{"id":13080,"date":"2024-07-08T14:04:57","date_gmt":"2024-07-08T06:04:57","guid":{"rendered":"http:\/\/192.168.10.115\/?p=13080"},"modified":"2024-07-18T14:05:11","modified_gmt":"2024-07-18T06:05:11","slug":"2024-07-06-%e7%90%86%e6%83%b3%e6%b1%bd%e8%bd%a67%e6%9c%88%e5%86%85%e5%85%a8%e9%87%8f%e6%8e%a8%e9%80%81%e6%97%a0%e5%9b%benoa-%e5%8f%91%e5%b8%83%e7%ab%af%e5%88%b0%e7%ab%afvlm%e5%85%a8%e6%96%b0%e8%87%aa","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2024\/07\/08\/13080\/","title":{"rendered":"2024-07-06 \u7406\u60f3\u6c7d\u8f667\u6708\u5185\u5168\u91cf\u63a8\u9001\u65e0\u56feNOA \u53d1\u5e03\u7aef\u5230\u7aef+VLM\u5168\u65b0\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u67b6\u6784"},"content":{"rendered":"\n

2024\u5e747\u67085\u65e5\uff0c\u7406\u60f3\u6c7d\u8f66\u57282024\u667a\u80fd\u9a7e\u9a76\u590f\u5b63\u53d1\u5e03\u4f1a\u5ba3\u5e03\u5c06\u4e8e7\u6708\u5185\u5411\u5168\u91cf\u7406\u60f3AD Max\u7528\u6237\u63a8\u9001\u201c\u5168\u56fd\u90fd\u80fd\u5f00\u201d\u7684\u65e0\u56feNOA\uff0c\u5e76\u5c06\u4e8e7\u6708\u5185\u63a8\u9001\u5168\u81ea\u52a8AES(\u81ea\u52a8\u7d27\u6025\u8f6c\u5411)\u548c\u5168\u65b9\u4f4d\u4f4e\u901fAEB(\u81ea\u52a8\u7d27\u6025\u5236\u52a8)\u3002\u540c\u65f6\uff0c\u7406\u60f3\u6c7d\u8f66\u53d1\u5e03\u4e86\u57fa\u4e8e\u7aef\u5230\u7aef\u6a21\u578b\u3001VLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u548c\u4e16\u754c\u6a21\u578b\u7684\u5168\u65b0\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u67b6\u6784\uff0c\u5e76\u5f00\u542f\u65b0\u67b6\u6784\u7684\u65e9\u9e1f\u8ba1\u5212\u3002<\/p>\n\n\n\n

\u667a\u80fd\u9a7e\u9a76\u4ea7\u54c1\u65b9\u9762\uff0c\u65e0\u56feNOA\u4e0d\u518d\u4f9d\u8d56\u9ad8\u7cbe\u5730\u56fe\u6216\u5148\u9a8c\u4fe1\u606f\uff0c\u5728\u5168\u56fd\u8303\u56f4\u5185\u7684\u5bfc\u822a\u8986\u76d6\u533a\u57df\u5747\u53ef\u4f7f\u7528\uff0c\u5e76\u501f\u52a9\u65f6\u7a7a\u8054\u5408\u89c4\u5212\u80fd\u529b\u5e26\u6765\u66f4\u4e1d\u6ed1\u7684\u7ed5\u884c\u4f53\u9a8c\u3002\u65e0\u56feNOA\u4e5f\u5177\u5907\u8d85\u8fdc\u89c6\u8ddd\u5bfc\u822a\u9009\u8def\u80fd\u529b\uff0c\u5728\u590d\u6742\u8def\u53e3\u4f9d\u7136\u53ef\u4ee5\u987a\u7545\u901a\u884c\u3002\u540c\u65f6\uff0c\u65e0\u56feNOA\u5145\u5206\u8003\u8651\u7528\u6237\u5fc3\u7406\u5b89\u5168\u8fb9\u754c\uff0c\u7528\u5206\u7c73\u7ea7\u5fae\u64cd\u5e26\u6765\u9ed8\u5951\u5b89\u5fc3\u7684\u667a\u9a7e\u4f53\u9a8c\u3002\u6b64\u5916\uff0c\u5373\u5c06\u63a8\u9001\u7684AES\u529f\u80fd\u53ef\u4ee5\u5b9e\u73b0\u4e0d\u4f9d\u8d56\u4eba\u8f85\u52a9\u626d\u529b\u7684\u5168\u81ea\u52a8\u89e6\u53d1\uff0c\u89c4\u907f\u66f4\u591a\u9ad8\u5371\u4e8b\u6545\u98ce\u9669\u3002\u5168\u65b9\u4f4d\u4f4e\u901fAEB\u5219\u518d\u6b21\u62d3\u5c55\u4e3b\u52a8\u5b89\u5168\u98ce\u9669\u573a\u666f\uff0c\u6709\u6548\u51cf\u5c11\u4f4e\u901f\u632a\u8f66\u573a\u666f\u7684\u9ad8\u9891\u5250\u8e6d\u4e8b\u6545\u53d1\u751f\u3002<\/p>\n\n\n\n

\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u65b9\u9762\uff0c\u65b0\u67b6\u6784\u7531\u7aef\u5230\u7aef\u6a21\u578b\u3001VLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u548c\u4e16\u754c\u6a21\u578b\u5171\u540c\u6784\u6210\u3002\u7aef\u5230\u7aef\u6a21\u578b\u7528\u4e8e\u5904\u7406\u5e38\u89c4\u7684\u9a7e\u9a76\u884c\u4e3a\uff0c\u4ece\u4f20\u611f\u5668\u8f93\u5165\u5230\u884c\u9a76\u8f68\u8ff9\u8f93\u51fa\u53ea\u7ecf\u8fc7\u4e00\u4e2a\u6a21\u578b\uff0c\u4fe1\u606f\u4f20\u9012\u3001\u63a8\u7406\u8ba1\u7b97\u548c\u6a21\u578b\u8fed\u4ee3\u66f4\u9ad8\u6548\uff0c\u9a7e\u9a76\u884c\u4e3a\u66f4\u62df\u4eba\u3002VLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5177\u5907\u5f3a\u5927\u7684\u903b\u8f91\u601d\u8003\u80fd\u529b\uff0c\u53ef\u4ee5\u7406\u89e3\u590d\u6742\u8def\u51b5\u3001\u5bfc\u822a\u5730\u56fe\u548c\u4ea4\u901a\u89c4\u5219\uff0c\u5e94\u5bf9\u9ad8\u96be\u5ea6\u7684\u672a\u77e5\u573a\u666f\u3002\u540c\u65f6\uff0c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5c06\u5728\u57fa\u4e8e\u4e16\u754c\u6a21\u578b\u6784\u5efa\u7684\u865a\u62df\u73af\u5883\u4e2d\u8fdb\u884c\u80fd\u529b\u5b66\u4e60\u548c\u6d4b\u8bd5\u3002\u4e16\u754c\u6a21\u578b\u7ed3\u5408\u91cd\u5efa\u548c\u751f\u6210\u4e24\u79cd\u8def\u5f84\uff0c\u6784\u5efa\u7684\u6d4b\u8bd5\u573a\u666f\u65e2\u7b26\u5408\u771f\u5b9e\u89c4\u5f8b\uff0c\u4e5f\u517c\u5177\u4f18\u79c0\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

\u7406\u60f3\u6c7d\u8f66\u4ea7\u54c1\u90e8\u9ad8\u7ea7\u526f\u603b\u88c1\u8303\u7693\u5b87\u8868\u793a\uff1a\u201c\u7406\u60f3\u6c7d\u8f66\u59cb\u7ec8\u575a\u6301\u548c\u7528\u6237\u5171\u540c\u6253\u78e8\u4ea7\u54c1\u4f53\u9a8c\uff0c\u4ece\u4eca\u5e745\u6708\u63a8\u9001\u9996\u6279\u5343\u540d\u4f53\u9a8c\u7528\u6237\uff0c\u52306\u6708\u5c06\u4f53\u9a8c\u7528\u6237\u89c4\u6a21\u6269\u5c55\u81f3\u4e07\u4eba\u4ee5\u4e0a\uff0c\u6211\u4eec\u5df2\u7ecf\u5728\u5168\u56fd\u5404\u5730\u79ef\u7d2f\u4e86\u8d85\u767e\u4e07\u516c\u91cc\u7684\u65e0\u56feNOA\u884c\u9a76\u91cc\u7a0b\u3002\u65e0\u56feNOA\u5168\u91cf\u63a8\u9001\u540e\uff0c24\u4e07\u540d\u7406\u60f3AD Max\u8f66\u4e3b\u90fd\u5c06\u7528\u4e0a\u5f53\u524d\u56fd\u5185\u9886\u5148\u7684\u667a\u80fd\u9a7e\u9a76\u4ea7\u54c1\uff0c\u8fd9\u662f\u4e00\u9879\u8bda\u610f\u6ee1\u6ee1\u7684\u91cd\u78c5\u5347\u7ea7\u3002\u201d<\/p>\n\n\n\n

\u7406\u60f3\u6c7d\u8f66\u667a\u80fd\u9a7e\u9a76\u7814\u53d1\u526f\u603b\u88c1\u90ce\u54b8\u670b\u8868\u793a\uff1a\u201c\u4ece2021\u5e74\u542f\u52a8\u5168\u6808\u81ea\u7814\uff0c\u5230\u4eca\u5929\u53d1\u5e03\u5168\u65b0\u7684\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u67b6\u6784\uff0c\u7406\u60f3\u6c7d\u8f66\u7684\u81ea\u52a8\u9a7e\u9a76\u7814\u53d1\u4ece\u672a\u505c\u6b62\u63a2\u7d22\u7684\u811a\u6b65\u3002\u6211\u4eec\u7ed3\u5408\u7aef\u5230\u7aef\u6a21\u578b\u548cVLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u5e26\u6765\u4e86\u4e1a\u754c\u9996\u4e2a\u5728\u8f66\u7aef\u90e8\u7f72\u53cc\u7cfb\u7edf\u7684\u65b9\u6848\uff0c\u4e5f\u9996\u6b21\u5c06VLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6210\u529f\u90e8\u7f72\u5728\u8f66\u7aef\u82af\u7247\u4e0a\uff0c\u8fd9\u5957\u4e1a\u5185\u9886\u5148\u7684\u5168\u65b0\u67b6\u6784\u662f\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u91cc\u7a0b\u7891\u5f0f\u7684\u6280\u672f\u7a81\u7834\u3002\u201d<\/p>\n\n\n\n

\u65e0\u56feNOA\u56db\u9879\u80fd\u529b\u63d0\u5347\uff0c\u5168\u56fd\u9053\u8def\u9ad8\u6548\u901a\u884c<\/p>\n\n\n\n

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

\u5c06\u4e8e7\u6708\u5185\u63a8\u9001\u7684\u65e0\u56feNOA\u5e26\u6765\u56db\u9879\u91cd\u5927\u80fd\u529b\u5347\u7ea7\uff0c\u5168\u9762\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002\u9996\u5148\uff0c\u5f97\u76ca\u4e8e\u611f\u77e5\u3001\u7406\u89e3\u548c\u9053\u8def\u7ed3\u6784\u6784\u5efa\u80fd\u529b\u7684\u5168\u9762\u63d0\u5347\uff0c\u65e0\u56feNOA\u6446\u8131\u4e86\u5bf9\u5148\u9a8c\u4fe1\u606f\u7684\u4f9d\u8d56\u3002\u7528\u6237\u5728\u5168\u56fd\u8303\u56f4\u5185\u6709\u5bfc\u822a\u8986\u76d6\u7684\u57ce\u5e02\u8303\u56f4\u5185\u5747\u53ef\u4f7f\u7528NOA\uff0c\u751a\u81f3\u53ef\u4ee5\u5728\u66f4\u7279\u6b8a\u7684\u80e1\u540c\u7a84\u8def\u548c\u4e61\u6751\u5c0f\u8def\u5f00\u542f\u529f\u80fd\u3002<\/p>\n\n\n\n

\u5176\u6b21\uff0c\u57fa\u4e8e\u9ad8\u6548\u7684\u65f6\u7a7a\u8054\u5408\u89c4\u5212\u80fd\u529b\uff0c\u8f66\u8f86\u5bf9\u9053\u8def\u969c\u788d\u7269\u7684\u907f\u8ba9\u548c\u7ed5\u884c\u66f4\u52a0\u4e1d\u6ed1\u3002\u65f6\u7a7a\u8054\u5408\u89c4\u5212\u5b9e\u73b0\u4e86\u6a2a\u7eb5\u5411\u7a7a\u95f4\u7684\u540c\u6b65\u89c4\u5212\uff0c\u5e76\u901a\u8fc7\u6301\u7eed\u9884\u6d4b\u81ea\u8f66\u4e0e\u4ed6\u8f66\u7684\u7a7a\u95f4\u4ea4\u4e92\u5173\u7cfb\uff0c\u89c4\u5212\u672a\u6765\u65f6\u95f4\u7a97\u53e3\u5185\u7684\u6240\u6709\u53ef\u884c\u9a76\u8f68\u8ff9\u3002\u57fa\u4e8e\u4f18\u8d28\u6837\u672c\u7684\u5b66\u4e60\uff0c\u8f66\u8f86\u53ef\u4ee5\u5feb\u901f\u7b5b\u9009\u6700\u4f18\u8f68\u8ff9\uff0c\u679c\u65ad\u800c\u5b89\u5168\u5730\u6267\u884c\u7ed5\u884c\u52a8\u4f5c\u3002<\/p>\n\n\n\n

\u5728\u590d\u6742\u7684\u57ce\u5e02\u8def\u53e3\uff0c\u65e0\u56feNOA\u7684\u9009\u8def\u80fd\u529b\u4e5f\u5f97\u5230\u663e\u8457\u63d0\u5347\u3002\u65e0\u56feNOA\u91c7\u7528BEV\u89c6\u89c9\u6a21\u578b\u878d\u5408\u5bfc\u822a\u5339\u914d\u7b97\u6cd5\uff0c\u5b9e\u65f6\u611f\u77e5\u53d8\u5316\u7684\u8def\u6cbf\u3001\u8def\u9762\u7bad\u5934\u6807\u8bc6\u548c\u8def\u53e3\u7279\u5f81\uff0c\u5e76\u5c06\u8f66\u9053\u7ed3\u6784\u548c\u5bfc\u822a\u7279\u5f81\u5145\u5206\u878d\u5408\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u590d\u6742\u8def\u53e3\u96be\u4ee5\u7ed3\u6784\u5316\u7684\u95ee\u9898\uff0c\u5177\u5907\u8d85\u8fdc\u89c6\u8ddd\u5bfc\u822a\u9009\u8def\u80fd\u529b\uff0c\u8def\u53e3\u901a\u884c\u66f4\u7a33\u5b9a\u3002<\/p>\n\n\n\n

\u540c\u65f6\uff0c\u65e0\u56feNOA\u91cd\u70b9\u8003\u8651\u7528\u6237\u5fc3\u7406\u5b89\u5168\u8fb9\u754c\uff0c\u7528\u5206\u7c73\u7ea7\u7684\u5fae\u64cd\u80fd\u529b\u5e26\u6765\u66f4\u52a0\u9ed8\u5951\u3001\u5b89\u5fc3\u7684\u884c\u8f66\u4f53\u9a8c\u3002\u901a\u8fc7\u6fc0\u5149\u96f7\u8fbe\u4e0e\u89c6\u89c9\u524d\u878d\u5408\u7684\u5360\u7528\u7f51\u7edc\uff0c\u8f66\u8f86\u53ef\u4ee5\u8bc6\u522b\u66f4\u5927\u8303\u56f4\u5185\u7684\u4e0d\u89c4\u5219\u969c\u788d\u7269\uff0c\u611f\u77e5\u7cbe\u5ea6\u4e5f\u66f4\u9ad8\uff0c\u4ece\u800c\u5bf9\u5176\u4ed6\u4ea4\u901a\u53c2\u4e0e\u8005\u7684\u884c\u4e3a\u5b9e\u73b0\u66f4\u65e9\u3001\u66f4\u51c6\u786e\u7684\u9884\u5224\u3002\u5f97\u76ca\u4e8e\u6b64\uff0c\u8f66\u8f86\u80fd\u591f\u4e0e\u5176\u4ed6\u4ea4\u901a\u53c2\u4e0e\u8005\u4fdd\u6301\u5408\u7406\u8ddd\u79bb\uff0c\u52a0\u51cf\u901f\u65f6\u673a\u4e5f\u66f4\u52a0\u5f97\u5f53\uff0c\u6709\u6548\u63d0\u5347\u7528\u6237\u884c\u8f66\u65f6\u7684\u5b89\u5168\u611f\u3002<\/p>\n\n\n\n

\u4e3b\u52a8\u5b89\u5168\u80fd\u529b\u8fdb\u9636\uff0c\u8986\u76d6\u573a\u666f\u518d\u62d3\u5c55<\/p>\n\n\n\n

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

\u5728\u4e3b\u52a8\u5b89\u5168\u9886\u57df\uff0c\u7406\u60f3\u6c7d\u8f66\u5efa\u7acb\u4e86\u5b8c\u5907\u7684\u5b89\u5168\u98ce\u9669\u573a\u666f\u5e93\uff0c\u5e76\u6839\u636e\u51fa\u73b0\u9891\u6b21\u548c\u5371\u9669\u7a0b\u5ea6\u5206\u7c7b\uff0c\u6301\u7eed\u63d0\u5347\u98ce\u9669\u573a\u666f\u8986\u76d6\u5ea6\uff0c\u5373\u5c06\u57287\u6708\u5185\u4e3a\u7528\u6237\u63a8\u9001\u5168\u81ea\u52a8AES\u548c\u5168\u65b9\u4f4d\u4f4e\u901fAEB\u529f\u80fd\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u5e94\u5bf9AEB\u4e5f\u65e0\u6cd5\u89c4\u907f\u4e8b\u6545\u7684\u7269\u7406\u6781\u9650\u573a\u666f\uff0c\u7406\u60f3\u6c7d\u8f66\u63a8\u51fa\u4e86\u5168\u81ea\u52a8\u89e6\u53d1\u7684AES\u81ea\u52a8\u7d27\u6025\u8f6c\u5411\u529f\u80fd\u3002\u5728\u8f66\u8f86\u884c\u9a76\u901f\u5ea6\u8f83\u5feb\u65f6\uff0c\u7559\u7ed9\u4e3b\u52a8\u5b89\u5168\u7cfb\u7edf\u7684\u53cd\u5e94\u65f6\u95f4\u6781\u77ed\uff0c\u90e8\u5206\u60c5\u51b5\u4e0b\u5373\u4f7f\u89e6\u53d1AEB\uff0c\u8f66\u8f86\u5168\u529b\u5236\u52a8\u4ecd\u65e0\u6cd5\u53ca\u65f6\u5239\u505c\u3002\u6b64\u65f6\uff0cAES\u529f\u80fd\u5c06\u88ab\u53ca\u65f6\u89e6\u53d1\uff0c\u65e0\u9700\u4eba\u4e3a\u53c2\u4e0e\u8f6c\u5411\u64cd\u4f5c\uff0c\u81ea\u52a8\u7d27\u6025\u8f6c\u5411\uff0c\u907f\u8ba9\u524d\u65b9\u76ee\u6807\uff0c\u6709\u6548\u907f\u514d\u6781\u7aef\u573a\u666f\u4e0b\u7684\u4e8b\u6545\u53d1\u751f\u3002<\/p>\n\n\n\n

\u5168\u65b9\u4f4d\u4f4e\u901fAEB\u5219\u9488\u5bf9\u6cca\u8f66\u548c\u4f4e\u901f\u884c\u8f66\u573a\u666f\uff0c\u63d0\u4f9b\u4e86360\u5ea6\u7684\u4e3b\u52a8\u5b89\u5168\u9632\u62a4\u3002\u5728\u590d\u6742\u7684\u5730\u5e93\u505c\u8f66\u73af\u5883\u4e2d\uff0c\u8f66\u8f86\u5468\u56f4\u7684\u7acb\u67f1\u3001\u884c\u4eba\u548c\u5176\u4ed6\u8f66\u8f86\u7b49\u969c\u788d\u7269\u90fd\u589e\u52a0\u4e86\u5250\u8e6d\u98ce\u9669\u3002\u5168\u65b9\u4f4d\u4f4e\u901fAEB\u80fd\u591f\u6709\u6548\u8bc6\u522b\u524d\u5411\u3001\u540e\u5411\u548c\u4fa7\u5411\u7684\u78b0\u649e\u98ce\u9669\uff0c\u53ca\u65f6\u7d27\u6025\u5236\u52a8\uff0c\u4e3a\u7528\u6237\u7684\u65e5\u5e38\u7528\u8f66\u5e26\u6765\u66f4\u5b89\u5fc3\u7684\u4f53\u9a8c\u3002<\/p>\n\n\n\n

\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u7a81\u7834\u521b\u65b0\uff0c\u53cc\u7cfb\u7edf\u66f4\u667a\u80fd<\/p>\n\n\n\n

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

\u7406\u60f3\u6c7d\u8f66\u7684\u81ea\u52a8\u9a7e\u9a76\u5168\u65b0\u6280\u672f\u67b6\u6784\u53d7\u8bfa\u8d1d\u5c14\u5956\u5f97\u4e3b\u4e39\u5c3c\u5c14\u00b7\u5361\u5c3c\u66fc\u7684\u5feb\u6162\u7cfb\u7edf\u7406\u8bba\u542f\u53d1\uff0c\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u6a21\u62df\u4eba\u7c7b\u7684\u601d\u8003\u548c\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5f62\u6210\u66f4\u667a\u80fd\u3001\u66f4\u62df\u4eba\u7684\u9a7e\u9a76\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n

\u5feb\u7cfb\u7edf\uff0c\u5373\u7cfb\u7edf1\uff0c\u5584\u4e8e\u5904\u7406\u7b80\u5355\u4efb\u52a1\uff0c\u662f\u4eba\u7c7b\u57fa\u4e8e\u7ecf\u9a8c\u548c\u4e60\u60ef\u5f62\u6210\u7684\u76f4\u89c9\uff0c\u8db3\u4ee5\u5e94\u5bf9\u9a7e\u9a76\u8f66\u8f86\u65f695%\u7684\u5e38\u89c4\u573a\u666f\u3002\u6162\u7cfb\u7edf\uff0c\u5373\u7cfb\u7edf2\uff0c\u662f\u4eba\u7c7b\u901a\u8fc7\u66f4\u6df1\u5165\u7684\u7406\u89e3\u4e0e\u5b66\u4e60\uff0c\u5f62\u6210\u7684\u903b\u8f91\u63a8\u7406\u3001\u590d\u6742\u5206\u6790\u548c\u8ba1\u7b97\u80fd\u529b\uff0c\u5728\u9a7e\u9a76\u8f66\u8f86\u65f6\u7528\u4e8e\u89e3\u51b3\u590d\u6742\u751a\u81f3\u672a\u77e5\u7684\u4ea4\u901a\u573a\u666f\uff0c\u5360\u65e5\u5e38\u9a7e\u9a76\u7684\u7ea65%\u3002\u7cfb\u7edf1\u548c\u7cfb\u7edf2\u76f8\u4e92\u914d\u5408\uff0c\u5206\u522b\u786e\u4fdd\u5927\u90e8\u5206\u573a\u666f\u4e0b\u7684\u9ad8\u6548\u7387\u548c\u5c11\u6570\u573a\u666f\u4e0b\u7684\u9ad8\u4e0a\u9650\uff0c\u6210\u4e3a\u4eba\u7c7b\u8ba4\u77e5\u3001\u7406\u89e3\u4e16\u754c\u5e76\u505a\u51fa\u51b3\u7b56\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n

\u7406\u60f3\u6c7d\u8f66\u57fa\u4e8e\u5feb\u6162\u7cfb\u7edf\u7cfb\u7edf\u7406\u8bba\u5f62\u6210\u4e86\u81ea\u52a8\u9a7e\u9a76\u7b97\u6cd5\u67b6\u6784\u7684\u539f\u578b\u3002\u7cfb\u7edf1\u7531\u7aef\u5230\u7aef\u6a21\u578b\u5b9e\u73b0\uff0c\u5177\u5907\u9ad8\u6548\u3001\u5feb\u901f\u54cd\u5e94\u7684\u80fd\u529b\u3002\u7aef\u5230\u7aef\u6a21\u578b\u63a5\u6536\u4f20\u611f\u5668\u8f93\u5165\uff0c\u5e76\u76f4\u63a5\u8f93\u51fa\u884c\u9a76\u8f68\u8ff9\u7528\u4e8e\u63a7\u5236\u8f66\u8f86\u3002\u7cfb\u7edf2\u7531VLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5b9e\u73b0\uff0c\u5176\u63a5\u6536\u4f20\u611f\u5668\u8f93\u5165\u540e\uff0c\u7ecf\u8fc7\u903b\u8f91\u601d\u8003\uff0c\u8f93\u51fa\u51b3\u7b56\u4fe1\u606f\u7ed9\u5230\u7cfb\u7edf1\u3002\u53cc\u7cfb\u7edf\u6784\u6210\u7684\u81ea\u52a8\u9a7e\u9a76\u80fd\u529b\u8fd8\u5c06\u5728\u4e91\u7aef\u5229\u7528\u4e16\u754c\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u548c\u9a8c\u8bc1\u3002<\/p>\n\n\n\n

\u9ad8\u6548\u7387\u7684\u7aef\u5230\u7aef\u6a21\u578b<\/p>\n\n\n\n

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

\u7aef\u5230\u7aef\u6a21\u578b\u7684\u8f93\u5165\u4e3b\u8981\u7531\u6444\u50cf\u5934\u548c\u6fc0\u5149\u96f7\u8fbe\u6784\u6210\uff0c\u591a\u4f20\u611f\u5668\u7279\u5f81\u7ecf\u8fc7CNN\u4e3b\u5e72\u7f51\u7edc\u7684\u63d0\u53d6\u3001\u878d\u5408\uff0c\u6295\u5f71\u81f3BEV\u7a7a\u95f4\u3002\u4e3a\u63d0\u5347\u6a21\u578b\u7684\u8868\u5f81\u80fd\u529b\uff0c\u7406\u60f3\u6c7d\u8f66\u8fd8\u8bbe\u8ba1\u4e86\u8bb0\u5fc6\u6a21\u5757\uff0c\u517c\u5177\u65f6\u95f4\u548c\u7a7a\u95f4\u7ef4\u5ea6\u7684\u8bb0\u5fc6\u80fd\u529b\u3002\u5728\u6a21\u578b\u7684\u8f93\u5165\u4e2d\uff0c\u7406\u60f3\u6c7d\u8f66\u8fd8\u52a0\u5165\u4e86\u8f66\u8f86\u72b6\u6001\u4fe1\u606f\u548c\u5bfc\u822a\u4fe1\u606f\uff0c\u7ecf\u8fc7Transformer\u6a21\u578b\u7684\u7f16\u7801\uff0c\u4e0eBEV\u7279\u5f81\u5171\u540c\u89e3\u7801\u51fa\u52a8\u6001\u969c\u788d\u7269\u3001\u9053\u8def\u7ed3\u6784\u548c\u901a\u7528\u969c\u788d\u7269\uff0c\u5e76\u89c4\u5212\u51fa\u884c\u8f66\u8f68\u8ff9\u3002<\/p>\n\n\n\n

\u591a\u4efb\u52a1\u8f93\u51fa\u5728\u4e00\u4f53\u5316\u7684\u6a21\u578b\u4e2d\u5f97\u4ee5\u5b9e\u73b0\uff0c\u4e2d\u95f4\u6ca1\u6709\u89c4\u5219\u4ecb\u5165\uff0c\u56e0\u6b64\u7aef\u5230\u7aef\u6a21\u578b\u5728\u4fe1\u606f\u4f20\u9012\u3001\u63a8\u7406\u8ba1\u7b97\u3001\u6a21\u578b\u8fed\u4ee3\u4e0a\u5747\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u5728\u5b9e\u9645\u9a7e\u9a76\u4e2d\uff0c\u7aef\u5230\u7aef\u6a21\u578b\u5c55\u73b0\u51fa\u66f4\u5f3a\u5927\u7684\u901a\u7528\u969c\u788d\u7269\u7406\u89e3\u80fd\u529b\u3001\u8d85\u89c6\u8ddd\u5bfc\u822a\u80fd\u529b\u3001\u9053\u8def\u7ed3\u6784\u7406\u89e3\u80fd\u529b\uff0c\u4ee5\u53ca\u66f4\u62df\u4eba\u7684\u8def\u5f84\u89c4\u5212\u80fd\u529b\u3002<\/p>\n\n\n\n

\u9ad8\u4e0a\u9650\u7684VLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/p>\n\n\n\n

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

VLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u7b97\u6cd5\u67b6\u6784\u7531\u4e00\u4e2a\u7edf\u4e00\u7684Transformer\u6a21\u578b\u7ec4\u6210\uff0c\u5c06Prompt(\u63d0\u793a\u8bcd)\u6587\u672c\u8fdb\u884cTokenizer(\u5206\u8bcd\u5668)\u7f16\u7801\uff0c\u5e76\u5c06\u524d\u89c6\u76f8\u673a\u7684\u56fe\u50cf\u548c\u5bfc\u822a\u5730\u56fe\u4fe1\u606f\u8fdb\u884c\u89c6\u89c9\u4fe1\u606f\u7f16\u7801\uff0c\u518d\u901a\u8fc7\u56fe\u6587\u5bf9\u9f50\u6a21\u5757\u8fdb\u884c\u6a21\u6001\u5bf9\u9f50\uff0c\u6700\u7ec8\u7edf\u4e00\u8fdb\u884c\u81ea\u56de\u5f52\u63a8\u7406\uff0c\u8f93\u51fa\u5bf9\u73af\u5883\u7684\u7406\u89e3\u3001\u9a7e\u9a76\u51b3\u7b56\u548c\u9a7e\u9a76\u8f68\u8ff9\uff0c\u4f20\u9012\u7ed9\u7cfb\u7edf1\u8f85\u52a9\u63a7\u5236\u8f66\u8f86\u3002<\/p>\n\n\n\n

\u7406\u60f3\u6c7d\u8f66\u7684VLM\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u91cf\u8fbe\u523022\u4ebf\uff0c\u5bf9\u7269\u7406\u4e16\u754c\u7684\u590d\u6742\u4ea4\u901a\u73af\u5883\u5177\u6709\u5f3a\u5927\u7684\u7406\u89e3\u80fd\u529b\uff0c\u5373\u4f7f\u9762\u5bf9\u9996\u6b21\u7ecf\u5386\u7684\u672a\u77e5\u573a\u666f\u4e5f\u80fd\u81ea\u5982\u5e94\u5bf9\u3002VLM\u6a21\u578b\u53ef\u4ee5\u8bc6\u522b\u8def\u9762\u5e73\u6574\u5ea6\u3001\u5149\u7ebf\u7b49\u73af\u5883\u4fe1\u606f\uff0c\u63d0\u793a\u7cfb\u7edf1\u63a7\u5236\u8f66\u901f\uff0c\u786e\u4fdd\u9a7e\u9a76\u5b89\u5168\u8212\u9002\u3002VLM\u6a21\u578b\u4e5f\u5177\u5907\u66f4\u5f3a\u7684\u5bfc\u822a\u5730\u56fe\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u914d\u5408\u8f66\u673a\u7cfb\u7edf\u4fee\u6b63\u5bfc\u822a\uff0c\u9884\u9632\u9a7e\u9a76\u65f6\u8d70\u9519\u8def\u7ebf\u3002\u540c\u65f6\uff0cVLM\u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u516c\u4ea4\u8f66\u9053\u3001\u6f6e\u6c50\u8f66\u9053\u548c\u5206\u65f6\u6bb5\u9650\u884c\u7b49\u590d\u6742\u7684\u4ea4\u901a\u89c4\u5219\uff0c\u5728\u9a7e\u9a76\u4e2d\u4f5c\u51fa\u5408\u7406\u51b3\u7b56\u3002<\/p>\n\n\n\n

\u91cd\u5efa\u751f\u6210\u7ed3\u5408\u7684\u4e16\u754c\u6a21\u578b<\/p>\n\n\n\n

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

\u7406\u60f3\u6c7d\u8f66\u7684\u4e16\u754c\u6a21\u578b\u7ed3\u5408\u4e86\u91cd\u5efa\u548c\u751f\u6210\u4e24\u79cd\u6280\u672f\u8def\u5f84\uff0c\u5c06\u771f\u5b9e\u6570\u636e\u901a\u8fc73DGS(3D\u9ad8\u65af\u6e85\u5c04)\u6280\u672f\u8fdb\u884c\u91cd\u5efa\uff0c\u5e76\u4f7f\u7528\u751f\u6210\u6a21\u578b\u8865\u5145\u65b0\u89c6\u89d2\u3002\u5728\u573a\u666f\u91cd\u5efa\u65f6\uff0c\u5176\u4e2d\u7684\u52a8\u9759\u6001\u8981\u7d20\u5c06\u88ab\u5206\u79bb\uff0c\u9759\u6001\u73af\u5883\u5f97\u5230\u91cd\u5efa\uff0c\u52a8\u6001\u7269\u4f53\u5219\u8fdb\u884c\u91cd\u5efa\u548c\u65b0\u89c6\u89d2\u751f\u6210\u3002\u518d\u7ecf\u8fc7\u5bf9\u573a\u666f\u7684\u91cd\u65b0\u6e32\u67d3\uff0c\u5f62\u62103D\u7684\u7269\u7406\u4e16\u754c\uff0c\u5176\u4e2d\u7684\u52a8\u6001\u8d44\u4ea7\u53ef\u4ee5\u88ab\u4efb\u610f\u7f16\u8f91\u548c\u8c03\u6574\uff0c\u5b9e\u73b0\u573a\u666f\u7684\u90e8\u5206\u6cdb\u5316\u3002\u76f8\u6bd4\u91cd\u5efa\uff0c\u751f\u6210\u6a21\u578b\u5177\u6709\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5929\u6c14\u3001\u5149\u7167\u3001\u8f66\u6d41\u7b49\u6761\u4ef6\u5747\u53ef\u88ab\u81ea\u5b9a\u4e49\u6539\u53d8\uff0c\u751f\u6210\u7b26\u5408\u771f\u5b9e\u89c4\u5f8b\u7684\u65b0\u573a\u666f\uff0c\u7528\u4e8e\u8bc4\u4ef7\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5728\u5404\u79cd\u6761\u4ef6\u4e0b\u7684\u9002\u5e94\u80fd\u529b\u3002<\/p>\n\n\n\n

\u91cd\u5efa\u548c\u751f\u6210\u4e24\u8005\u7ed3\u5408\u6240\u6784\u5efa\u7684\u573a\u666f\u4e3a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u80fd\u529b\u7684\u5b66\u4e60\u548c\u6d4b\u8bd5\u521b\u9020\u4e86\u66f4\u4f18\u79c0\u7684\u865a\u62df\u73af\u5883\uff0c\u4f7f\u7cfb\u7edf\u5177\u5907\u4e86\u9ad8\u6548\u95ed\u73af\u7684\u8fed\u4ee3\u80fd\u529b\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u5b89\u5168\u53ef\u9760\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

2024\u5e747\u67085\u65e5\uff0c\u7406\u60f3\u6c7d\u8f66\u57282024\u667a\u80fd\u9a7e\u9a76 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27,1],"tags":[],"class_list":["post-13080","post","type-post","status-publish","format-standard","hentry","category-industry-trends","category-home"],"views":0,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/13080"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=13080"}],"version-history":[{"count":1,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/13080\/revisions"}],"predecessor-version":[{"id":13087,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/13080\/revisions\/13087"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=13080"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=13080"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=13080"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}