{"id":37608,"date":"2026-03-05T17:37:40","date_gmt":"2026-03-05T09:37:40","guid":{"rendered":"http:\/\/192.168.10.115\/?p=37608"},"modified":"2026-03-05T17:37:40","modified_gmt":"2026-03-05T09:37:40","slug":"2026-03-05-cvpr-2026-%e5%90%8c%e6%b5%8e%e5%a4%a7%e5%ad%a6%e6%8f%90%e5%87%ba-spiketrack%ef%bc%9a%e9%a6%96%e4%b8%aa%e9%ab%98%e7%b2%be%e5%ba%a6%e4%b8%94%e8%b6%85%e4%bd%8e%e8%83%bd%e8%80%97%e7%9a%84","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2026\/03\/05\/37608\/","title":{"rendered":"2026-03-05 CVPR 2026 | \u540c\u6d4e\u5927\u5b66\u63d0\u51fa SpikeTrack\uff1a\u9996\u4e2a\u9ad8\u7cbe\u5ea6\u4e14\u8d85\u4f4e\u80fd\u8017\u7684\u8109\u51b2\u9a71\u52a8\u89c6\u89c9\u8ddf\u8e2a\u6846\u67b6"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2012118521371455986\">https:\/\/zhuanlan.zhihu.com\/p\/2012118521371455986<\/a><\/p>\n\n\n\n<p>\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff0c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=270896947&amp;content_type=Article&amp;match_order=1&amp;q=%E8%84%89%E5%86%B2%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u8109\u51b2\u795e\u7ecf\u7f51\u7edc<\/a>\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=270896947&amp;content_type=Article&amp;match_order=1&amp;q=Spiking+Neural+Networks&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Spiking Neural Networks<\/a>, SNNs\uff09\u4e00\u76f4\u88ab\u5bc4\u4e88\u539a\u671b\u3002\u7531\u4e8e\u5176\u6a21\u62df\u751f\u7269\u795e\u7ecf\u5143\u7684\u8109\u51b2\u53d1\u5c04\u673a\u5236\uff0c\u5177\u6709\u6781\u9ad8\u7684\u80fd\u6548\u6bd4\uff0c\u88ab\u8ba4\u4e3a\u662f\u5b9e\u73b0\u8fb9\u7f18\u4fa7\u667a\u80fd\u89c6\u89c9\u7684\u7406\u60f3\u9009\u62e9\u3002\u7136\u800c\uff0c\u5728 RGB \u76ee\u6807\u8ddf\u8e2a\u8fd9\u4e00\u4efb\u52a1\u4e0a\uff0cSNN \u5374\u957f\u671f\u9762\u4e34\u201c\u7cbe\u5ea6\u4e0e\u6548\u7387\u4e0d\u53ef\u517c\u5f97\u201d\u7684\u5c34\u5c2c\u5883\u5730\u3002<\/p>\n\n\n\n<p>\u8fd1\u65e5\uff0c\u6765\u81ea\u540c\u6d4e\u5927\u5b66\u3001\u65af\u5fb7\u54e5\u5c14\u6469\u5927\u5b66\u3001\u4e0a\u6d77\u5927\u5b66\u4ee5\u53ca\u65e5\u672c\u5bcc\u5c71\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a <strong>SpikeTrack<\/strong> \u7684\u65b0\u578b\u8109\u51b2\u9a71\u52a8\u8ddf\u8e2a\u6846\u67b6\u3002\u8be5\u6a21\u578b\u88ab\u547d\u540d\u4e3a \u201cSpikeTrack\u201d\uff0c\u610f\u5728\u5f3a\u8c03\u5176\u5b8c\u5168\u57fa\u4e8e\u8109\u51b2\u9a71\u52a8\uff08Spike-driven\uff09\u7684\u8ba1\u7b97\u8303\u5f0f\uff0c\u5e76\u4e13\u4e3a\u89c6\u89c9\u8ddf\u8e2a\uff08Tracking\uff09\u4efb\u52a1\u4f18\u5316\u3002\u5b83\u901a\u8fc7\u975e\u5bf9\u79f0\u7684\u8109\u51b2\u66b9\u7f57\uff08Siamese\uff09\u67b6\u6784\u548c\u53d7\u5927\u8111\u542f\u53d1\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=270896947&amp;content_type=Article&amp;match_order=1&amp;q=%E8%AE%B0%E5%BF%86%E6%A3%80%E7%B4%A2%E6%A8%A1%E5%9D%97&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bb0\u5fc6\u68c0\u7d22\u6a21\u5757<\/a>\uff0c\u7b2c\u4e00\u6b21\u5728 RGB \u8ddf\u8e2a\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u9ad8\u7cbe\u5ea6\u4e0e\u8d85\u4f4e\u80fd\u8017\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-4c9c6e7d75e90fec2cd6a874e6885d34_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bba\u6587\u5730\u5740<\/strong>: <a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/arxiv.org\/abs\/2602.23963\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2602.23963<\/a><\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u4ed3\u5e93<\/strong>: <a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/github.com\/faicaiwawa\/SpikeTrack\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/faicaiwawa\/SpikeTrack<\/a> (\u5df2\u5f00\u6e90)<\/li>\n\n\n\n<li><strong>\u5f55\u7528\u4f1a\u8bae<\/strong>: CVPR 2026<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_2012118521371455986_0\">\u80cc\u666f\u4e0e\u52a8\u673a\uff1aSNN \u8ddf\u8e2a\u7684\u201c\u4e24\u96be\u201d\u56f0\u5883<\/h2>\n\n\n\n<p>\u4f20\u7edf\u7684\u7c7b\u795e\u7ecf\u7f51\u7edc\uff08Artificial Neural Networks, ANNs\uff09\u867d\u7136\u7cbe\u5ea6\u9ad8\uff0c\u4f46\u5728\u5d4c\u5165\u5f0f\u6216\u8fb9\u7f18\u8bbe\u5907\u4e0a\u8fd0\u884c\u65f6\uff0c\u5de8\u5927\u7684\u529f\u8017\u4e00\u76f4\u662f\u75db\u70b9\u3002SNN \u901a\u8fc7\u79bb\u6563\u7684\u8109\u51b2\u4fe1\u53f7\u8fdb\u884c\u8ba1\u7b97\uff0c\u53ea\u6709\u5728\u6709\u8109\u51b2\u65f6\u624d\u89e6\u53d1\u8fd0\u7b97\uff0c\u4e14\u590d\u6742\u7684\u4e58\u6cd5\u53ef\u4ee5\u8f6c\u6362\u4e3a\u7a00\u758f\u7684\u52a0\u6cd5\uff0c\u7406\u8bba\u4e0a\u80fd\u8282\u7701\u5927\u91cf\u80fd\u6e90\u3002<\/p>\n\n\n\n<p>\u4f46\u5728 RGB \u8ddf\u8e2a\u9886\u57df\uff0c\u73b0\u6709\u7684 SNN \u65b9\u6848\u5b58\u5728\u4e24\u4e2a\u4e3b\u8981\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u201c\u8109\u51b2\u201d\u4e0d\u7eaf\u7cb9<\/strong>\uff1a\u4e00\u4e9b\u65b9\u6cd5\u5728\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u5c06\u8109\u51b2\u4fe1\u53f7\u89e3\u7801\u56de\u8fde\u7eed\u503c\uff0c\u7834\u574f\u4e86\u8109\u51b2\u9a71\u52a8\u7684\u7279\u6027\uff0c\u5bfc\u81f4\u80fd\u6548\u4e0b\u964d\u3002<\/li>\n\n\n\n<li><strong>\u67b6\u6784\u5197\u4f59<\/strong>\uff1a\u76f4\u63a5\u6a21\u4eff ANN \u7684\u201c\u5355\u6d41\uff08One-stream\uff09\u201d\u67b6\u6784\u5728 SNN \u4e2d\u4f1a\u4ea7\u751f\u5de8\u5927\u7684\u8ba1\u7b97\u5f00\u9500\u3002\u6b63\u5982\u8bba\u6587\u4e2d\u63d0\u5230\u7684\uff0c\u5355\u6d41\u67b6\u6784\u5c06\u6a21\u677f\u548c\u641c\u7d22\u533a\u57df\u62fc\u63a5\u5728\u4e00\u8d77\u5904\u7406\uff0c\u867d\u7136\u4ea4\u4e92\u5145\u5206\uff0c\u4f46\u5ffd\u7565\u4e86 SNN \u64c5\u957f\u7684\u65f6\u7a7a\u52a8\u6001\u5efa\u6a21\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0cSpikeTrack \u56e2\u961f\u4ece\u751f\u7269\u89c6\u89c9\u611f\u77e5\u4e2d\u6c72\u53d6\u7075\u611f\uff0c\u8bbe\u8ba1\u4e86\u4e00\u5957\u5168\u65b0\u7684\u975e\u5bf9\u79f0\u4ea4\u4e92\u673a\u5236\uff0c\u8bd5\u56fe\u5728\u4fdd\u6301\u8109\u51b2\u9a71\u52a8\u7eaf\u7cb9\u6027\u7684\u540c\u65f6\uff0c\u69a8\u5e72 SNN \u7684\u6027\u80fd\u6f5c\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_2012118521371455986_1\">\u65b9\u6cd5\u8be6\u89e3\uff1a\u975e\u5bf9\u79f0\u67b6\u6784\u4e0e\u8bb0\u5fc6\u68c0\u7d22<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-0942e5e69e9152a0387389f02fd4f06d_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">SpikeTrack \u6574\u4f53\u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p>SpikeTrack \u7684\u6838\u5fc3\u7531\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a\u5171\u4eab\u6743\u91cd\u7684\u8109\u51b2\u9aa8\u5e72\u7f51\u7edc\uff08Spiking Backbone\uff09\u3001\u8bb0\u5fc6\u68c0\u7d22\u6a21\u5757\uff08Memory Retrieval Module, MRM\uff09\u4ee5\u53ca\u9884\u6d4b\u5934\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_2012118521371455986_2\">1. \u9aa8\u5e72\u7f51\u7edc\uff1a\u4ece CNN \u5230 <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=270896947&amp;content_type=Article&amp;match_order=1&amp;q=Transformer&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Transformer<\/a> \u7684\u8109\u51b2\u6f14\u53d8<\/h3>\n\n\n\n<p>SpikeTrack \u91c7\u7528\u4e86 Spike-Driven Transformer v3 \u4f5c\u4e3a\u9aa8\u5e72\u7f51\u7edc\u3002\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u5143\u67b6\u6784\uff08Meta-Transformer\uff09\uff0c\u5b83\u5c06\u7f51\u7edc\u5206\u4e3a\u56db\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u524d\u4e24\u4e2a\u9636\u6bb5<\/strong>\uff1a\u91c7\u7528\u57fa\u4e8e\u5377\u79ef\u7684\u8109\u51b2\u5757\uff08CNN-based SNN blocks\uff09\uff0c\u5229\u7528\u8109\u51b2\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff08Spike Separable Convolution\uff09\u63d0\u53d6\u5c40\u90e8\u7279\u5f81\u3002<\/li>\n\n\n\n<li><strong>\u540e\u4e24\u4e2a\u9636\u6bb5<\/strong>\uff1a\u5f15\u5165\u4e86\u9ad8\u6548\u8109\u51b2\u81ea\u6ce8\u610f\u529b\uff08 E-SDSA\uff09\uff0c\u5728\u957f\u7a0b\u5efa\u6a21\u4e0a\u53d1\u6325\u4f18\u52bf\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>Input\/Output \u6d41\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f93\u5165<\/strong>\uff1a\u6a21\u677f\u56fe\u50cf \uff08\u591a\u65f6\u95f4\u6b65\u6269\u5c55\uff09\u548c\u641c\u7d22\u56fe\u50cf \uff08\u5355\u65f6\u95f4\u6b65\uff09\u3002<\/li>\n\n\n\n<li><strong>\u8f93\u51fa<\/strong>\uff1a\u7ecf\u8fc7\u591a\u5c42\u7279\u5f81\u63d0\u53d6\u548c MRM \u589e\u5f3a\u540e\u7684\u641c\u7d22\u533a\u57df\u7279\u5f81\uff0c\u7528\u4e8e\u6700\u7ec8\u7684\u8fb9\u754c\u6846\u9884\u6d4b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_2012118521371455986_3\">2. \u5f52\u4e00\u5316\u6574\u6570 LIF \u795e\u7ecf\u5143<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5728\u8bad\u7ec3\u4e2d\u4fdd\u6301\u7a33\u5b9a\u5e76\u5728\u63a8\u7406\u65f6\u5b9e\u73b0\u7eaf\u8109\u51b2\u8ba1\u7b97\uff0c\u6a21\u578b\u91c7\u7528\u4e86\u5f52\u4e00\u5316\u6574\u6570\u6f0f\u7535\u6574\u5408\u53d1\u653e\uff08Normalized Integer Leaky Integrate-and-Fire, NI-LIF\uff09\u795e\u7ecf\u5143\u3002\u5176\u6838\u5fc3\u52a8\u529b\u5b66\u65b9\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u5176\u4e2d\uff0c \u662f\u819c\u7535\u4f4d\uff0c \u662f\u7a7a\u95f4\u8f93\u5165\uff0c\u800c \u662f\u4e00\u4e2a<strong>\u53ef\u5b66\u4e60\u7684\u6f0f\u7535\u56e0\u5b50<\/strong>\u3002\u901a\u8fc7\u8ba9 \u53ef\u5b66\u4e60\uff0c\u7f51\u7edc\u53ef\u4ee5\u81ea\u9002\u5e94\u5730\u8c03\u8282\u4e0d\u540c\u65f6\u95f4\u6b65\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u8fd9\u6bd4\u4f20\u7edf\u7684\u56fa\u5b9a\u6f0f\u7535\u56e0\u5b50\u66f4\u80fd\u6355\u6349\u76ee\u6807\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u7ec6\u5fae\u53d8\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_2012118521371455986_4\">3. \u975e\u5bf9\u79f0 Siamese \u8bbe\u8ba1<\/h3>\n\n\n\n<p>\u8fd9\u662f SpikeTrack \u63d0\u5347\u6548\u7387\u7684\u795e\u6765\u4e4b\u7b14\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u677f\u5206\u652f<\/strong>\uff1a\u91c7\u7528\u591a\u65f6\u95f4\u6b65\uff08\uff09\u8f93\u5165\uff0c\u5229\u7528\u795e\u7ecf\u5143\u7684\u65f6\u7a7a\u52a8\u6001\u7279\u6027\u6765\u8054\u5408\u5efa\u6a21\u76ee\u6807\u7684\u7279\u5f81\u8868\u793a\u3002<\/li>\n\n\n\n<li><strong>\u641c\u7d22\u5206\u652f<\/strong>\uff1a\u4ec5\u8fdb\u884c\u5355\u65f6\u95f4\u6b65\u63a8\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-851cfca7d18cdb7b5ed50e21a99ca48d_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u5355\u6d41 SNN \u4e0e\u975e\u5bf9\u79f0 SpikeTrack \u7684\u7ed3\u6784\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u8ba1\u7b97\u91cf\u8f83\u5927\u7684\u6a21\u677f\u5206\u652f\u53ea\u5728\u521d\u59cb\u5316\u6216\u6a21\u677f\u66f4\u65b0\u65f6\u8fd0\u884c\u4e00\u6b21\uff0c\u5176\u7279\u5f81\u4f1a\u88ab\u7f13\u5b58\u3002\u800c\u6bcf\u5e27\u90fd\u5728\u8fd0\u884c\u7684\u641c\u7d22\u5206\u652f\u4fdd\u6301\u8f7b\u91cf\u5316\uff0c\u4ece\u800c\u5927\u5e45\u524a\u51cf\u4e86\u6574\u4f53\u529f\u8017\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_2012118521371455986_5\">4. \u5927\u8111\u542f\u53d1\u7684\u8bb0\u5fc6\u68c0\u7d22\u6a21\u5757 (MRM)<\/h3>\n\n\n\n<p>\u7814\u7a76\u8005\u53c2\u8003\u4e86\u5927\u8111\u76ae\u5c42 V1 \u533a\u57df L2\/3 \u5c42\u7684\u5faa\u73af\u8fde\u63a5\u673a\u5236\uff0c\u8bbe\u8ba1\u4e86 MRM \u6a21\u5757\u3002\u8be5\u673a\u5236\u8ba4\u4e3a\uff0c\u4eba\u7c7b\u5728\u89c2\u5bdf\u906e\u6321\u7269\u4f53\u65f6\uff0c\u4f1a\u901a\u8fc7\u53cd\u9988\u8fde\u63a5\u4e0d\u65ad\u7ec6\u5316\u611f\u77e5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-68173b75676f35db97d337b5b423a67d_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">MRM \u6a21\u5757\u7684\u5b9e\u73b0\u7ec6\u8282<\/figcaption><\/figure>\n\n\n\n<p>MRM \u7684\u5de5\u4f5c\u6d41\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5168\u5c40\u8f6e\u5ed3\u7f16\u7801<\/strong>\uff1a\u641c\u7d22\u5206\u652f\u7684 Query \u5f20\u91cf \u901a\u8fc7\u4e0e\u9884\u8ba1\u7b97\u7684\u8bb0\u5fc6\u77e9\u9635 \u8fdb\u884c\u7ebf\u6027\u68c0\u7d22\uff0c\u5feb\u901f\u83b7\u53d6\u76ee\u6807\u7684\u5927\u81f4\u65b9\u4f4d\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u8282\u6784\u5efa<\/strong>\uff1a\u5229\u7528\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u72ec\u7acb\u7684\u8109\u51b2\u5377\u79ef\uff08SSConv\uff09\u5904\u7406\u68c0\u7d22\u5230\u7684\u4fe1\u53f7\uff0c\u589e\u5f3a\u5bf9\u5c40\u90e8\u7ec6\u8282\u7684\u654f\u611f\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u53cd\u9988\u7ec6\u5316<\/strong>\uff1a\u901a\u8fc7\u6b8b\u5dee\u8fde\u63a5\u6a21\u62df\u5927\u8111\u7684\u9ad8\u7ea7\u53cd\u9988\uff0c\u7ecf\u8fc7\u5faa\u73af\u8fed\u4ee3\uff08Loop\uff09\uff0c\u4f7f\u76ee\u6807\u7279\u5f81\u201c\u8d8a\u770b\u8d8a\u6e05\u6670\u201d\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7531\u4e8e\u53bb\u9664\u4e86 Softmax \u51fd\u6570\uff0c\u8fd9\u79cd\u68c0\u7d22\u673a\u5236\u5177\u6709\u7ebf\u6027\u590d\u6742\u5ea6 \uff0c\u5728\u5904\u7406\u9ad8\u5206\u8fa8\u7387\u7279\u5f81\u65f6\u6bd4\u4f20\u7edf Transformer \u5feb\u5f97\u591a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_2012118521371455986_6\">\u5b9e\u9a8c\u7ed3\u679c\uff1a\u4ee5 1\/26 \u7684\u80fd\u8017\u5b9e\u73b0\u6027\u80fd\u53cd\u8d85<\/h2>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u5728 LaSOT\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=270896947&amp;content_type=Article&amp;match_order=1&amp;q=GOT-10k&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">GOT-10k<\/a>\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=270896947&amp;content_type=Article&amp;match_order=1&amp;q=TrackingNet&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">TrackingNet<\/a> \u7b49\u591a\u4e2a\u4e3b\u6d41\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8be6\u5c3d\u7684\u6d4b\u8bd5\uff0c\u5e76\u4f7f\u7528\u4e86 8 \u5f20 NVIDIA 4090 GPU \u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_2012118521371455986_7\">1. \u60ca\u4eba\u7684\u80fd\u6548\u6bd4<\/h3>\n\n\n\n<p>\u5728 LaSOT \u6570\u636e\u96c6\u4e0a\uff0cSpikeTrack-B256 \u7684 AUC \u8fbe\u5230\u4e86 67.1%\uff0c\u4e0d\u4ec5\u8d85\u8fc7\u4e86\u7ecf\u5178\u7684 Transformer \u8ddf\u8e2a\u5668 TransT\uff0864.9%\uff09\uff0c\u5176\u529f\u8017\u66f4\u662f\u4f4e\u5f97\u60ca\u4eba\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-440f59b0dbe9cdcc531d5a1042987ac3_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">LaSOT \u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u4e0e\u80fd\u8017\u6743\u8861\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u4ece\u56fe 1 \u53ef\u4ee5\u76f4\u89c2\u770b\u5230\uff0cSpikeTrack \u5bb6\u65cf\uff08\u7ea2\u8272\u661f\u53f7\uff09\u4f4d\u4e8e\u56fe\u8868\u7684\u5de6\u4e0a\u65b9\u3002\u5177\u4f53\u6570\u636e\u4e0a\uff0c<strong>SpikeTrack-B256 \u7684\u80fd\u8017\u4ec5\u4e3a TransT \u7684 1\/26<\/strong>\u3002\u8fd9\u610f\u5473\u7740\u5728\u76f8\u540c\u7684\u7535\u6c60\u5bb9\u91cf\u4e0b\uff0c\u642d\u8f7d SpikeTrack \u7684\u8bbe\u5907\u7eed\u822a\u65f6\u95f4\u53ef\u4ee5\u5ef6\u957f\u6570\u5341\u500d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_2012118521371455986_8\">2. \u5e7f\u6cdb\u7684\u6027\u80fd\u9886\u5148<\/h3>\n\n\n\n<p>\u5728\u4e0e\u5176\u4ed6 SNN \u8ddf\u8e2a\u5668\u7684\u5bf9\u6bd4\u4e2d\uff0cSpikeTrack \u5c55\u73b0\u4e86\u538b\u5236\u6027\u7684\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GOT-10k<\/strong>\uff1a<strong>SpikeTrack-B256 \u7684 AO \u6307\u6807\u8fbe\u5230\u4e86 72.2%<\/strong>\uff0c\u76f8\u6bd4\u4e4b\u524d\u7684 SpikeSiamFC++ \u63d0\u5347\u4e86 8.5%\u3002<\/li>\n\n\n\n<li><strong>TrackingNet<\/strong>\uff1aAUC \u8fbe\u5230 81.1%\uff0c\u6027\u80fd\u8ffd\u5e73\u4e86\u9ad8\u6027\u80fd ANN \u8ddf\u8e2a\u5668 SwinTrack\uff0c\u4f46\u80fd\u8017\u4ec5\u4e3a\u5176 1\/3\u3002<\/li>\n\n\n\n<li><strong>TNL2K<\/strong>\uff1a\u5728\u8fd9\u4e00\u6781\u5177\u6311\u6218\u6027\u7684\u957f\u89c6\u9891\u6570\u636e\u96c6\u4e0a\uff0cSpikeTrack-B384 \u53d6\u5f97\u4e86 54.8% \u7684\u6210\u529f\u7387\uff0c\u751a\u81f3\u8d85\u8d8a\u4e86\u5f3a\u5927\u7684\u5355\u6d41\u8ddf\u8e2a\u5668 <strong>OSTrack<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-5240cedf570526c14afa4dec0fbc394b_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u5404\u8ddf\u8e2a\u5668\u6027\u80fd\u5bf9\u6bd4\u8868<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-36c0687d1cd0845afa01a63cfde5526d_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_2012118521371455986_9\">3. \u53ef\u89c6\u5316\u5206\u6790\uff1a\u5faa\u73af\u7684\u529b\u91cf<\/h3>\n\n\n\n<p>\u901a\u8fc7\u53ef\u89c6\u5316 MRM \u4ea7\u751f\u7684\u8109\u51b2\u5f20\u91cf\uff0c\u6211\u4eec\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\u5faa\u73af\u68c0\u7d22\u7684\u6548\u679c\u3002\u5728\u9762\u5bf9\u906e\u6321\u6216\u80cc\u666f\u5e72\u6270\u65f6\uff0c\u7b2c\u4e00\u6b21\u68c0\u7d22\u53ef\u80fd\u8fd8\u5b58\u5728\u566a\u58f0\uff0c\u4f46\u968f\u7740\u5faa\u73af\u6b21\u6570\u589e\u52a0\uff0c\u8109\u51b2\u53d1\u653e\u9010\u6e10\u96c6\u4e2d\u5728\u76ee\u6807\u4e2d\u5fc3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-608dbc65cec3fd307437e26ebbd73754_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">MRM \u4ea7\u751f\u7684\u8109\u51b2\u5f20\u91cf\u53ef\u89c6\u5316<\/figcaption><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u8bba\u6587\u8fd8\u5206\u6790\u4e86 SpikeTrack \u4e0e\u7cbe\u5ea6\u5bfc\u5411\u578b\u8ddf\u8e2a\u5668\uff08\u5982 OSTrack\uff09\u7684\u5dee\u8ddd\u3002\u53d1\u73b0\u5728\u201c\u5feb\u901f\u8fd0\u52a8\u201d\u548c\u201c\u53d8\u5f62\u201d\u573a\u666f\u4e0b\uff0cSNN \u4ecd\u6709\u63d0\u5347\u7a7a\u95f4\u3002\u4f5c\u8005\u8ba4\u4e3a\uff0c\u8fd9\u4e3b\u8981\u662f\u56e0\u4e3a\u8109\u51b2\u4fe1\u53f7\u7684\u4e8c\u503c\u5316\u7279\u6027\u5728\u4f20\u9012\u6781\u7ec6\u7c92\u5ea6\u7684\u8bed\u4e49\u4fe1\u606f\u65f6\u5b58\u5728\u5929\u7136\u6311\u6218\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_2012118521371455986_10\">\u5199\u5728\u6700\u540e<\/h2>\n\n\n\n<p>SpikeTrack \u7684\u51fa\u73b0\uff0c\u4e3a RGB \u89c6\u89c9\u8ddf\u8e2a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u7ade\u4e89\u529b\u7684\u201c\u8109\u51b2\u9a71\u52a8\u201d\u65b0\u57fa\u51c6\u3002\u5b83\u6700\u6838\u5fc3\u7684\u4ef7\u503c\u5728\u4e8e\u8bc1\u660e\u4e86\uff1a<strong>\u901a\u8fc7\u5408\u7406\u7684\u975e\u5bf9\u79f0\u67b6\u6784\u8bbe\u8ba1\uff0cSNN \u5b8c\u5168\u53ef\u4ee5\u5728\u4e0d\u727a\u7272\u7cbe\u5ea6\u7684\u60c5\u51b5\u4e0b\uff0c\u91ca\u653e\u51fa\u5176\u7406\u8bba\u4e0a\u7684\u8d85\u4f4e\u529f\u8017\u6f5c\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u79cd\u7814\u7a76\u601d\u8def\uff0c\u4e0d\u4ec5\u5728\u5b66\u672f\u6307\u6807\u4e0a\u5237\u65b0\u4e86\u8bb0\u5f55\uff0c\u66f4\u5728\u5b9e\u7528\u6027\u4e0a\u8fc8\u51fa\u4e86\u4e00\u5927\u6b65\u3002\u5bf9\u4e8e\u5e0c\u671b\u5728\u4f4e\u529f\u8017\u5d4c\u5165\u5f0f\u8bbe\u5907\uff08\u5982\u65e0\u4eba\u673a\u3001\u667a\u80fd\u7a7f\u6234\uff09\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u8ddf\u8e2a\u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0cSpikeTrack \u63d0\u4f9b\u4e86\u4e00\u4e2a\u73b0\u6210\u7684\u3001\u9ad8\u6027\u80fd\u7684\u5f00\u6e90\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/zhuanlan.z [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-37608","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":0,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/37608"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=37608"}],"version-history":[{"count":1,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/37608\/revisions"}],"predecessor-version":[{"id":37609,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/37608\/revisions\/37609"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=37608"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=37608"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=37608"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}