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src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/11\/104032-20201020111717403-562179071.png\" width=\"591\" height=\"385\" 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loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/11\/104032-20201020111748704-425803459.png\" width=\"703\" height=\"271\" \/><\/p>\n<p>\u5982\u4e0a\u56fe\uff0c\u5728T+1\u5e27\u4e2d\uff0c\u6211\u4eec\u6839\u636e\u76ee\u6807\u524d\u9762\u82e5\u5e72\u5e27\u7684\u5750\u6807\u9884\u6d4b\u5b83\u5728\u672c\u5e27\u4e2d\u7684\u5750\u6807\uff08\u9884\u6d4b\u5750\u6807\uff09\uff0c\u7136\u540e\u518d\u5c06\u8be5\u9884\u6d4b\u5750\u6807\u4e0e\u672c\u5e27\u5b9e\u9645\u68c0\u6d4b\u7684\u76ee\u6807\u5750\u6807\u8fdb\u884c\u6570\u636e\u5173\u8054\u3002\u4e4b\u6240\u4ee5\u9700\u8981\u5148\u8fdb\u884c\u9884\u6d4b\u518d\u5173\u8054\uff0c\u662f\u56e0\u4e3a\u4e3a\u4e86\u51cf\u5c11\u5173\u8054\u8fc7\u7a0b\u7684\u8bef\u5dee\uff0c\u5e38\u89c1\u9884\u6d4b\u7b97\u6cd5\u53ef\u4ee5\u4f7f\u7528\u5361\u5c14\u66fc\u6ee4\u6ce2\uff0c\u6839\u636e\u76ee\u6807\u524d\u9762\u82e5\u5e72\u5750\u6807\u503c\u9884\u6d4b\u4e0b\u4e00\u5750\u6807\u503c\uff0c\u5e76\u4e14\u4e0d\u65ad\u5730\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\uff0c\u5361\u5c14\u66fc\u6ee4\u6ce2\u7b97\u6cd5\u7f51\u4e0a\u6709\u5f00\u6e90\u4ee3\u7801\u3002IOU\uff08\u4ea4\u5e76\u6bd4\uff09\u662f\u8861\u91cf\u4e24\u4e2a\u77e9\u5f62\u65b9\u6846\u7684\u91cd\u53e0\u7a0b\u5ea6\uff0cIOU\u503c\u8d8a\u5927\u4ee3\u8868\u77e9\u5f62\u6846\u91cd\u53e0\u9762\u79ef\u8d8a\u5927\uff0c\u5b83\u662f\u76ee\u6807\u68c0\u6d4b\u4e2d\u5e38\u89c1\u7684\u6982\u5ff5\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u8ba4\u4e3aIOU\u8d8a\u5927\uff0c\u4e24\u4e2a\u76ee\u6807\u4e3a\u540c\u4e00\u7269\u4f53\u7684\u53ef\u80fd\u6027\u8d8a\u5927\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/11\/104032-20201020111817834-739030640.png\" width=\"325\" height=\"158\" \/><\/p>\n<p><strong>\u57fa\u4e8e\u7279\u5f81\u7684\u76ee\u6807\u5173\u8054<\/strong><\/p>\n<p>\u7eaf\u7cb9\u57fa\u4e8e\u5750\u6807\u7684\u76ee\u6807\u8ddf\u8e2a\u7b97\u6cd5\u6709\u4e00\u5b9a\u7684\u5c40\u9650\u6027\uff0c\u5355\u9760\u76ee\u6807\u5750\u6807\u53bb\u5173\u8054\u524d\u540e\u5e27\u7684\u540c\u4e00\u76ee\u6807\u5728\u6709\u4e9b\u573a\u5408\u4e0b\u6548\u679c\u6bd4\u8f83\u5dee\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6709\u4eba\u63d0\u51fa\u7ed3\u5408\u76ee\u6807\u5916\u89c2\u7279\u5f81\u5339\u914d\u505a\u76ee\u6807\u5173\u8054\uff0c\u6362\u53e5\u8bdd\u8bf4\uff0c\u5728\u505a\u76ee\u6807\u5173\u8054\u7684\u65f6\u5019\uff0c\u9664\u4e86\u4f9d\u8d56\u76ee\u6807\u5750\u6807\u5916\uff0c\u8fd8\u8003\u8651\u76ee\u6807\u7684\u5916\u89c2\u7279\u5f81\uff0c\u9053\u7406\u5f88\u7b80\u5355\uff1a<\/p>\n<p>&#8220;\u524d\u540e\u4e24\u5e27\u4e2d\u6328\u5f97\u8fd1\u7684\u7269\u4f53<strong>\u4e14<\/strong>\u5916\u89c2\u957f\u5f97\u6bd4\u8f83\u50cf\u7684\u7269\u4f53\u4e3a\u540c\u4e00\u76ee\u6807\u3002&#8221;<\/p>\n<p>\u8fd9\u6837\u7684\u8ddf\u8e2a\u65b9\u5f0f\u51c6\u786e\u7387\u66f4\u9ad8\uff0c\u4f46\u662f\u540c\u65f6\u51fa\u73b0\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u5982\u4f55\u5224\u65ad\u4e24\u4e2a\u7269\u4f53\u5916\u89c2\u957f\u5f97\u50cf\uff1f\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\uff0c\u6709\u4e00\u4e2a\u4e13\u95e8\u7684\u7814\u7a76\u9886\u57df\u53ebTarget Re-Identification\uff08\u76ee\u6807\u91cd\u8bc6\u522b\uff09\uff0c\u5148\u901a\u8fc7\u5bf9\u4e24\u4e2a\u5f85\u6bd4\u8f83\u76ee\u6807\u8fdb\u884c\u7279\u5f81\u7f16\u7801\uff08\u7279\u5f81\u63d0\u53d6\uff09\uff0c\u7136\u540e\u518d\u6839\u636e\u4e24\u4e2a\u7279\u5f81\u7684\u76f8\u4f3c\u5ea6\uff0c\u6765\u5224\u65ad\u8fd9\u4e24\u4e2a\u76ee\u6807\u662f\u5426\u4e3a\u540c\u4e00\u4e2a\u7269\u4f53\uff0c\u4e24\u4e2a\u7279\u5f81\u8d8a\u76f8\u4f3c\u4ee3\u8868\u4e24\u4e2a\u76ee\u6807\u4e3a\u540c\u4e00\u4e2a\u7269\u4f53\u7684\u53ef\u80fd\u6027\u8d8a\u5927\u3002Target Re-Identification\u5e38\u7528\u5728\u56fe\u50cf\u641c\u7d22\u3001\u8f68\u8ff9\u751f\u6210\uff08\u8de8\u6444\u50cf\u673a\u76ee\u6807\u91cd\u8bc6\u522b\uff09\u4ee5\u53ca\u4eca\u5929\u8fd9\u91cc\u8981\u8bf4\u7684\u76ee\u6807\u8ddf\u8e2a\u3002<\/p>\n<p>\u719f\u6089\u6df1\u5ea6\u5b66\u4e60\u7684\u7ae5\u978b\u5e94\u8be5\u5f88\u6e05\u695a\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u4e3b\u8981\u4f5c\u7528\u5c31\u662f\u5bf9\u539f\u59cb\u8f93\u5165\u6570\u636e\u8fdb\u884c\u7279\u5f81\u7f16\u7801\uff0c\u5c24\u5176\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e3b\u8981\u7528\u4e8e\u56fe\u50cf\u7684\u7279\u5f81\u63d0\u53d6\uff08Feature Extraction\uff09\uff0c\u4ece\u4e8c\u7ef4\u56fe\u50cf\u4e2d\u63d0\u53d6\u9ad8\u7ef4\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u662f\u5bf9\u539f\u59cb\u8f93\u5165\u56fe\u50cf\u7684\u4e00\u79cd\u62bd\u8c61\u8868\u793a\uff0c\u56e0\u6b64\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u7684\u8fc7\u7a0b\u4e5f\u53ef\u4ee5\u79f0\u4e3aRepresentation Learning\u3002\u76f8\u540c\u6216\u8005\u76f8\u4f3c\u7684\u8f93\u5165\u56fe\u7247\uff0c\u795e\u7ecf\u7f51\u7edc\u63d0\u53d6\u5230\u7684\u7279\u5f81\u5e94\u8be5\u4e5f\u662f\u76f8\u540c\u6216\u8005\u76f8\u4f3c\u7684\u3002\u6211\u4eec\u53ea\u8981\u8ba1\u7b97\u4e24\u4e2a\u7279\u5f81\u7684\u76f8\u4f3c\u5ea6\uff0c\u5c31\u53ef\u4ee5\u5224\u65ad\u539f\u59cb\u8f93\u5165\u56fe\u50cf\u7684\u76f8\u4f3c\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/11\/104032-20201020111943023-1051816375.png\" width=\"679\" height=\"286\" \/><\/p>\n<p>\u90a3\u4e48\u5982\u4f55\u8ba1\u7b97\u4e24\u4e2a\u56fe\u50cf\u7279\u5f81\u7684\u76f8\u4f3c\u5ea6\u5462\uff1f\u56fe\u50cf\u7279\u5f81\u7684\u6570\u5b66\u8868\u793a\u662f\u4e00\u4e32\u6570\u5b57\uff0c\u7ec4\u5408\u8d77\u6765\u5c31\u662f\u4e00\u4e2aVector\u5411\u91cf\uff0c\u4e8c\u7ef4\u5411\u91cf\u53ef\u4ee5\u770b\u6210\u662f\u5e73\u9762\u5750\u6807\u7cfb\u4e2d\u7684\u70b9\uff0c\u4e09\u7ef4\u5411\u91cf\u53ef\u4ee5\u770b\u6210\u7acb\u4f53\u7a7a\u95f4\u4e2d\u7684\u70b9\uff0c\u4f9d\u6b21\u7c7b\u63a8\uff0c\u56e0\u6b64\u56fe\u50cf\u7279\u5f81\u4e5f\u88ab\u79f0\u4f5c\u4e3a\u201c\u7279\u5f81\u5411\u91cf\u201d\u3002\u6709\u5f88\u591a\u5ea6\u91cf\u6807\u51c6\u6765\u8861\u91cf\u4e24\u4e2a\u7279\u5f81\u5411\u91cf\u7684\u76f8\u4f3c\u7a0b\u5ea6\uff0c\u6700\u5e38\u89c1\u7684\u662f\u201c\u6b27\u5f0f\u8ddd\u79bb\u201d\uff0c\u5373\u8ba1\u7b97\u4e24\u70b9\u4e4b\u95f4\u7684\u76f4\u7ebf\u8ddd\u79bb\uff0c\u4e8c\u7ef4\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u4e24\u70b9\u4e4b\u95f4\u7684\u76f4\u7ebf\u8ddd\u79bb\u6211\u4eec\u90fd\u975e\u5e38\u719f\u6089\uff0c\u66f4\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u4e24\u70b9\u8ddd\u79bb\u8ba1\u7b97\u539f\u7406\u8ddf\u4e8c\u4e09\u7ef4\u7a7a\u95f4\u4fdd\u6301\u4e00\u81f4\u3002\u53e6\u5916\u9664\u4e86\u201c\u6b27\u5f0f\u8ddd\u79bb\u201d\u4e4b\u5916\uff0c\u8fd8\u6709\u4e00\u79cd\u5e38\u89c1\u8ddd\u79bb\u5ea6\u91cf\u6807\u51c6\u53eb\u201c\u4f59\u5f26\u8ddd\u79bb\u201d\uff0c\u8ba1\u7b97\u4e24\u4e2a\u5411\u91cf\uff08\u70b9\u5230\u4e2d\u5fc3\u539f\u70b9\u7684\u5c04\u7ebf\uff09\u4e4b\u95f4\u7684\u5939\u89d2\uff0c\u5939\u89d2\u8d8a\u5c0f\uff0c\u4ee3\u8868\u4e24\u4e2a\u5411\u91cf\u8d8a\u76f8\u4f3c\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/11\/104032-20201020111949080-1183397729.png\" width=\"753\" height=\"453\" \/><\/p>\n<p>\u5916\u89c2\u7279\u5f81\u63d0\u53d6\u662f\u4e00\u4e2a\u8017\u65f6\u8fc7\u7a0b\uff0c\u56e0\u6b64\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u6bd4\u8f83\u9ad8\u6216\u8005\u9700\u8981\u540c\u65f6\u5904\u7406\u89c6\u9891\u8def\u6570\u6bd4\u8f83\u591a\u7684\u573a\u5408\u53ef\u80fd\u4e0d\u592a\u9002\u5408\u3002\u4f46\u662f\u8fd9\u79cd\u57fa\u4e8e\u5916\u89c2\u7279\u5f81\u7684\u8ddf\u8e2a\u65b9\u5f0f\u6548\u679c\u76f8\u5bf9\u66f4\u597d\uff0c\u5bf9\u906e\u6321\u3001\u76ee\u6807\u5bc6\u96c6\u7b49\u95ee\u9898\u9c81\u68d2\u6027\u66f4\u597d\uff0c\u56e0\u4e3a\u76ee\u6807\u906e\u6321\u518d\u51fa\u73b0\u540e\uff0c\u53ea\u8981\u7279\u5f81\u63d0\u53d6\u7f51\u7edc\u8bad\u7ec3\u5f97\u591f\u597d\uff0c\u76ee\u6807\u5c3a\u5bf8\u3001\u89d2\u5ea6\u53d8\u5316\u5bf9\u5b83\u7684\u5916\u89c2\u7279\u5f81\u5f71\u54cd\u4e0d\u5927\uff0c\u56e0\u6b64\u5173\u8054\u51c6\u786e\u6027\u4e5f\u66f4\u9ad8\u3002\u7c7b\u4f3c\u7684\uff0c\u8fd9\u4e2a\u4e5f\u9002\u7528\u4e8e\u76ee\u6807\u5bc6\u96c6\u573a\u666f\u3002\u5916\u89c2\u7279\u5f81\u63d0\u53d6\u9700\u8981\u5b9a\u4e49\u4e00\u4e2a\u5408\u9002\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c\u91c7\u7528\u76f8\u5173\u7d20\u6750\u53bb\u8bad\u7ec3\u8fd9\u4e2a\u7f51\u7edc\uff0c\u7f51\u4e0a\u6709\u5f88\u591a\u516c\u5f00\u7684Person-ReId\u6570\u636e\u96c6\u53ef\u4ee5\u7528\u6765\u8bad\u7ec3\u884c\u4eba\u8ddf\u8e2a\u7684\u7279\u5f81\u63d0\u53d6\u7f51\u7edc\uff0c\u7c7b\u4f3c\u7684\uff0c\u8fd8\u6709\u4e00\u4e9bVehicle-ReId\u6570\u636e\u96c6\u53ef\u4ee5\u7528\u6765\u8bad\u7ec3\u8f66\u8f86\u8ddf\u8e2a\u7684\u7279\u5f81\u63d0\u53d6\u7f51\u7edc\uff0c\u5173\u4e8e\u8fd9\u5757\u7684\u5185\u5bb9\uff0c\u4e5f\u662f\u4e00\u4e2a\u503c\u5f97\u6df1\u5165\u7814\u7a76\u7684\u9886\u57df\uff0c\u7531\u4e8e\u672c\u7bc7\u6587\u7ae0\u4e3b\u8981\u4ecb\u7ecd\u76ee\u6807\u8ddf\u8e2a\uff0c\u6240\u4ee5\u6682\u4e0d\u5c55\u5f00\u8bb2\u8ff0\u4e86\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/11\/104032-20201020112004188-2082177013.gif\" width=\"513\" height=\"341\" \/><\/p>\n<p>\u672c\u6587\u5f00\u5934\u7b2c\u4e00\u5f20\u56fe\u662f\u57fa\u4e8e\u5750\u6807\u7684\u8ddf\u8e2a\u65b9\u5f0f\u6548\u679c\u56fe\uff0c\u4e0a\u56fe\u662f\u57fa\u4e8e\u5916\u89c2\u7279\u5f81\u7684\u8ddf\u8e2a\u65b9\u5f0f\u6548\u679c\u56fe\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u7b2c\u4e00\u5f20\u56fe\u4e2d\u76ee\u6807\u88ab\u906e\u6321\u518d\u51fa\u73b0\u540e\uff0c\u76ee\u6807ID\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u800c\u7b2c\u4e8c\u5f20\u56fe\u4e2d\u5927\u90e8\u5206\u65f6\u5019\u76ee\u6807ID\u90fd\u6bd4\u8f83\u7a33\u5b9a\uff0c\u540c\u6837\uff0c\u4eba\u7fa4\u5bc6\u96c6\u573a\u5408\u4e2d\uff0c\u540c\u4e00\u76ee\u6807ID\u53d1\u751f\u6539\u53d8\u7684\u51e0\u7387\u4e5f\u5c0f\u3002\u5b9e\u9645\u4e0a\uff0c\u540c\u4e00\u76ee\u6807ID\u662f\u5426\u53d1\u751f\u53d8\u5316\u662f\u8861\u91cf\u8ddf\u8e2a\u7b97\u6cd5\u597d\u574f\u7684\u4e00\u4e2a\u91cd\u8981\u6307\u6807\uff0c\u53ebIDSwitch\uff0c\u540c\u4e00\u76ee\u6807ID\u53d8\u5316\u6b21\u6570\u8d8a\u5c11\uff0c\u53ef\u4ee5\u4e00\u5b9a\u7a0b\u5ea6\u4ee3\u8868\u7b97\u6cd5\u8ddf\u8e2a\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p><strong>\u53c2\u8003\u8bba\u6587<\/strong><\/p>\n<div class=\"table-wrapper\">\n<table>\n<tbody>\n<tr>\n<td valign=\"top\" width=\"29\">1<\/td>\n<td valign=\"top\" width=\"228\">Simple Online Real-time Tracking<\/td>\n<td valign=\"top\" width=\"256\"><a href=\"https:\/\/arxiv.org\/pdf\/1602.00763.pdf\" target=\"_blank\" rel=\"noopener nofollow\">https:\/\/arxiv.org\/pdf\/1602.00763.pdf<\/a><\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"29\">2<\/td>\n<td valign=\"top\" width=\"228\">Simple Online Real-time Tracking with a deep association metric<\/td>\n<td valign=\"top\" width=\"256\"><a href=\"https:\/\/arxiv.org\/pdf\/1703.07402.pdf\" target=\"_blank\" rel=\"noopener nofollow\">https:\/\/arxiv.org\/pdf\/1703.07402.pdf<\/a><\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"29\">3<\/td>\n<td valign=\"top\" width=\"228\">Multiple Object\u00a0Tracking: A Literature Review<\/td>\n<td valign=\"top\" width=\"256\"><a href=\"https:\/\/arxiv.org\/pdf\/1409.7618.pdf\" target=\"_blank\" rel=\"noopener nofollow\">https:\/\/arxiv.org\/pdf\/1409.7618.pdf<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4e0e\u591a\u76ee\u6807\u8ddf\u8e2a\uff08Multiple Object Tracking\u7b80\u79f0MOT\uff09\u5bf9\u5e94\u7684\u662f\u5355\u76ee\u6807\u8ddf\u8e2a\uff08Single Object Tracking\u7b80\u79f0SOT\uff09\uff0c\u6309\u7167\u5b57\u9762\u610f\u601d\u6765\u7406\u89e3\uff0c\u524d\u8005\u662f\u5bf9\u8fde\u7eed\u89c6\u9891\u753b\u9762\u4e2d\u591a\u4e2a\u76ee\u6807\u8fdb\u884c\u8ddf\u8e2a\uff0c\u540e\u8005\u662f\u5bf9\u8fde\u7eed\u89c6\u9891\u753b\u9762\u4e2d\u5355\u4e2a\u76ee\u6807\u8fdb\u884c\u8ddf\u8e2a\u3002\u7531\u4e8e\u5927\u90e8\u5206\u5e94\u7528\u573a\u666f\u90fd\u6d89\u53ca\u5230\u591a\u4e2a\u76ee\u6807\u7684\u8ddf\u8e2a\uff0c\u56e0\u6b64\u591a\u76ee\u6807\u8ddf\u8e2a\u4e5f\u662f\u76ee\u524d\u5927\u5bb6\u4e3b\u8981\u7814\u7a76\u5185\u5bb9\uff0c\u672c\u6587\u4e5f\u4e3b\u8981\u4ecb\u7ecd\u591a\u76ee\u6807\u8ddf\u8e2a\u3002\u8ddf\u8e2a\u7684\u672c\u8d28\u662f\u5173\u8054\u89c6\u9891\u524d\u540e\u5e27\u4e2d\u7684\u540c\u4e00\u7269\u4f53\uff08\u76ee\u6807\uff09\uff0c\u5e76\u8d4b\u4e88\u552f\u4e00TrackID\u3002 \u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u5174\u8d77\uff0c\u76ee\u6807\u68c0\u6d4b\u7684\u51c6\u786e\u6027\u8d8a\u6765\u8d8a\u9ad8\uff0c\u5e38\u89c1\u7684yolo\u7cfb\u5217\u4eceV1\u5230\u73b0\u5728\u7684V8\uff0cmAP\u4e00\u4e2a\u6bd4\u4e00\u4e2a\u9ad8\uff0c\u56e0\u6b64\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u5b9e\u9645\u5de5\u7a0b\u843d\u5730\u4e5f\u8d8a\u6765\u8d8a\u5e7f\u6cdb\uff0c\u57fa\u4e8e\u76ee\u6807\u68c0\u6d4b\u7684\u8ddf\u8e2a\u6211\u4eec\u79f0\u4e3aTracking By Detecting\uff0c\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u7684\u8f93\u51fa\u5c31\u662f\u8fd9\u79cd\u8ddf\u8e2a\u7b97\u6cd5\u7684\u8f93\u5165\uff0c\u6bd4\u5982left, top,width,right\u5750\u6807\u503c\u3002\u8fd9\u79cdTracking By 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