{"id":10507,"date":"2026-07-28T19:53:35","date_gmt":"2026-07-28T11:53:35","guid":{"rendered":"https:\/\/infernews.com\/blog\/drivedna-is-a-large-scale-naturalistic-driving-benchmark-for-driving-style-ideti\/"},"modified":"2026-07-28T19:53:35","modified_gmt":"2026-07-28T11:53:35","slug":"drivedna-is-a-large-scale-naturalistic-driving-benchmark-for-driving-style-ideti","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/drivedna-is-a-large-scale-naturalistic-driving-benchmark-for-driving-style-ideti\/","title":{"rendered":"DriveDNA \u5c07\u99d5\u99db\u98a8\u683c\u62c6\u6e05\u695a"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-989853d9d5ab.jpg\" alt=\"DriveDNA teaser\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u5c11\u99d5\u99db\u6a21\u578b\u8072\u7a31\u8b58\u5225\u300c\u99d5\u99db\u98a8\u683c\u300d\uff0c\u4f46\u4e00\u63db\u8eca\u6b3e\u3001\u8def\u7dda\u6216\u4ea4\u901a\u60c5\u5883\uff0c\u5b78\u5230\u7684\u53ef\u80fd\u53ea\u662f\u8eca\u4e3b\u7fd2\u6163\u8def\u6bb5\u8207\u8eca\u8f1b\u7279\u6027\u3002DriveDNA\u5c6c\u65bc<strong>\u591a\u6a21\u614b\u81ea\u7136\u99d5\u99db\u6578\u64da\u96c6\u8207 benchmark<\/strong>\uff0c\u6838\u5fc3\u4e0d\u662f\u518d\u52a0\u4e00\u6279\u884c\u8eca\u8cc7\u6599\uff0c\u800c\u662f\u628a\u300c\u908a\u500b\u4eba\u5728\u958b\u8eca\u300d\u8207\u300c\u958b\u7dca\u54a9\u8eca\u3001\u884c\u7dca\u908a\u689d\u8def\u300d\u5206\u958b\u6aa2\u9a57\uff0c\u76f4\u63a5\u8655\u7406\u500b\u4eba\u5316\u99d5\u99db\u5efa\u6a21\u6700\u5e38\u898b\u7684\u6377\u5f91\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u516c\u958b\u8cc7\u6e90\u4e0d\u662f\u6a23\u672c\u592a\u7d30\u3001\u5c31\u662f\u628a\u8eca\u8f1b\u8207\u8def\u7dda\u5e7e\u4e4e\u56fa\u5b9a\uff0c\u65bc\u662f\u9ad8\u5206\u672a\u5fc5\u4ee3\u8868\u6a21\u578b\u6349\u5230\u7a69\u5b9a\u7684\u500b\u4eba\u98a8\u683c\u3002\u4f5c\u8005\u7684\u505a\u6cd5\u66f4\u50cf\u91cd\u65b0\u5b9a\u7fa9\u8a55\u6e2c\uff1a\u8cc7\u6599\u4f86\u81ea 465 \u4f4d\u53f8\u6a5f\u3001115 \u6b3e\u8eca\u30014,121 \u6bb5\u99d5\u99db\uff0c\u4fdd\u7559 CAN telemetry \u8207\u524d\u5411\u9053\u8def\u5f71\u7247\uff0c\u4e26\u79fb\u9664 automation-engaged frames\uff0c\u53ea\u7559\u4e0b human-controlled driving\uff0c\u518d\u914d\u5408 frozen evaluation protocol \u8207 leakage probes\uff0c\u8981\u6c42\u7814\u7a76\u8005\u540c\u6642\u5831\u544a\u6548\u7528\u8207\u6d29\u6f0f\u98a8\u96aa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u50f9\u503c\u5728\u65bc\u8a55\u6e2c\u4e0d\u53ea\u770b re-identification \u6e96\u5514\u6e96\uff0c\u9084\u52a0\u5165 personalized behavior prediction\uff0c\u4ee5\u53ca\u5728\u689d\u4ef6\u5339\u914d\u4e0b\u6bd4\u8f03\u98a8\u683c\u662f\u5426\u4ecd\u7136\u5b58\u5728\u3002\u8ad6\u6587\u4ea6\u8b1b\u5f97\u5f88\u76f4\u767d\uff1a\u9ad8 re-ID \u53ef\u80fd\u53ea\u662f route leakage\uff0c\u80fd\u8a8d\u51fa\u53f8\u6a5f\uff0c\u4e0d\u7b49\u65bc\u5c0d\u672a\u4f86\u884c\u70ba\u9810\u6e2c\u66f4\u6709\u5e6b\u52a9\uff1b\u76f8\u6bd4\u53ea\u8ffd\u55ae\u4e00\u8b58\u5225\u5206\u6578\uff0cDriveDNA\u66f4\u91cd\u8996\u6a21\u578b\u6709\u6c92\u6709\u5b78\u5230\u53ef\u9077\u79fb\u3001\u53ef\u89e3\u91cb\u7684\u99d5\u99db\u8868\u5fb5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u898f\u6a21\u5920\u5927\uff1a465 \u4f4d\u53f8\u6a5f\u3001975 \u5c0f\u6642 human-controlled driving\u30014,121 \u6bb5\u99d5\u99db<\/li>\n<li>\u6a21\u614b\u5b8c\u6574\uff1a10 Hz CAN telemetry \u914d\u5408\u540c\u6b65\u524d\u5411\u9053\u8def\u5f71\u7247<\/li>\n<li>\u8a55\u6e2c\u8a2d\u8a08\u91dd\u5c0d\u6df7\u6dc6\u4f86\u6e90\uff0c\u660e\u78ba\u6aa2\u67e5 vehicle\u3001route\u3001condition leakage<\/li>\n<li>\u5009\u5eab\u5df2\u9644 code \u8207 harness\uff0c\u4f46\u63d0\u4f9b\u7684\u662f benchmark \u8207\u7814\u7a76\u6d41\u7a0b\uff0c\u4e0d\u662f\u5373\u63d2\u5373\u7528\u7522\u54c1<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u79c1\u96b1\u8207\u8cc7\u6599\u6cbb\u7406\u4ea6\u5beb\u5f97\u4ed4\u7d30\uff1a\u53f8\u6a5f\u8eab\u4efd\u7528 salted hashes\uff0c\u79fb\u9664 VIN\u3001\u88dd\u7f6e\u8b58\u5225\u78bc\u8207 GPS\uff0c\u6c92\u6709\u8eca\u5ec2\u5f71\u7247\u8207\u97f3\u8a0a\uff0c\u53d7\u63a7\u5f71\u7247\u7248\u672c\u6703\u6a21\u7cca\u4eba\u81c9\u8207\u8eca\u724c\uff0c\u4e26\u7981\u6b62 re-identification \u8207\u4fdd\u96aa\u3001\u5c31\u696d\u3001\u57f7\u6cd5\u8a55\u5206\u7528\u9014\u3002\u8f03\u9069\u5408\u81ea\u52d5\u99d5\u99db\u3001\u99d5\u99db\u884c\u70ba\u5efa\u6a21\u3001VLA \u8207\u591a\u6a21\u614b\u5b78\u7fd2\u5718\u968a\u62ff\u4f86\u505a\u8868\u5fb5\u6bd4\u8f03\u8207\u6d29\u6f0f\u6aa2\u67e5\uff1b\u73fe\u6709\u8cc7\u8a0a\u53ef\u78ba\u8a8d\u5009\u5eab\u9644\u6709 code &amp; harness\uff0c\u4f46\u672a\u898b\u5b8c\u6574\u7522\u54c1\u5316\u5b89\u88dd\u6d41\u7a0b\uff0c\u91cd\u9ede\u4ecd\u662f\u7814\u7a76 benchmark \u8207\u53ef\u91cd\u73fe\u8a55\u6e2c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/WangYuHang-cmd\/DriveDNA\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.23822\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u540c\u4e00\u500b\u4eba\u958b\u5514\u540c\u8eca\u3001\u884c\u5514\u540c\u8def\uff0c\u6a21\u578b\u672a\u5fc5\u771f\u4fc2\u5b78\u5230\u99d5\u99db\u98a8\u683c\u3002DriveDNA\u6b63\u6b63\u7528\u516c\u958b\u57fa\u6e96\u628a\u5462\u500b\u6df7\u6dc6\u62c6\u958b\u4f86\u9a57\u8b49\u3002<\/p>\n","protected":false},"author":8,"featured_media":10506,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,119,199,204],"tags":[],"class_list":["post-10507","post","type-post","status-publish","format-standard","hentry","category-133","category-119","category-dataset-","category-visionlanguageaction"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10507","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10507"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10507\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10506"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10507"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10507"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10507"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}