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<br>V12\u8868\u73b0\u4f18\u79c0\uff0c\u7ed9\u7528\u6237\u5e26\u6765\u524d\u6240\u672a\u6709\u7684\u826f\u597d\u9a7e\u4e58\u4f53\u9a8c\uff0c\u4ece\u6b64\u6253\u5f00\u4e86\u7aef\u5230\u7aef\u667a\u9a7e\u89e3\u51b3\u65b9\u6848\u7684\u201c\u6f58\u591a\u62c9\u9b54\u76d2\u201d\uff0c\u4f7f\u5f97\u201c\u7aef\u5230\u7aef\u201d\u6210\u4e3a2024\u5e74\u667a\u80fd\u6c7d\u8f66\u9886\u57df\u9ad8\u9891\u51fa\u73b0\u7684\u8bcd\u6c47\uff0c\u65e0\u8bba\u8f66\u4f01\u8fd8\u662f\u667a\u9a7e\u89e3\u51b3\u65b9\u6848\u4f9b\u5e94\u5546\u90fd\u5f00\u59cb\u5bf9\u7aef\u5230\u7aef\u5145\u6ee1\u5411\u5f80\uff0c\u9646\u7eed\u5f00\u59cb\u4e86\u7aef\u5230\u7aef\u7684\u63a2\u7d22\u4e4b\u8def\u3002\u667a\u80fd\u9a7e\u9a76\u7684\u6280\u672f\u8def\u7ebf\u4eceCNN\u3001RNN\u7b49\u795e\u7ecf\u7f51\u7edc\u5f00\u59cb\u6f14\u8fdb\u81f3Transformer\u5927\u6a21\u578b\uff0c\u7aef\u5230\u7aef\u6280\u672f\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u6280\u672f\u8d8b\u52bf\uff0c\u6b63\u53d7\u5230\u65e5\u76ca\u5e7f\u6cdb\u7684\u5173\u6ce8\u3002<\/span><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u00a0<\/span><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u667a\u80fd\u9a7e\u9a76\u7684\u7aef\u5230\u7aef\u89e3\u51b3\u65b9\u6848\uff0c\u5176\u5b9e\u5c31\u662f\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6765\u7edf\u4e00\u5b9e\u73b0\u4ece\u611f\u77e5\u5230\u9884\u6d4b\u518d\u5230\u51b3\u7b56\u89c4\u5212\u7684\u6574\u4e2a\u9a7e\u9a76\u8fc7\u7a0b\uff0c\u4e0e\u4f20\u7edf\u7684\u6a21\u5757\u5316\u3001\u89c4\u5219\u5316\u601d\u8def\u6709\u6240\u4e0d\u540c\uff0c\u56e0\u6b64\u5728\u6280\u672f\u65b9\u6848\u4e0a\u4e0e\u4f20\u7edf\u667a\u9a7e\u6280\u672f\u5177\u6709\u4e00\u4e9b\u6839\u672c\u6027\u5dee\u5f02\u3002<\/span><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u00a0<\/span><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u8fd9\u79cd\u6839\u672c\u6027\u5dee\u5f02\uff0c\u4f7f\u5f97\u7aef\u5230\u7aef\u6280\u672f\u5982\u706b\u5982\u837c\u7684\u5174\u8d77\u7684\u540c\u65f6\uff0c\u4e5f\u5f15\u53d1\u4e86\u884c\u4e1a\u5185\u529f\u80fd\u5b89\u5168\u4ece\u4e1a\u8005\u7684\u5e7f\u6cdb\u8d28\u7591\uff0c\u4e0d\u53ea\u662f\u6211\u7684\u8ff7\u832b\uff0c\u4e5f\u6709\u5176\u4ed6\u4eba\u7684\u5426\u5b9a\u3002\u6211\u7ecf\u5e38\u80fd\u591f\u542c\u5230\u201c\u5b89\u5168\u5708\u201d\u91cc\u7684\u670b\u53cb\u4eec\u5410\u69fd\u7aef\u5230\u7aef\u7684\u4e0d\u9760\u8c31\u3001\u5bf9\u7aef\u5230\u7aef\u6280\u672f\u7684\u5b89\u5168\u6027\u5145\u6ee1\u7126\u8651\u3002\u56e0\u4e3a\u529f\u80fd\u5b89\u5168\u7684\u672c\u8d28\u662f\u8ffd\u6c42\u4e00\u79cd\u786e\u5b9a\u6027\uff0c\u800c\u4eba\u5de5\u667a\u80fd\u6070\u6070\u8fdd\u80cc\u4e86\u786e\u5b9a\u6027\uff0c\u5b83\u5c31\u50cf\u4e00\u4e2a\u9ed1\u76d2\u5b50\uff0c\u5e76\u4e0d\u5177\u5907\u53ef\u89e3\u91ca\u6027\uff0c\u6211\u4eec\u65e0\u6cd5\u83b7\u77e5\u5b83\u5185\u90e8\u5177\u4f53\u5982\u4f55\u8fd0\u884c\u6216\u5982\u4f55\u63a8\u7406\uff0c\u81ea\u7136\u6ca1\u6709\u4ec0\u4e48\u786e\u5b9a\u6027\u800c\u8a00\u3002\u8fd9\u5c31\u597d\u50cf\u6211\u548c\u4f60\u662f\u597d\u670b\u53cb\uff0c\u6211\u867d\u7136\u4e5f\u4e86\u89e3\u4f60\u7684\u6027\u683c\uff0c\u4f46\u662f\u5bf9\u4e00\u4ef6\u4e8b\u7269\u7684\u770b\u6cd5\uff0c\u6211\u4f9d\u7136\u6ca1\u6cd5\u51c6\u786e\u8bc4\u4f30\u4f60\u7684\u60f3\u6cd5\u51b3\u7b56\uff0c\u4eba\u5de5\u667a\u80fd\u867d\u7136\u548c\u4eba\u8111\u601d\u7ef4\u65b9\u5f0f\u5e76\u4e0d\u5b8c\u5168\u76f8\u540c\uff0c\u4f46\u662f\u53ef\u4ee5\u901a\u8fc7\u8fd9\u6837\u7684\u7c7b\u6bd4\u6765\u7406\u89e3\u3002\u800c\u4f20\u7edf\u7684\u667a\u9a7e\u65b9\u6848\uff0c\u867d\u7136\u611f\u77e5\u6a21\u5757\u666e\u904d\u91c7\u7528\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\uff0c\u4f46\u662f\u5728\u540e\u5904\u7406\u4ee5\u53ca\u51b3\u7b56\u89c4\u5212\u4e0a\u8fd8\u662f\u6709\u5f88\u591a\u57fa\u4e8e\u89c4\u5219\u7684\u7b97\u6cd5\uff0c\u53ef\u4ee5\u4ece\u529f\u80fd\u5b89\u5168\u7684\u89d2\u5ea6\u53bb\u52a0\u4ee5\u9632\u62a4\u3002\u5c31\u50cf\u6211\u4eec\u751f\u6d3b\u4e2d\u65e0\u8bba\u60f3\u505a\u4ec0\u4e48\u4e0d\u9760\u8c31\u7684\u51b3\u5b9a\uff0c\u7531\u4e8e\u6709\u6cd5\u5f8b\u6cd5\u89c4\u7684\u7ea6\u675f\uff0c\u6709\u6267\u6cd5\u90e8\u95e8\u7684\u76d1\u7763\uff0c\u5927\u591a\u6570\u4eba\u8fd8\u662f\u80fd\u591f\u6309\u7167\u6b63\u786e\u7684\u65b9\u5f0f\u6765\u505a\u5408\u6cd5\u5408\u89c4\u7684\u4e8b\u3002\u800c\u5bf9\u4e8e\u7aef\u5230\u7aef\u65b9\u6848\uff0c\u89c4\u5219\u7b97\u6cd5\u7684\u5185\u5bb9\u51e0\u4e4e\u90fd\u88ab\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u53d6\u4ee3\uff0c\u6ca1\u6709\u4e86\u4efb\u4f55\u786e\u5b9a\u6027\u7684\u7ea6\u675f\uff0c\u7cfb\u7edf\u4f3c\u4e4e\u53d8\u6210\u4e86\u4e00\u4e2a\u76f2\u76d2\uff0c\u6240\u4ee5\u5f88\u591a\u4eba\u5bf9\u5176\u5b89\u5168\u6027\u8868\u793a\u62c5\u5fe7\u3002<\/span><strong style=\"font-size: var(--articleFontsize);\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"><\/span><\/strong><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><strong style=\"font-size: var(--articleFontsize);\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"><\/span><\/strong><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><strong style=\"font-size: var(--articleFontsize);\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u9762\u5bf9\u7aef\u5230\u7aef\u6280\u672f\u7684\u6001\u5ea6\uff0c\u76ee\u524d\u662f\u4e24\u6781\u5206\u5316\u3002<\/span><\/strong><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"><\/span><\/section><ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;\"><li><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u4e00\u8fb9\u662f\u7279\u65af\u62c9\u7684\u5fe0\u7c89\u4ee5\u53ca\u56fd\u5185\u8f66\u4f01\u7684\u521b\u65b0\u5148\u9a71\u4eec\uff0c\u6e34\u671b\u521b\u65b0\u6280\u672f\u5e26\u6765\u7a81\u7834\u6027\u7684\u8212\u9002\u4f53\u9a8c\uff0c\u5bf9\u7aef\u5230\u7aef\u6280\u672f\u6000\u63e3\u4fe1\u4ef0\uff1b<\/span><\/section><\/li><\/ul><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"><\/span><\/section><ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;\"><li><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u4e00\u8fb9\u662f\u6765\u81ea\u4f20\u7edf\u884c\u4e1a\u7684\u5b89\u5168\u5b88\u62a4\u8005\u4eec\uff0c\u66fe\u7ecf\u5386\u76ee\u7779\u8fc7\u592a\u591a\u7531\u4e8e\u6280\u672f\u95ee\u9898\u3001\u6d41\u7a0b\u95ee\u9898\u5bfc\u81f4\u7684\u4e8b\u6545\u60b2\u5267\uff0c\u5bf9\u5b89\u5168\u6000\u63e3\u656c\u754f\u4e4b\u5fc3\u3002<\/span><\/section><\/li><\/ul><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u00a0<\/span><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u6240\u4ee5\u5728\u7aef\u5230\u7aef\u5927\u6a21\u578b\u4e0e\u5b89\u5168\u4e4b\u95f4\u5fc5\u7136\u4f1a\u5b58\u5728\u957f\u671f\u7684\u7ea0\u845b\u7eb7\u4e89\uff0c\u6211\u60f3\u57fa\u4e8e\u6211\u6700\u8fd1\u5173\u4e8e\u7aef\u5230\u7aef\u4e0e\u5b89\u5168\u7684\u57fa\u672c\u903b\u8f91\u601d\u8003\uff0c\u6765\u804a\u4e00\u804a\u8fd9\u4e2a\u8bdd\u9898\uff0c\u4f46\u662f\u5e76\u4e0d\u8ba8\u8bba\u662f\u975e\u5bf9\u9519\uff0c\u51b5\u4e14\u8fd9\u4ef6\u4e8b\u672c\u8eab\u4e5f\u6ca1\u6709\u5bf9\u9519\uff0c\u4e5f\u4e0d\u8ba8\u8bba\u6280\u672f\u4e0e\u5b89\u5168\u7406\u8bba\u7ec6\u8282\uff0c\u800c\u662f\u4ece\u5e95\u5c42\u903b\u8f91\u51fa\u53d1\uff0c\u53bb\u63a2\u7d22\u7aef\u5230\u7aef\u6280\u672f\u4e0e\u5b89\u5168\u5173\u7cfb\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u6316\u6398\u4e8b\u52a1\u7684\u672c\u8d28\uff0c\u4ee5\u4fbf\u627e\u5230\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u6cd5\u3002<\/span><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><strong><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u672c\u6587\u8ba1\u5212\u4ece\u4ee5\u4e0b\u4e09\u4e2a\u90e8\u5206\u5c55\u5f00\u63a2\u8ba8\uff1a<\/span><\/strong><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"><\/span><\/section><ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;\"><li style=\"font-weight: bold;\"><p style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 8px;\"><strong><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u7b2c\u4e00\u90e8\u5206\uff1a\u975e\u516c\u7406\u4f53\u7cfb<\/span><\/strong><\/p><\/li><li style=\"font-weight: bold;\"><p style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 8px;\"><strong><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u6982\u7387\u9a71\u52a8<\/span><\/strong><\/p><\/li><li style=\"font-weight: bold;\"><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><strong><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u7b2c\u4e09\u90e8\u5206\uff1a\u535a\u5f08\u8bba<\/span><\/strong><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"><\/span><\/section><\/li><\/ul><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u00a0<\/span><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u8bfb\u5230\u8fd9\u91cc\uff0c\u4f60\u4e5f\u8bb8\u4f1a\u6709\u70b9\u8ff7\u60d1\u4e86\uff0c\u611f\u89c9\u8fd9\u4e09\u4e2a\u65b9\u9762\u4e0e\u7aef\u5230\u7aef\u3001\u5b89\u5168\u90fd\u4e0d\u6cbe\u8fb9\uff0c\u6709\u70b9\u8dd1\u9898\u4e86\uff0c\u6211\u518d\u8fdb\u4e00\u6b65\u89e3\u91ca\u4e00\u4e0b\uff0c\u4e5f\u8bb8\u4f60\u5c31\u4f1a\u660e\u767d\u4e00\u4e9b\u3002\u00a0 \u00a0<\/span><\/section><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\"><\/span><\/section><ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;\"><li><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u7aef\u5230\u7aef\u548c\u5b89\u5168\u90fd\u4e0d\u662f\u516c\u7406\u4f53\u7cfb\uff0c\u6ca1\u6709\u552f\u4e00\u7684\u7b54\u6848\u3002<\/span><\/section><\/li><li><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u7aef\u5230\u7aef\u548c\u5b89\u5168\u90fd\u662f\u7531\u6982\u7387\u9a71\u52a8\uff0c\u672c\u8d28\u5e76\u4e0d\u77db\u76fe\u3002<\/span><\/section><\/li><li><section style=\"text-wrap: wrap;font-family: Optima-Regular, PingFangTC-light;letter-spacing: 1px;text-align: left;margin-bottom: 0px;\"><span style=\"font-size: 16px;color: rgb(0, 0, 0);\">\u7aef\u5230\u7aef\u7684\u521b\u65b0\u4e0e\u5b89\u5168\u7684\u575a\u5b88\u662f\u4e00\u573a\u535a\u5f08\uff0c\u6700\u7ec8\u4e00\u5b9a\u4f1a\u627e\u5230\u6700\u4f18\u89e3\u3002<\/span><\/section><\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/div><\/p>\n\n\n\n<p><em><strong>#02<\/strong><\/em><strong>\u7b2c\u4e00\u90e8\u5206\uff1a<\/strong><\/p>\n\n\n\n<p><strong>\u975e\u516c\u7406\u4f53\u7cfb<\/strong><\/p>\n\n\n\n<p>\u5728\u8bf4\u975e\u516c\u7406\u4f53\u7cfb\u4e4b\u524d\uff0c\u9996\u5148\uff0c\u6211\u4eec\u6765\u8bf4\u660e\u4e00\u4e0b\uff0c\u4ec0\u4e48\u662f\u516c\u7406\u4f53\u7cfb\u3002\u200c \u00a0 \u00a0 \u00a0<\/p>\n\n\n\n<p> \u00a0 \u00a0\u00a0\u201c\u516c\u7406\u4f53\u7cfb\u5efa\u7acb\u5728\u516c\u7406\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u903b\u8f91\u63a8\u7406\u548c\u8bc1\u660e\u6765\u6784\u5efa\u5b8c\u5907\u4e14\u4e00\u81f4\u7684\u7406\u8bba\u4f53\u7cfb\u3002\u516c\u7406\u662f\u4e00\u7ec4\u57fa\u672c\u5047\u8bbe\u6216\u539f\u5219\uff0c\u88ab\u8ba4\u4e3a\u662f\u4e0d\u9700\u8981\u8bc1\u660e\u7684\u771f\u7406\u3002\u662f\u4e00\u79cd\u91cd\u8981\u7684\u65b9\u6cd5\u8bba\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6570\u5b66\u3001\u54f2\u5b66\u548c\u79d1\u5b66\u9886\u57df\u3002\u201d\u7b80\u5355\u6765\u8bf4\uff0c<strong>\u516c\u7406\u5c31\u662f\u4e0d\u9700\u8981\u8bc1\u660e\u7684\u4e00\u5957\u771f\u7406<\/strong>\u3002\u4f8b\u5982\uff0c\u6b27\u51e0\u91cc\u5f97\u516c\u7406\u7684\u201c\u4efb\u610f\u4e24\u4e2a\u70b9\u53ef\u4ee5\u901a\u8fc7\u4e00\u6761\u76f4\u7ebf\u8fde\u63a5\u3002\u201d\uff1b\u76ae\u4e9a\u8bfa\u516c\u7406\u7684\u201c0\u662f\u81ea\u7136\u6570\u201d\u7b49\u3002 \u00a0 \u00a0 \u00a0 \u00a0 <\/p>\n\n\n\n<p>\u00a0\u00a0\u975e\u516c\u7406\u4f53\u7cfb\u662f\u548c\u516c\u7406\u4f53\u7cfb\u76f8\u6096\u7684\uff0c\u5b83\u4e0d\u662f\u771f\u7406\uff0c\u5b83\u80fd\u591f\u88ab\u8d28\u7591\u3001\u88ab\u6311\u6218\u3001\u88ab\u4e0d\u65ad\u8bc1\u660e\u3002\u5c31\u50cf\u4e00\u5343\u4e2a\u4eba\u773c\u4e2d\u6709\u4e00\u5343\u4e2a\u54c8\u59c6\u96f7\u7279\uff0c\u6bcf\u4e2a\u4eba\u90fd\u53ef\u4ee5\u6709\u81ea\u5df1\u7684\u4e3b\u89c2\u5224\u65ad\u548c\u89c2\u70b9\uff0c\u8c01\u4e5f\u65e0\u6cd5\u7edd\u5bf9\u8bc1\u660e\u81ea\u5df1\u7684\u89c2\u70b9\u5c31\u662f\u771f\u7406\u3002\u5bf9\u4e8e\u975e\u516c\u7406\u4f53\u7cfb\u6765\u8bf4\uff0c\u672c\u8eab\u4e5f\u6ca1\u6709\u552f\u4e00\u7684\u7b54\u6848\u3002 \u00a0 \u00a0 \u00a0 <\/p>\n\n\n\n<p>\u00a0 \u00a0\u00a0<strong>\u7aef\u5230\u7aef\u6280\u672f\u548c\u5b89\u5168\u7406\u8bba\u5176\u5b9e\u90fd\u5c5e\u4e8e\u975e\u516c\u7406\u4f53\u7cfb<\/strong>\u3002\u5b83\u4eec\u90fd\u6ca1\u6709\u552f\u4e00\u7684\u505a\u6cd5\uff0c\u90fd\u662f\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u7075\u6d3b\u8bbe\u8ba1\u548c\u8c03\u6574\u3002\u7aef\u5230\u7aef\u6280\u672f\u5e76\u4e0d\u662f\u56fa\u5b9a\u7684\u4e00\u79cd\u65b9\u6848\uff0c\u6bcf\u4e00\u5bb6\u505a\u7684\u90fd\u4e0d\u4e00\u6837\u3002\u76ee\u524d\u4e3b\u6d41\u7aef\u5230\u7aef\u65b9\u6848\u4e00\u822c\u6709\u4e24\u79cd\uff1a\u4e00\u79cd\u662fOne Model\u65b9\u6848\uff0c\u5c31\u662f\u611f\u77e5\u3001\u9884\u6d4b\u3001\u51b3\u7b56\u89c4\u5212\u90fd\u7528\u4e00\u4e2a\u6a21\u578b\u6765\u5b9e\u73b0\uff1b\u4e00\u79cd\u662fTwo Model\u65b9\u6848\uff0c\u611f\u77e5\u7528\u4e00\u4e2a\u6a21\u578b\u5b9e\u73b0\uff0c\u51b3\u7b56\u89c4\u5212\u7528\u4e00\u4e2a\u6a21\u578b\u5b9e\u73b0\uff0c\u81f3\u4e8e\u9884\u6d4b\uff0c\u6709\u7684\u4f1a\u653e\u5728\u611f\u77e5\u90a3\u4e2a\u6a21\u578b\u91cc\uff0c\u6709\u7684\u4f1a\u653e\u5728\u51b3\u7b56\u89c4\u5212\u6a21\u578b\u91cc\u3002 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0 \u00a0 \u00a0\u6839\u636e\u516c\u5f00\u8d44\u6599\uff0c\u7406\u60f3\u6c7d\u8f66\u76ee\u524d\u53d1\u5e03\u7684\u7aef\u5230\u7aef\u65b9\u6848\u662fOne Model\u7684\u6a21\u5f0f\uff0c\u7cfb\u7edf1\u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u6a21\u578b\uff0c\u5177\u5907\u5feb\u901f\u5904\u7406\u4fe1\u606f\u80fd\u529b\uff0c\u7528\u6765\u5e94\u5bf9\u65e5\u5e38\u9a7e\u9a7695%\u7684\u573a\u666f\uff0c\u7cfb\u7edf2\u662f\u4e00\u4e2aVLM\u6a21\u578b\uff0c\u5177\u5907\u903b\u8f91\u601d\u8003\u80fd\u529b\uff0c\u7528\u6765\u5e94\u5bf9\u5269\u4f59\u76845%\u56f0\u96be\u573a\u666f\u3002\u5728\u7cfb\u7edf1\u9762\u5bf9\u81ea\u5df1\u5904\u7406\u4e0d\u4e86\u7684\u590d\u6742\u60c5\u51b5\u65f6\uff0c\u5c31\u4f1a\u6c42\u52a9\u7cfb\u7edf2\uff0c\u7cfb\u7edf2\u901a\u8fc7\u81ea\u5df1\u7684\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\uff0c\u6301\u7eed\u5411\u7cfb\u7edf1\u8f93\u51fa\u73af\u5883\u7406\u89e3\uff0c\u9a7e\u9a76\u51b3\u7b56\u5efa\u8bae\u3001\u9a7e\u9a76\u53c2\u8003\u8f68\u8ff9\u7b49\u9a7e\u9a76\u7b56\u7565\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"516\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/09\/image-25-1024x516.png\" alt=\"\" class=\"wp-image-15741\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-25-1024x516.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-25-300x151.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-25-768x387.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-25.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u534e\u4e3a\u7684ADS 3.0\u7aef\u5230\u7aef\u65b9\u6848\u91c7\u7528\u7684\u662fTwo Model\u6a21\u5f0f\uff0c\u5c06ADS2.0\u4e2dGOD(General Obstacle Detection\uff0c\u901a\u7528\u969c\u788d\u7269\u68c0\u6d4b\u7f51\u7edc) \u548c RCR(Road Cognition &amp; Reasoning\uff0c\u9053\u8def\u62d3\u6251\u63a8\u7406\u7f51\u7edc)\u90fd\u795e\u7ecf\u7f51\u7edc\u5316\uff0c\u5e76\u5c06\u8fd9\u90e8\u5206\u7b97\u6cd5\u7eb3\u5165\u5230\u4e00\u4e2a\u5b8c\u6574\u7684 GOD \u611f\u77e5\u795e\u7ecf\u7f51\u7edc\u4e4b\u4e2d\uff0c\u800c\u540e\u518d\u5c06\u611f\u77e5\u6570\u636e\u4ea4\u7531 PDP \u51b3\u7b56\u795e\u7ecf\u7f51\u7edc\u6765\u89c4\u5212\u884c\u8f66\u8def\u7ebf\uff0c\u8f93\u51fa\u6700\u7ec8\u51b3\u7b56\u8f68\u8ff9\u7ed3\u679c\u3002\u5e76\u63d0\u51fa\u4e00\u4e2a \u201c\u672c\u80fd\u5b89\u5168\u7f51\u7edc\u201d\u7684\u6982\u5ff5\uff0c\u4f5c\u4e3a\u667a\u9a7e\u884c\u4e3a\u7684\u4e0b\u9650\u515c\u5e95\u7b56\u7565\uff0c\u786e\u4fdd\u8f93\u51fa\u7ed3\u679c\u5177\u6709\u5b89\u5168\u5e95\u7ebf\u3002\u00a0 \u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"479\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/09\/image-26-1024x479.png\" alt=\"\" class=\"wp-image-15742\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-26-1024x479.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-26-300x140.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-26-768x359.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-26.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5c0f\u9e4f\u6c7d\u8f66\u7684\u7aef\u5230\u7aef\u65b9\u6848\u5206\u4e3a\u56db\u6b65\u8d70\uff0c\u5177\u4f53\u662fOne Model\u7684\u6a21\u5f0f\u8fd8\u662fTwo Model\u6a21\u5f0f\u4f17\u8bf4\u7eb7\u7ead\uff0c\u4ece\u4e4b\u524d\u7684\u7f51\u7edc\u4fe1\u606f\u4e2d\uff0c\u770b\u5230\u5c0f\u9e4f\u7684\u7aef\u5230\u7aef\u6a21\u578b\u5305\u62ec\u4e86\u795e\u7ecf\u7f51\u7edcXNet+\u89c4\u63a7\u5927\u6a21\u578bXPlanner+\u5927\u8bed\u8a00\u6a21\u578bXBrain\uff0c\u5e94\u8be5\u5c5e\u4e8eTwo Model\u6a21\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"493\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/09\/image-27-1024x493.png\" alt=\"\" class=\"wp-image-15743\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-27-1024x493.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-27-300x144.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-27-768x370.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/09\/image-27.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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