{"id":35492,"date":"2025-12-15T17:39:14","date_gmt":"2025-12-15T09:39:14","guid":{"rendered":"http:\/\/192.168.10.115\/?p=35492"},"modified":"2025-12-15T17:39:14","modified_gmt":"2025-12-15T09:39:14","slug":"2025-12-15-%e5%a4%8d%e6%97%a6%e4%b8%8a%e4%ba%a4%e6%9c%80%e6%96%b0%ef%bc%81%e4%b8%80%e7%af%87%e9%95%bf%e8%be%be40%e9%a1%b5%e7%9a%84%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e7%a9%ba%e9%97%b4%e6%a3%80","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/12\/15\/35492\/","title":{"rendered":"2025-12-15 \u590d\u65e6&amp;\u4e0a\u4ea4\u6700\u65b0\uff01\u4e00\u7bc7\u957f\u8fbe40\u9875\u7684\u81ea\u52a8\u9a7e\u9a76\u7a7a\u95f4\u68c0\u7d22\u8303\u5f0fSpatialRetrievalAD"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/jsr_MDVarYrTKj_NA7KSZA\">https:\/\/mp.weixin.qq.com\/s\/jsr_MDVarYrTKj_NA7KSZA<\/a><\/p>\n\n\n\n<p>\u73b0\u6709\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u975e\u5e38\u4f9d\u8d56\u8f66\u8f7d\u4f20\u611f\u5668\u8fdb\u884c\u5b9e\u65f6\u7cbe\u786e\u7684\u73af\u5883\u611f\u77e5\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u6a21\u5f0f\u53d7\u884c\u9a76\u8fc7\u7a0b\u4e2d\u7684\u611f\u77e5\u8303\u56f4\u9650\u5236\uff0c\u5728\u89c6\u91ce\u53d7\u9650\u3001\u906e\u6321\u6216\u9ed1\u6697\u3001\u964d\u96e8\u7b49\u6781\u7aef\u6761\u4ef6\u4e0b\u5e38\u51fa\u73b0\u6027\u80fd\u5931\u6548\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4eba\u7c7b\u9a7e\u9a76\u5458\u5373\u4f7f\u5728\u80fd\u89c1\u5ea6\u4e0d\u4f73\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u80fd\u56de\u5fc6\u8d77\u9053\u8def\u7ed3\u6784\u3002\u4e3a\u4e86\u8ba9\u6a21\u578b\u5177\u5907\u8fd9\u79cd\u201c\u56de\u5fc6\u201d\u80fd\u529b\uff0c\u9488\u5bf9\u8fd9\u4e2a\u7279\u70b9\uff0c\u590d\u65e6\u53ef\u4fe1\u5177\u8eab\u667a\u80fd\u548c\u4e0a\u4ea4\u7b49\u5408\u4f5c<strong>\uff0c\u5c06\u79bb\u7ebf\u68c0\u7d22\u7684\u5730\u7406\u56fe\u50cf\u4f5c\u4e3a\u989d\u5916\u8f93\u5165\u5f15\u5165\u7cfb\u7edf\u3002\u8fd9\u4e9b\u56fe\u50cf\u53ef\u4ece\u79bb\u7ebf\u7f13\u5b58\uff08\u5982\u8c37\u6b4c\u5730\u56fe\u6216\u5df2\u5b58\u50a8\u7684\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u96c6\uff09\u4e2d\u8f7b\u677e\u83b7\u53d6\uff0c\u65e0\u9700\u989d\u5916\u4f20\u611f\u5668\uff0c\u662f\u73b0\u6709\u81ea\u52a8\u9a7e\u9a76\u4efb\u52a1\u7684\u5373\u63d2\u5373\u7528\u578b\u6269\u5c55\u65b9\u6848\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u9996\u5148\u901a\u8fc7\u8c37\u6b4c\u5730\u56feAPI\u68c0\u7d22\u5730\u7406\u56fe\u50cf\uff0c\u6269\u5c55\u4e86nuScenes\u6570\u636e\u96c6\uff0c\u5e76\u5c06\u65b0\u6570\u636e\u4e0e\u81ea\u8f66\u8f68\u8ff9\u5bf9\u9f50\u3002\u5e76\u5728\u4e94\u4e2a\u6838\u5fc3\u81ea\u52a8\u9a7e\u9a76\u4efb\u52a1\u4e0a\u5efa\u7acb\u4e86\u57fa\u51c6\uff1a\u76ee\u6807\u68c0\u6d4b\u3001\u5728\u7ebf\u5efa\u56fe\u3001\u5360\u7528\u9884\u6d4b\u3001\u7aef\u5230\u7aef\u89c4\u5212\u548c\u751f\u6210\u5f0f\u4e16\u754c\u6a21\u578b\u3002\u5176\u4e2d\u5728\u7ebf\u5efa\u56femAP\u63d0\u534713.4%\uff0c\u5360\u7528\u9884\u6d4b\u9759\u6001\u7c7bmIoU +2.57%\uff0c\u591c\u95f4\u89c4\u5212\u78b0\u649e\u7387\u4ece0.55%\u964d\u81f30.48%\uff0c\u4e3a\u590d\u6742\u573a\u666f\u81ea\u52a8\u9a7e\u9a76\u63d0\u4f9b\u4f4e\u6210\u672c\u3001\u9ad8\u9c81\u68d2\u7684\u611f\u77e5\u589e\u5f3a\u65b9\u6848\u3002\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u6269\u5c55\u6a21\u6001\u80fd\u591f\u63d0\u5347\u90e8\u5206\u4efb\u52a1\u7684\u6027\u80fd\u3002\u6211\u4eec\u5c06\u5f00\u6e90\u6570\u636e\u96c6\u6784\u5efa\u4ee3\u7801\u3001\u6570\u636e\u53ca\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4e3a\u8fd9\u4e00\u65b0\u81ea\u52a8\u9a7e\u9a76\u8303\u5f0f\u7684\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aSpatial Retrieval Augmented Autonomous Driving<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2512.06865<\/li>\n\n\n\n<li>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/spatialretrievalad.github.io\/<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"631\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-98-1024x631.png\" alt=\"\" class=\"wp-image-35495\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-98-1024x631.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-98-300x185.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-98-768x474.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-98.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u4e00\u3001\u80cc\u666f\u56de\u987e<\/strong><\/p>\n\n\n\n<p>\u6700\u65b0\u7684\u81ea\u52a8\u9a7e\u9a76\u65b9\u6cd5\u4f9d\u8d56\u8f66\u8f7d\u4f20\u611f\u5668\u6355\u83b7\u73af\u5883\u4fe1\u606f\u3002\u5c3d\u7ba1\u8fd9\u79cd\u6a21\u5f0f\u5df2\u53d6\u5f97\u826f\u597d\u6027\u80fd\uff0c\u4f46\u5176\u8f93\u5165\u672c\u8d28\u4e0a\u53d7\u9650\u4e8e\u5728\u7ebf\u4f20\u611f\u7684\u6709\u9650\u8303\u56f4\u548c\u89c6\u7ebf\u4f20\u64ad\u7279\u6027\u3002\u56e0\u6b64\uff0c\u5728\u89c6\u91ce\u53d7\u9650\u3001\u906e\u6321\u3001\u66dd\u5149\u5f02\u5e38\u6216\u96e8\u96ea\u96fe\u7b49\u6076\u52a3\u5929\u6c14\u7b49\u89c6\u89c9\u6311\u6218\u573a\u666f\u4e0b\uff0c\u7cfb\u7edf\u6027\u80fd\u4f1a\u663e\u8457\u4e0b\u964d\uff0c\u5982\u56fe1\u6240\u793a\u3002\u4f8b\u5982\uff0c\u5728\u7ebf\u5efa\u56fe\u548c\u5360\u7528\u9884\u6d4b\u7b49\u4efb\u52a1\u65e8\u5728\u4f30\u8ba1\u573a\u666f\u7ed3\u6784\uff0c\u800c\u6709\u9650\u80fd\u89c1\u5ea6\u6216\u906e\u6321\u4f1a\u964d\u4f4e\u5176\u73af\u5883\u8bc6\u522b\u80fd\u529b\uff0c\u8fdb\u800c\u5f71\u54cd\u89c4\u5212\u51b3\u7b56\u3002\u540c\u6837\uff0c\u8fd1\u5e74\u6765\u7684\u81ea\u52a8\u9a7e\u9a76\u4e16\u754c\u6a21\u578b\u5728\u81ea\u8f66\u504f\u79bb\u8bb0\u5f55\u65e5\u5fd7\u8f83\u5927\u65f6\uff0c\u96be\u4ee5\u751f\u6210\u65b0\u9896\u573a\u666f\uff0c\u8fd9\u4e00\u5c40\u9650\u6e90\u4e8e\u8f66\u8f7d\u89c6\u91ce\u7684\u72ed\u5c0f\u8303\u56f4\uff0c\u9650\u5236\u4e86\u5176\u4f5c\u4e3a\u95ed\u73af\u8bc4\u4f30\u548c\u5f3a\u5316\u5b66\u4e60\u6a21\u62df\u5668\u7684\u5e94\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5f53\u5f53\u524d\u89c6\u89c9\u8f93\u5165\u4e0d\u8db3\u65f6\uff0c\u4eba\u7c7b\u9a7e\u9a76\u5458\u4f1a\u56de\u5fc6\u8fd1\u671f\u7684\u573a\u666f\u8bb0\u5fc6\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u65e8\u5728\u901a\u8fc7\u7a7a\u95f4\u68c0\u7d22\u4e3a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u589e\u6dfb\u8f66\u8f7d\u4f20\u611f\u5668\u5373\u65f6\u8303\u56f4\u4e4b\u5916\u7684\u66f4\u5e7f\u6cdb\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u7a7a\u95f4\u5730\u7406\u6570\u636e\u53ef\u6765\u81ea\u8c37\u6b4c\u5730\u56fe\uff0c\u8be5\u5e73\u53f0\u63d0\u4f9b\u5305\u542b\u7ecf\u7eac\u5ea6\u4fe1\u606f\u7684\u8857\u666f\u548c\u536b\u661f\u56fe\u50cf\u3002\u5bf9\u4e8e\u81ea\u52a8\u9a7e\u9a76\u4f01\u4e1a\u800c\u8a00\uff0c\u4e5f\u53ef\u4f7f\u7528\u5176\u79bb\u7ebf\u7f13\u5b58\u7684\u6570\u636e\u96c6\u3002\u4e0e\u8f66\u8f7d\u4f20\u611f\u5668\u4e0d\u540c\uff0c\u8fd9\u4e9b\u5730\u7406\u6570\u636e\u662f\u79bb\u7ebf\u7684\u3001\u5168\u7403\u53ef\u8bbf\u95ee\u7684\uff0c\u4e14\u4e0d\u53d7\u884c\u9a76\u8fc7\u7a0b\u4e2d\u5e72\u6270\u56e0\u7d20\u7684\u5f71\u54cd\u3002\u5b83\u4eec\u4ece\u81ea\u8f66\u4e4b\u5916\u7684\u89c6\u89d2\u63d0\u4f9b\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\u7ebf\u7d22\uff0c\u65e0\u9700\u989d\u5916\u4f20\u611f\u5668\u6216\u4eba\u5de5\u6807\u6ce8\uff0c\u662f\u4e00\u79cd\u7ecf\u6d4e\u9ad8\u6548\u7684\u7a7a\u95f4\u4e0a\u4e0b\u6587\u589e\u5f3a\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u4e3a\u7cfb\u7edf\u7814\u7a76\u8fd9\u4e00\u65b0\u8303\u5f0f\uff0c\u6211\u4eec\u9996\u5148\u6784\u5efa\u4e86\u4e00\u4e2a\u5c06\u5730\u7406\u6570\u636e\u6574\u5408\u5230\u73b0\u6709\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u96c6\u7684\u6846\u67b6\u3002\u8be5\u6846\u67b6\u901a\u8fc7\u8c37\u6b4c\u5730\u56feAPI\u548c\u81ea\u8f66\u59ff\u6001\u4fe1\u606f\u5b9e\u73b0\u6570\u636e\u6536\u96c6\u548c\u7a7a\u95f4\u5bf9\u9f50\u7684\u81ea\u52a8\u5316\uff0c\u4ee5\u83b7\u53d6\u5e76\u5bf9\u9f50\u5750\u6807\u7cfb\u3002\u5229\u7528\u8fd9\u4e00\u6846\u67b6\uff0c\u6211\u4eec\u968f\u540e\u4e3anuScenes\u6570\u636e\u96c6\u6269\u5c55\u4e86\u76f8\u5e94\u7684\u5730\u7406\u56fe\u50cf\u548c\u57fa\u4e8e\u5750\u6807\u7684\u7a7a\u95f4\u68c0\u7d22API\u3002\u6700\u540e\uff0c\u4e3a\u63a2\u7a76\u8fd9\u4e00\u65b0\u6a21\u6001\u7684\u6548\u679c\uff0c\u6211\u4eec\u5728\u4e94\u4e2a\u5173\u952e\u81ea\u52a8\u9a7e\u9a76\u4efb\u52a1\u4e0a\u5efa\u7acb\u4e86\u57fa\u51c6\uff1a\u76ee\u6807\u68c0\u6d4b\u3001\u5728\u7ebf\u5efa\u56fe\u3001\u5360\u7528\u9884\u6d4b\u3001\u7aef\u5230\u7aef\u89c4\u5212\u548c\u751f\u6210\u5f0f\u4e16\u754c\u6a21\u578b\u3002\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u5373\u63d2\u5373\u7528\u7684\u9002\u914d\u5668\uff0c\u5c06\u5730\u7406\u56fe\u50cf\u65e0\u7f1d\u6574\u5408\u5230\u73b0\u6709\u6a21\u578b\u4e2d\u3002\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u6a21\u6001\u80fd\u591f\u63d0\u5347\u591a\u4e2a\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u4e3b\u8981\u8d21\u732e\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul 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class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"695\" height=\"262\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/121501.png\" alt=\"\" class=\"wp-image-35496\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/121501.png 695w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/121501-300x113.png 300w\" sizes=\"(max-width: 695px) 100vw, 695px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"424\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-99-1024x424.png\" alt=\"\" class=\"wp-image-35497\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-99-1024x424.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-99-300x124.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-99-768x318.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-99.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u7b80\u5316\u8d77\u89c1\uff0c\u672c\u7814\u7a76\u4e2d\u6211\u4eec\u4e3a\u6bcf\u4e2a\u76f8\u673a\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u68c0\u7d22\u6700\u8fd1\u7684\u5730\u7406\u56fe\u50cf\u3002\u82e53D\u8ddd\u79bb\u5927\u4e8e\u9608\u503c\uff0cAPI\u8fd4\u56de\u201c\u65e0\uff08NONE\uff09\u201d\u3002\u672a\u6765\u53ef\u63a2\u7d22\u66f4\u5148\u8fdb\u7684\u68c0\u7d22\u65b9\u5f0f\uff0c\u4f8b\u5982\u68c0\u7d22\u66f4\u591a\u90bb\u57df\u56fe\u50cf\u4f5c\u4e3a\u5168\u5c40\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u79bb\u7ebf\u4efb\u52a1\uff08\u751f\u6210\u5f0f\u4e16\u754c\u6a21\u578b\uff09\uff0c\u4f1a\u6cbf\u751f\u6210\u76ee\u6807\u884c\u9a76\u8f68\u8ff9\u68c0\u7d22\u591a\u5f20\u5730\u7406\u56fe\u50cf\uff0c\u4e3a\u957f\u65f6\u57df\u3001\u5168\u5c40\u4e00\u81f4\u7684\u573a\u666f\u751f\u6210\u63d0\u4f9b\u7a7a\u95f4\u652f\u67b6\uff0c\u51cf\u5c11\u5e7b\u89c9\u73b0\u8c61\u3002<\/p>\n\n\n\n<p><strong>\u7a7a\u95f4\u68c0\u7d22\u9002\u914d\u5668<\/strong><\/p>\n\n\n\n<p>\u672c\u8282\u4ecb\u7ecd\u4e00\u79cd\u901a\u7528\u7684\u5373\u63d2\u5373\u7528\u6a21\u5757\uff08\u56fe2\u5de6\uff09\uff0c\u7528\u4e8e\u5c06\u68c0\u7d22\u5230\u7684\u5730\u7406\u6570\u636e\u878d\u5165\u57fa\u4e8e\u9e1f\u77b0\u56fe\uff08BEV\uff09\u7684\u8f66\u8f7d\u4efb\u52a1\uff0c\u4f5c\u4e3a\u76f4\u89c2\u57fa\u51c6\u3002\u7ed3\u5408\u5404\u4efb\u52a1\u5148\u9a8c\u77e5\u8bc6\u7684\u66f4\u5148\u8fdb\u6a21\u5757\u5c06\u7559\u5f85\u672a\u6765\u7814\u7a76\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"339\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-100-1024x339.png\" alt=\"\" class=\"wp-image-35498\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-100-1024x339.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-100-300x99.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-100-768x255.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-100.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"687\" height=\"220\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/121502.png\" alt=\"\" class=\"wp-image-35499\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/121502.png 687w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/121502-300x96.png 300w\" sizes=\"(max-width: 687px) 100vw, 687px\" \/><\/figure>\n\n\n\n<p><strong>\u751f\u6210\u5f0f\u4e16\u754c\u6a21\u578b\u7684\u7a7a\u95f4\u68c0\u7d22<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"685\" height=\"304\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/121503.png\" alt=\"\" class=\"wp-image-35500\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/121503.png 685w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/121503-300x133.png 300w\" sizes=\"(max-width: 685px) 100vw, 685px\" \/><\/figure>\n\n\n\n<p><strong>\u57fa\u4e8e\u53ef\u9760\u6027\u4f30\u8ba1\u7684\u81ea\u9002\u5e94\u878d\u5408<\/strong><\/p>\n\n\n\n<p>\u5229\u7528\u5730\u7406\u6570\u636e\u7684\u6838\u5fc3\u6311\u6218\u662f\u5904\u7406\u7f3a\u5931\u6216\u9519\u4f4d\u7684\u8857\u666f\u56fe\u50cf\uff08\u56fe7\uff09\u3002\u4e3a\u51cf\u5c11\u8fd9\u7c7b\u60c5\u51b5\u7684\u5f71\u54cd\u5e76\u63d0\u5347\u6a21\u578b\u5bf9\u4e0d\u53ef\u9760\u68c0\u7d22\u7684\u9c81\u68d2\u6027\uff0c\u6211\u4eec\u5f15\u5165\u81ea\u9002\u5e94\u878d\u5408\u673a\u5236\uff08\u56fe3\uff09\uff0c\u57fa\u4e8e\u4ee5\u4e0b\u4e24\u70b9\u52a8\u6001\u8c03\u6574\u5730\u7406\u7279\u5f81\u7684\u8d21\u732e\u6743\u91cd\uff1a\uff08i\uff09\u68c0\u7d22\u4f4d\u7f6e\u4e0e\u81ea\u8f66\u59ff\u6001\u7684\u8ddd\u79bb\uff1b\uff08ii\uff09\u68c0\u7d22\u56fe\u50cf\u4e0e\u5f53\u524d\u8f66\u8f7d\u56fe\u50cf\u7684\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"735\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-101-1024x735.png\" alt=\"\" class=\"wp-image-35501\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-101-1024x735.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-101-300x215.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-101-768x551.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-101.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"689\" height=\"108\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/121504.png\" alt=\"\" class=\"wp-image-35502\" style=\"width:892px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/121504.png 689w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/121504-300x47.png 300w\" sizes=\"(max-width: 689px) 100vw, 689px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"845\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-102-1024x845.png\" alt=\"\" class=\"wp-image-35503\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-102-1024x845.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-102-300x248.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-102-768x634.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-102.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-103-768x362.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-103.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u5750\u6807\u8ba1\u7b97<\/strong><\/p>\n\n\n\n<p>\u4e3a\u5efa\u7acb\u5730\u7406\u6570\u636e\u4e0enuScenes\u5e27\u7684\u5173\u8054\uff0c\u6211\u4eec\u7ed3\u5408nuScenes\u5730\u56fe\u7684\u5168\u7403\u539f\u70b9\u548c\u81ea\u8f66\u59ff\u6001\uff0c\u8ba1\u7b97\u6bcf\u4e2a\u5e27\u7684\u7ecf\u7eac\u5ea6\u5750\u6807\u3002\u5229\u7528\u8fd9\u4e9b\u5750\u6807\u67e5\u8be2\u8c37\u6b4c\u5730\u56feAPI\uff0c\u83b7\u53d6\u8857\u666f\u56fe\u50cf\u548c\u536b\u661f\u5730\u56fe\u5207\u7247\u3002<\/p>\n\n\n\n<p><strong>\u9762\u5411\u9ad8\u6548\u5b58\u50a8\u4e0e\u68c0\u7d22\u7684\u7b49\u77e9\u5f62\u5168\u666f\u56fe\u8868\u793a<\/strong><\/p>\n\n\n\n<p>\u7531\u4e8e\u8857\u666f\u56fe\u50cf\u7684\u7a7a\u95f4\u91c7\u6837\u9891\u7387\u663e\u8457\u4f4e\u4e8enuScenes\u7684\u5173\u952e\u5e27\u901f\u7387\uff0c\u540c\u4e00\u6761\u9053\u8def\u4e0a\u7684\u591a\u4e2anuScenes\u5e27\u53ef\u80fd\u5bf9\u5e94\u76f8\u540c\u7684\u8857\u666f\u4f4d\u7f6e\uff08\u56fe5\uff09\u3002\u4e3a\u6700\u5c0f\u5316\u5b58\u50a8\u5f00\u9500\uff0c\u6bcf\u4e2a\u72ec\u7279\u7684\u5730\u7406\u6570\u636e\u4ec5\u68c0\u7d22\u4e00\u6b21\uff0c\u5e76\u5b58\u50a8\u8be5\u5730\u7406\u6570\u636e\u4e0e\u5176\u6240\u6709\u6700\u8fd1nuScenes\u5e27\u7684\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n\n\n\n<figure 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"480\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-105-1024x480.png\" alt=\"\" class=\"wp-image-35506\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-105-1024x480.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-105-300x141.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-105-768x360.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-105.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u56db\u3001\u5b9e\u9a8c\u7ed3\u679c\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u672c\u8282\u5728\u6269\u5c55\u540e\u7684nuScenes-Geography\u6570\u636e\u96c6\u4e0a\uff0c\u9488\u5bf9\u4e94\u4e2a\u4efb\u52a1\u8bc4\u4f30\u6240\u63d0\u51fa\u7684\u7a7a\u95f4\u68c0\u7d22\u8303\u5f0f\u3002\u6211\u4eec\u63a2\u7a76\u4e86\u7a7a\u95f4\u68c0\u7d22\u7684\u4e09\u5927\u6f5c\u5728\u4f18\u52bf\uff1a\u63d0\u5347\u9759\u6001\u573a\u666f\u7406\u89e3\u80fd\u529b\u3001\u589e\u5f3a\u89c4\u5212\u9c81\u68d2\u6027\u4ee5\u53ca\u6539\u5584\u751f\u6210\u5f0f\u4e16\u754c\u6a21\u578b\u7684\u7a7a\u95f4\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f\u7406\u89e3<\/strong><\/p>\n\n\n\n<p>\u7a7a\u95f4\u68c0\u7d22\u63d0\u4f9b\u4e86\u7a33\u5b9a\u7684\u80cc\u666f\u89c6\u56fe\uff0c\u5f25\u8865\u4e86\u8f66\u8f7d\u4f20\u611f\u5668\u5728\u6781\u7aef\u89c6\u89c9\u6761\u4ef6\u4e0b\u7684\u8106\u5f31\u6027\u548c\u6709\u9650\u611f\u77e5\u8303\u56f4\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5728\u7ebf\u5efa\u56fe<\/strong>\uff1a\u5982\u88682\u6240\u793a\uff0c\u5c06\u5730\u7406\u5148\u9a8c\u878d\u5165MapTR\u548cMapTRv2\u540e\uff0c\u5728\u7ebf\u5efa\u56fe\u6027\u80fd\u663e\u8457\u63d0\u5347\u3002\u989d\u5916\u7684\u80cc\u666f\u4fe1\u606f\u6709\u52a9\u4e8e\u6062\u590d\u88ab\u906e\u6321\u7684\u8f66\u9053\uff08\u89c1\u56fe10\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5360\u7528\u9884\u6d4b<\/strong>\uff1a\u5982\u88683\u6240\u793a\uff0c\u6269\u5c55FBOCC\u548cFlashOCC\u540e\uff0c\u6a21\u578b\u7684\u5e73\u5747\u4ea4\u5e76\u6bd4\uff08mIoU\uff09\u6301\u7eed\u63d0\u5347\uff0c\u9759\u6001\u7c7b\u522b\u5c24\u4e3a\u660e\u663e\u3002\u8be5\u5148\u9a8c\u4e3a\u80cc\u666f\u51e0\u4f55\u7ed3\u6784\u63d0\u4f9b\u4e86\u6297\u4f20\u611f\u5668\u566a\u58f0\u7684\u951a\u5b9a\uff08\u89c1\u56fe10\uff09\u3002<\/li>\n\n\n\n<li><strong>\u76ee\u6807\u68c0\u6d4b<\/strong>\uff1a\u5982\u88684\u6240\u793a\uff0cBEVDet\u548cBEVFormer\u5728\u878d\u5165\u5730\u7406\u6570\u636e\u540e\u63d0\u5347\u5fae\u4e4e\u5176\u5fae\u3002\u8fd9\u4e00\u7ed3\u679c\u7b26\u5408\u9884\u671f\uff0c\u56e0\u4e3a\u7a7a\u95f4\u68c0\u7d22\u4e3b\u8981\u63d0\u4f9b\u80cc\u666f\u4fe1\u606f\u3002\u4e0d\u8fc7\uff0c\u5229\u7528\u5730\u7406\u6570\u636e\u533a\u5206\u524d\u666f\u4e0e\u80cc\u666f\u8fdb\u800c\u8f85\u52a9\u76ee\u6807\u68c0\u6d4b\uff0c\u662f\u4e00\u4e2a\u503c\u5f97\u63a2\u7d22\u7684\u672a\u6765\u65b9\u5411\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-106-1024x538.png\" alt=\"\" class=\"wp-image-35507\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-106-1024x538.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-106-300x158.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-106-768x403.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-106.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u89c4\u5212\u9c81\u68d2\u6027<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u57fa\u4e8eVAD\u8bc4\u4f30\u7a7a\u95f4\u68c0\u7d22\u5bf9\u5b89\u5168\u89c4\u5212\u7684\u4fc3\u8fdb\u4f5c\u7528\u3002\u5730\u7406\u5148\u9a8c\u63d0\u4f9b\u4e86\u4e00\u81f4\u7684\u9053\u8def\u5e03\u5c40\u4fe1\u606f\uff0c\u5f25\u8865\u4e86\u906e\u6321\u6216\u5149\u7167\u4e0d\u8db3\u5bfc\u81f4\u7684\u4f20\u611f\u4e0d\u7a33\u5b9a\u6027\u3002\u5982\u88686\u6240\u793a\uff0c\u5728\u4fdd\u6301\u8f68\u8ff9\u7cbe\u5ea6\u76f8\u5f53\u7684\u524d\u63d0\u4e0b\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u63d0\u5347\u4e86\u5b89\u5168\u88d5\u5ea6\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u5177\u6709\u6311\u6218\u6027\u7684\u591c\u95f4\u573a\u666f\u4e2d\uff0c\u5e73\u5747\u78b0\u649e\u7387\u4ece0.55%\u964d\u81f30.48%\uff0c\u8bc1\u660e\u4e86\u5730\u7406\u5148\u9a8c\u4f5c\u4e3a\u5b89\u5168\u89c4\u5212\u53ef\u9760\u6307\u5bfc\u7684\u4ef7\u503c\uff08\u89c1\u56fe9\u7684\u53ef\u89c6\u5316\u793a\u4f8b\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"197\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-107-1024x197.png\" alt=\"\" class=\"wp-image-35508\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-107-1024x197.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-107-300x58.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-107-768x148.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-107.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u751f\u6210\u5f0f\u4e16\u754c\u6a21\u578b\u4e00\u81f4\u6027<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u8fdb\u4e00\u6b65\u8bc4\u4f30\u5730\u7406\u5148\u9a8c\u5bf9\u751f\u6210\u5f0f\u4e16\u754c\u6a21\u578b\u7684\u8f85\u52a9\u4f5c\u7528\u3002\u5c06UniMLVG\u548cMagicDriveDit 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