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id=\"2GSHMDOU\">\u4f46\u5c3d\u7ba1\u5982\u6b64\uff0c\u7531\u4e8e\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u7684\u590d\u6742\u6027\u548c\u591a\u5b66\u79d1\u4ea4\u53c9\u7279\u6027\uff0c\u5b8c\u5168\u6d88\u9664\u9519\u8bef\u548c\u4e0d\u786e\u5b9a\u6027\u4ecd\u7136\u662f\u4e00\u4e2a\u8270\u5de8\u7684\u4efb\u52a1\u3002\u6a21\u5757\u5316\u8bbe\u8ba1\u4e0e\u6d4b\u8bd5\u867d\u6709\u52a9\u4e8e\u9694\u79bb\u95ee\u9898\uff0c\u786e\u4fdd\u6bcf\u4e2a\u6a21\u5757\u72ec\u7acb\u8fd0\u4f5c\u7684\u53ef\u9760\u6027\uff0c\u4f46\u5728\u5b9e\u9645\u96c6\u6210\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u5757\u95f4\u7684\u4ea4\u4e92\u53ef\u80fd\u5bfc\u81f4\u65b0\u7684\u672a\u77e5\u95ee\u9898\u51fa\u73b0\u3002<\/p>\n<p id=\"2GSHMDOV\">\u884c\u4e1a\u8feb\u5207\u9700\u8981\u4e00\u5957\u66f4\u7b80\u5355\u9ad8\u6548\u89e3\u51b3\u7684\u65b9\u6848\u3002<\/p>\n<p id=\"2GSHMDP6\"><strong>2<\/strong><\/p>\n<p id=\"2GSHMDPC\"><strong>\u51b3\u7b56\u4e0e\u611f\u77e5\u63e1\u624b\u8a00\u548c\u662f\u5927\u52bf\u6240\u8d8b<\/strong><\/p>\n<p id=\"2GSHMDPF\">2023\u5e7412\u6708\uff0c\u5c0f\u7c73\u6c7d\u8f66\u5ba3\u5e03\u63a8\u51fa\u642d\u8f7d\u5176\u81ea\u7814\u7aef\u5230\u7aef\u611f\u77e5\u51b3\u7b56\u5927\u6a21\u578b\u7684\u5c0f\u7c73\u667a\u80fd\u9a7e\u9a76\u7cfb\u7edf\u3002\u7d27\u63a5\u7740\uff0c\u7279\u65af\u62c9\u4e5f\u53d1\u5e03\u4e86\u5176\u201c\u7aef\u5230\u7aef\u201d\u81ea\u52a8\u9a7e\u9a76\u8f6f\u4ef6FSD v12\u7248\u672c\uff0c\u5e76\u5f00\u59cb\u5728\u5317\u7f8e\u5411\u975e\u5458\u5de5\u7528\u6237\u63a8\u9001\u3002\u8fd9\u4f3c\u4e4e\u5728\u8868\u660e\u5bf9\u51b3\u7b56\u611f\u77e5\u4e00\u4f53\u5316\u7684\u6df1\u5165\u7406\u89e3\u6b63\u6210\u4e3a\u5171\u8bc6\uff0c\u9884\u793a\u7740\u884c\u4e1a\u53d1\u5c55\u7684\u8d8b\u52bf\u3002<\/p>\n<p id=\"2GSHMDPG\">\u7136\u800c\uff0c\u5728\u51b3\u7b56\u611f\u77e5\u4e00\u4f53\u5316\u6982\u5ff5\u8fdb\u5165\u516c\u4f17\u89c6\u91ce\u4e4b\u524d\uff0c\u65e9\u5c31\u6709\u4e00\u7fa4\u654f\u9510\u7684\u5b66\u672f\u5148\u884c\u8005\u5df2\u7ecf\u5173\u6ce8\u5230\u8fd9\u4e00\u52a8\u5411\u3002<\/p>\n<p id=\"2GSHMDPH\">2023\u5e746\u6708\uff0c\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u81ea\u52a8\u9a7e\u9a76\u5168\u6808\u53ef\u63a7\u7aef\u5230\u7aef\u65b9\u6848UniAD\u76f8\u5173\u7814\u7a76\u8bba\u6587\uff0c\u5728\u4eba\u5de5\u667a\u80fd\u9876\u4f1aCVPR\uff08\u56fd\u9645\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u6a21\u5f0f\u8bc6\u522b\u4f1a\u8bae\uff09\u4e0a\u8363\u83b7\u6700\u4f73\u8bba\u6587\u5956\u3002\u8fd9\u662f\u6709\u53f2\u4ee5\u6765\u81ea\u52a8\u9a7e\u9a76\u76f8\u5173\u6280\u672f\u9996\u6b21\u83b7\u6b64\u6b8a\u8363\u3002UniAD\u5411\u5168\u4e16\u754c\u5c55\u793a\u4e86\u611f\u77e5\u3001\u89c4\u5212\u53ca\u51b3\u7b56\u4e00\u4f53\u5316\u7684\u201c\u7aef\u5230\u7aef\u201d\u6846\u67b6\uff0c\u4e3a\u81ea\u52a8\u9a7e\u9a76\u5f00\u62d3\u4e86\u65b0\u65b9\u5411\u3002<\/p>\n<p id=\"2GSHMDPI\">\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u9752\u5e74\u79d1\u5b66\u5bb6\u3001OpenDriveLab\u56e2\u961f\u8d1f\u8d23\u4eba\u674e\u5f18\u626c\u535a\u58eb\u5411AI\u79d1\u6280\u8bc4\u8bba\u8868\u793a\uff0c2023\u5e74\u7684\u83b7\u5956\u53ea\u662f\u6700\u7ec8\u7ed3\u679c\u3002\u5728\u6b64\u4e4b\u524d\uff0c\u5305\u62ec\u5176\u56e2\u961f\u5728\u5185\uff0c\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u5bf9\u81ea\u52a8\u9a7e\u9a76\u7684\u7814\u7a76\u7ecf\u5386\u4e86\u4e00\u6bb5\u63a2\u7d22\u8fc7\u7a0b\u3002<\/p>\n<p id=\"2GSHMDPJ\">2021\u5e74\uff0c\u5f7c\u65f6\u521a\u52a0\u5165\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u4e0d\u4e45\u7684\u674e\u5f18\u626c\uff0c\u6ce8\u610f\u5230\u4e86\u56fd\u5916\u4e00\u4e2a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5f00\u6e90\u9879\u76ee\u2014\u2014Openpilot\u3002<\/p>\n<p id=\"2GSHMDPK\">\u57fa\u4e8eOpenpilot\u7cfb\u7edf\uff0c\u53ea\u9700\u4e3a\u8f66\u8f86\u5b89\u88c5\u4e00\u4e2a\u5f53\u65f6\u552e\u4ef7999\u7f8e\u5143\u7684\u540e\u88c5\u8bbe\u5907\uff0c\u5185\u7f6e\u5355\u4e2a\u6444\u50cf\u5934\u548c\u7535\u8def\u677f\uff0c\u53ef\u4ee5\u5904\u7406L2\u7ea7\u522b\u7684\u9a7e\u9a76\u573a\u666f\uff0c\u5b9e\u73b0\u81ea\u9002\u5e94\u5de1\u822a\u63a7\u5236\uff08ACC\uff09\u3001\u81ea\u52a8\u8f66\u9053\u4fdd\u6301\uff08ALC\uff09\u3001\u524d\u5411\u78b0\u649e\u8b66\u544a\uff08FCW\uff09\u548c\u8f66\u9053\u504f\u79bb\u8b66\u544a\uff08LDW\uff09\u7b49\u529f\u80fd\uff0c\u76ee\u524d\u5df2\u652f\u630140\u4f59\u79cd\u8f66\u578b\u3002\u76f8\u6bd4\u7279\u65af\u62c9\u5b8c\u5168\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff0cOpenpilot\u6210\u672c\u4f4e\uff0c\u6548\u679c\u5374\u5341\u5206\u60ca\u8273\u3002<\/p>\n<p id=\"2GSHMDPL\">OpenDriveLab\u56e2\u961f\u7cfb\u7edf\u7814\u7a76\u4e86Openpilot\u7684\u5404\u9879\u6280\u672f\u7ec6\u8282\uff0c\u5f97\u51fa\u7ed3\u8bba\uff1aOpenpilot\u4e4b\u6240\u4ee5\u80fd\u591f\u5728\u5355\u4e00\u8bbe\u5907\u4e0a\u5b9e\u73b0L2\u7ea7\u81ea\u52a8\u9a7e\u9a76\uff0c\u5173\u952e\u5728\u4e8e\u7aef\u5230\u7aef\u7684\u7cfb\u7edf\u8bbe\u8ba1\uff0c\u800c\u975e\u4f20\u7edf\u7684\u6a21\u5757\u5316\u6846\u67b6\u3002\u5e76\u4e8e\u5f53\u5e74\u53d1\u8868\u4e86\u4e00\u7bc7Openpilot\u7814\u7a76\u8bba\u6587\uff0c\u5411\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u5206\u4eab\u4e86\u89c2\u70b9\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F0226%2F065cd8b0j00s9gpia00csd200u000dsg00hx0088.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><\/p>\n<p id=\"2GSHMDPN\">OpenDriveLab\u56e2\u961fOpenpilot\u7814\u7a76\u8bba\u6587\u622a\u56fe<\/p>\n<p id=\"2GSHMDPO\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2206.08176<\/p>\n<p id=\"2GSHMDPP\">\u300c\u539f\u6765\u81ea\u52a8\u9a7e\u9a76\u53ef\u4ee5\u505a\u5f97\u5982\u6b64\u7b80\u5355\u3002\u300d<\/p>\n<p id=\"2GSHMDPQ\">\u53d7\u6b64\u5f71\u54cd\uff0c\u56e2\u961f\u5f00\u59cb\u7740\u624b\u8bbe\u8ba1\u7aef\u5230\u7aef\u7684\u76f4\u63a5\u8f93\u51fa\u9879\u76ee\uff0c\u6210\u4e3a\u5f00\u542fUniAD\u7814\u7a76\u7684\u9996\u4e2a\u5173\u952e\u8282\u70b9\u3002<\/p>\n<p id=\"2GSHMDPR\">\u800cUniAD\u7814\u7a76\u7684\u7b2c\u4e8c\u4e2a\u5173\u952e\u8282\u70b9\u5219\u4e0eBEV + Transformer\u76f8\u5173\u3002<\/p>\n<p id=\"2GSHMDPS\">BEV\u662f\u5982\u4eca\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u7684\u70ed\u95e8\u8bcd\u6c47\u3002\u5373\u901a\u8fc7\u8f66\u8f86\u4e0a\u4f20\u611f\u5668\u63a5\u6536\u7684\u6570\u636e\u751f\u6210\u4fef\u89c6\u56fe\uff08\u5730\u56fe\uff09\u5750\u6807\u7cfb\u4e0b\u611f\u77e5\u7ed3\u679c\u7684\u7b97\u6cd5\uff0c\u5305\u62ec\u68c0\u6d4b\u3001\u5206\u5272\u7b49\u4efb\u52a1\uff0c\u662f\u73b0\u884c\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u73af\u5883\u611f\u77e5\u548c\u8868\u793a\u7684\u91cd\u8981\u65b9\u5f0f\u3002<\/p>\n<p id=\"2GSHMDPT\">\u5728BEV\u4e4b\u524d\uff0c\u5927\u90e8\u5206\u6c7d\u8f66\u5382\u5546\u7684\u505a\u6cd5\u662f\u5148\u53bb\u611f\u77e5\u4e862D\u56fe\u50cf\u4e2d\u7684\u4e00\u4e9b\u7279\u5f81\uff0c\u6bd4\u5982\u8bf4\u8f66\u5728\u54ea\u91cc\uff0c\u8f66\u8f6e\u7684\u63a5\u5b9a\u70b9\u5728\u54ea\u91cc\uff0c\u8f66\u7684\u957f\u5bbd\u6bd4\u4f8b\u662f\u591a\u5c11\uff0c\u62ff\u5230\u4e86\u4e00\u4e9b\u56fe\u50cf\u5c42\u9762\u7684\u4fe1\u606f\u4e4b\u540e\u3002\u518d\u6839\u636e\u76f8\u673a\u7684\u4e00\u4e9b3D\u7684\u6807\u5b9a\u51e0\u4f55\u53c2\u6570\u53bb\u83b7\u5f97\u76ee\u6807\u5728\u4e09\u7ef4\u7a7a\u95f4\u4e0b\u7684\u51c6\u786e\u7684\u4f4d\u7f6e\u4fe1\u606f\u3002<\/p>\n<p id=\"2GSHMDPU\">\u76f4\u5230 2014 \u5e74\uff0c\u4e00\u7bc7\u6807\u9898\u4e3a\u201cAutomatic Parking Based on a Bird\u2019s Eye View Vision System\u201d\u7684\u8bba\u6587\u53d1\u8868\uff0c\u6539\u53d8\u4e86\u8fd9\u4e00\u5c40\u9762\u3002\u8be5\u8bba\u6587\u7684\u6838\u5fc3\u5185\u5bb9\u662f\uff1a\u901a\u8fc7\u56db\u9897\u9c7c\u773c\u6444\u50cf\u5934\u611f\u77e5\u73af\u5883\u4fe1\u606f\uff0c\u5e76\u6765\u6784\u5efa\u4e00\u4e2a BEV \u89c6\u89c9\u7cfb\u7edf\uff0c\u5e76\u7531\u6b64\u5b9e\u73b0\u81ea\u52a8\u6cca\u8f66\u3002BEV\u6a2a\u7a7a\u51fa\u4e16\uff0c\u6210\u4e3a\u4e86\u5927\u5bb6\u4e89\u76f8\u7814\u7a76\u7684\u65b9\u5411\u3002<\/p>\n<p id=\"2GSHMDPV\">\u611f\u77e5\u4e0b\u6e38\u7684\u89c4\u5212\u63a7\u5236\u6210\u4e3a\u4e86\u4e3b\u6d41\u505a\u6cd5\u3002\u800c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u6301\u7eed\u8fdb\u6b65\uff0c\u57282021\u5e74\u5e95\u81f32022\u5e74\u95f4\uff0cBEV\u4e0eTransformer\u7684\u6df1\u5ea6\u878d\u5408\u9010\u6e10\u6210\u4e3a\u4e86\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5185\u7684\u4e3b\u6d41\u7814\u7a76\u8d8b\u52bf\u3002<\/p>\n<p id=\"2GSHMDQ0\">\u5f53\u65f6\uff0c\u5b66\u672f\u754c\u9762\u4e34\u5982\u4f55\u7ee7\u7eed\u6df1\u5316\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u521b\u65b0\u7684\u6311\u6218\uff0c\u8fd9\u8981\u6c42\u4ece\u7cfb\u7edf\u67b6\u6784\u548c\u8f6f\u4ef6\u5de5\u7a0b\u5c42\u9762\u6df1\u5165\u63a2\u8ba8\uff0c\u5e76\u524d\u77bb\u6027\u5730\u9884\u89c1\u884c\u4e1a\u53d1\u5c55\u8d8b\u52bf\u3002<\/p>\n<p 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