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\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.toutiao.com\/article\/7535264783076737574\/?channel=&source=news<\/a><\/p>\n\n\n\n

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

\u4ec0\u4e48\u662fVLM?<\/strong><\/p>\n\n\n\n

VLM\u5373\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\uff08Vision\u2013Language Model\uff09\uff0c\u662f\u4e00\u7c7b\u8ba9\u8ba1\u7b97\u673a\u201c\u770b\u61c2\u201d\u56fe\u50cf\u548c\u201c\u8bfb\u61c2\u201d\u6587\u5b57\u80fd\u529b\u5408\u4e8c\u4e3a\u4e00\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u5b83\u901a\u8fc7\u5728\u540c\u4e00\u4e2a\u6a21\u578b\u4e2d\u8054\u5408\u5904\u7406\u89c6\u89c9\u7279\u5f81\u548c\u8bed\u8a00\u4fe1\u606f\uff0c\u5b9e\u73b0\u5bf9\u56fe\u7247\u6216\u89c6\u9891\u5185\u5bb9\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u81ea\u7136\u8bed\u8a00\u4e92\u52a8\u3002VLM\u53ef\u4ee5\u62bd\u53d6\u56fe\u50cf\u4e2d\u7684\u7269\u4f53\u5f62\u72b6\u3001\u989c\u8272\u3001\u4f4d\u7f6e\u751a\u81f3\u52a8\u4f5c\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u89c6\u89c9\u5d4c\u5165\u4e0e\u6587\u672c\u5d4c\u5165\u5728\u591a\u6a21\u6001 Transformer \u4e2d\u878d\u5408\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u628a\u201c\u753b\u9762\u201d\u6620\u5c04\u6210\u8bed\u4e49\u6982\u5ff5\uff0c\u518d\u901a\u8fc7\u8bed\u8a00\u89e3\u7801\u5668\u751f\u6210\u7b26\u5408\u4eba\u7c7b\u8868\u8fbe\u4e60\u60ef\u7684\u6587\u5b57\u63cf\u8ff0\u3001\u56de\u7b54\u95ee\u9898\u6216\u521b\u4f5c\u6545\u4e8b\u3002\u901a\u4fd7\u6765\u8bf4\uff0cVLM \u5c31\u50cf\u62e5\u6709\u89c6\u89c9\u548c\u8bed\u8a00\u53cc\u91cd\u611f\u5b98\u7684\u201c\u5927\u8111\u201d\uff0c\u80fd\u591f\u5728\u770b\u5230\u4e00\u5f20\u7167\u7247\u540e\uff0c\u4e0d\u4ec5\u8bc6\u522b\u51fa\u91cc\u9762\u7684\u732b\u72d7\u3001\u8f66\u8f86\u6216\u5efa\u7b51\uff0c\u8fd8\u80fd\u7528\u4e00\u53e5\u8bdd\u6216\u4e00\u6bb5\u8bdd\u628a\u5b83\u4eec\u751f\u52a8\u5730\u8bf4\u51fa\u6765\uff0c\u5927\u5927\u63d0\u5347\u4e86 AI \u5728\u56fe\u6587\u68c0\u7d22\u3001\u8f85\u52a9\u5199\u4f5c\u3001\u667a\u80fd\u5ba2\u670d\u548c\u673a\u5668\u4eba\u5bfc\u822a\u7b49\u573a\u666f\u4e2d\u7684\u5b9e\u7528\u4ef7\u503c\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n
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\u5982\u4f55\u8ba9VLM\u9ad8\u6548\u5de5\u4f5c\uff1f<\/strong><\/p>\n\n\n\n

VLM\u53ef\u4ee5\u5c06\u4e00\u5e27\u539f\u59cb\u7684\u9053\u8def\u56fe\u50cf\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u80fd\u5904\u7406\u7684\u7279\u5f81\u8868\u793a\u3002\u8fd9\u4e00\u8fc7\u7a0b\u901a\u5e38\u7531\u89c6\u89c9\u7f16\u7801\u5668\u5b8c\u6210\uff0c\u4e3b\u6d41\u65b9\u6848\u5305\u62ec\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u548c\u8fd1\u5e74\u6765\u5174\u8d77\u7684\u89c6\u89c9Transformer\uff08ViT\uff09\u3002\u5b83\u4eec\u4f1a\u5bf9\u56fe\u50cf\u8fdb\u884c\u5206\u5c42\u5904\u7406\uff0c\u63d0\u53d6\u51fa\u9053\u8def\u7eb9\u7406\u3001\u8f66\u8f86\u8f6e\u5ed3\u3001\u884c\u4eba\u5f62\u72b6\u4ee5\u53ca\u8def\u724c\u6587\u5b57\u7b49\u591a\u79cd\u89c6\u89c9\u7279\u5f81\uff0c\u5e76\u5c06\u5b83\u4eec\u7f16\u7801\u4e3a\u5411\u91cf\u5f62\u5f0f\u3002\u8bed\u8a00\u7f16\u7801\u5668\u548c\u8bed\u8a00\u89e3\u7801\u5668\u5219\u8d1f\u8d23\u5904\u7406\u81ea\u7136\u8bed\u8a00\u7684\u8f93\u5165\u4e0e\u8f93\u51fa\uff0c\u4e5f\u91c7\u7528\u57fa\u4e8eTransformer\u7684\u67b6\u6784\uff0c\u5c06\u6587\u5b57\u62c6\u5206\u4e3aToken\uff0c\u7136\u540e\u5b66\u4e60\u5404\u4e2aToken\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u8054\uff0c\u5e76\u80fd\u591f\u6839\u636e\u7ed9\u5b9a\u7684\u5411\u91cf\u7279\u5f81\u751f\u6210\u8fde\u8d2f\u7684\u8bed\u8a00\u63cf\u8ff0\u3002<\/p>\n\n\n\n

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

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

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

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

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