406\u98ce\u9669\u5728\u4e8e\u4eba\u7684\u7269\u5316\u3002\u5728\u5eb7\u5fb7\u7684\u4f26\u7406\u5b66\u4e2d\uff0c\u4eba\u4e4b\u6240\u4ee5\u4e0d\u53ef\u88ab\u5de5\u5177\u5316\uff0c\u662f\u56e0\u4e3a\u6bcf\u4e2a\u4eba\u90fd\u5e94\u88ab\u89c6\u4e3a\u201c\u76ee\u7684\u672c\u8eab\u201d\uff0c\u672c\u8eab\u5c31\u5177\u6709\u4e0d\u53ef\u66ff\u4ee3\u7684\u4ef7\u503c\uff0c\u5e94\u5f53\u88ab\u5c0a\u91cd\u5176\u5224\u65ad\u4e0e\u884c\u52a8\u3002\u800c\u5728\u67d0\u4e9b AI \u7684\u5546\u4e1a\u903b\u8f91\u4e0b\uff0c\u8fd9\u4e00\u5e95\u7ebf\u6b63\u5728\u88ab\u4fb5\u8680\uff1a\u4e2a\u4f53\u4e0d\u518d\u88ab\u89c6\u4e3a\u884c\u52a8\u4e3b\u4f53\uff0c\u800c\u662f\u88ab\u8fd8\u539f\u4e3a\u8bad\u7ec3\u6a21\u578b\u7684\u6570\u636e\u6765\u6e90\u548c\u7cfb\u7edf\u4f18\u5316\u4e2d\u7684\u53cd\u9988\u4fe1\u53f7\u3002<\/strong><\/p>\n\n\n\n

\u5982\u679c\u6211\u4eec\u5c06\u4e3b\u4f53\u6027\u5b8c\u5168\u8ba9\u6e21\u7ed9\u6280\u672f\u7cfb\u7edf\uff0c\u6211\u4eec\u5e76\u6ca1\u6709\u8fce\u6765\u6587\u827a\u590d\u5174\uff0c\u800c\u662f\u53ef\u80fd\u8fce\u6765\u4e00\u4e2a\u7531\u7845\u57fa\u667a\u80fd\u62c5\u4efb\u7267\u5e08\u3001\u7531\u4e0d\u900f\u660e\u7b97\u6cd5\u62c5\u4efb\u6559\u6761\u7684\u201c\u7b97\u6cd5\u6559\u4f1a\u201d\u3002\u6211\u4eec\u53ea\u662f\u6362\u4e86\u4e00\u4e2a\u8dea\u62dc\u7684\u5bf9\u8c61\u3002<\/p>\n\n\n\n

\u7ed3\u8bed\uff1a<\/strong><\/p>\n\n\n\n

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