{"id":24748,"date":"2026-07-28T17:15:29","date_gmt":"2026-07-28T09:15:29","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=24748"},"modified":"2026-07-28T17:29:23","modified_gmt":"2026-07-28T09:29:23","slug":"vision-transformer-%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9f%e4%b8%80%e6%ac%a1%e6%90%9e%e6%87%82-vit-%e5%8e%9f%e7%90%86%e3%80%81cnn-%e5%b7%ae%e7%95%b0%e8%88%87-ai-%e5%bd%b1%e5%83%8f%e8%be%a8%e8%ad%98","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=24748","title":{"rendered":"Vision Transformer \u662f\u4ec0\u9ebc\uff1f\u4e00\u6b21\u641e\u61c2 ViT \u539f\u7406\u3001CNN \u5dee\u7570\u8207 AI \u5f71\u50cf\u8fa8\u8b58\u61c9\u7528"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u751f\u6210\u5f0f AI \u5feb\u901f\u767c\u5c55\uff0c\u9664\u4e86\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u53d7\u5230\u5ee3\u6cdb\u95dc\u6ce8\u5916\uff0c<strong>\u96fb\u8166\u8996\u89ba\uff08Computer Vision\uff09<\/strong> \u4e5f\u8fce\u4f86\u91cd\u8981\u7a81\u7834\u3002\u5176\u4e2d\uff0c<strong>Vision Transformer\uff08ViT\uff09<\/strong> \u88ab\u8996\u70ba\u8fd1\u5e74\u6700\u5177\u4ee3\u8868\u6027\u7684\u5f71\u50cf\u8fa8\u8b58\u6a21\u578b\u4e4b\u4e00\uff0c\u4e0d\u50c5\u6539\u8b8a\u4e86\u50b3\u7d71 CNN \u4e3b\u5c0e\u7684\u5f71\u50cf\u5206\u6790\u65b9\u5f0f\uff0c\u66f4\u6210\u70ba Google\u3001Meta\u3001OpenAI \u7b49\u4f01\u696d\u767c\u5c55 AI \u8996\u89ba\u6a21\u578b\u7684\u91cd\u8981\u57fa\u790e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7a76\u7adf <strong>Vision Transformer \u662f\u4ec0\u9ebc\uff1f\u5b83\u8207 CNN \u6709\u4ec0\u9ebc\u4e0d\u540c\uff1f\u53c8\u70ba\u4ec0\u9ebc\u8d8a\u4f86\u8d8a\u591a AI \u5f71\u50cf\u8fa8\u8b58\u6a21\u578b\u63a1\u7528 Transformer \u67b6\u69cb\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u5c07\u5e36\u4f60\u5feb\u901f\u4e86\u89e3 Vision Transformer \u7684\u6838\u5fc3\u6982\u5ff5\u3001\u904b\u4f5c\u539f\u7406\u3001\u512a\u7f3a\u9ede\uff0c\u4ee5\u53ca\u5728 AI \u5f71\u50cf\u8fa8\u8b58\u3001\u81ea\u52d5\u99d5\u99db\u3001\u91ab\u7642\u5f71\u50cf\u7b49\u9818\u57df\u7684\u5be6\u969b\u61c9\u7528\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator alignfull has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u5167\u5bb9\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u986f\u793a\/\u96b1\u85cf\u5167\u5bb9\u76ee\u9304\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.tibame.com\/?p=24748\/#%E4%BB%80%E9%BA%BC%E6%98%AF_Vision_Transformer%EF%BC%88ViT%EF%BC%89%EF%BC%9F\" >\u4ec0\u9ebc\u662f Vision Transformer\uff08ViT\uff09\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.tibame.com\/?p=24748\/#Vision_Transformer_%E8%88%87_CNN_%E6%9C%89%E4%BB%80%E9%BA%BC%E5%B7%AE%E5%88%A5%EF%BC%9F\" >Vision Transformer \u8207 CNN \u6709\u4ec0\u9ebc\u5dee\u5225\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.tibame.com\/?p=24748\/#Vision_Transformer_%E6%9C%89%E5%93%AA%E4%BA%9B%E5%84%AA%E9%BB%9E%EF%BC%9F\" >Vision Transformer \u6709\u54ea\u4e9b\u512a\u9ede\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.tibame.com\/?p=24748\/#Vision_Transformer_%E6%9C%89%E5%93%AA%E4%BA%9B%E9%99%90%E5%88%B6%EF%BC%9F\" >Vision Transformer \u6709\u54ea\u4e9b\u9650\u5236\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/blog.tibame.com\/?p=24748\/#Vision_Transformer_%E7%9A%84%E6%87%89%E7%94%A8%E6%9C%89%E5%93%AA%E4%BA%9B%EF%BC%9F\" >Vision Transformer \u7684\u61c9\u7528\u6709\u54ea\u4e9b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/blog.tibame.com\/?p=24748\/#%E5%A6%82%E4%BD%95%E9%96%8B%E5%A7%8B%E5%AD%B8%E7%BF%92_Vision_Transformer%EF%BC%9F\" >\u5982\u4f55\u958b\u59cb\u5b78\u7fd2 Vision Transformer\uff1f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/blog.tibame.com\/?p=24748\/#%E7%B5%90%E8%AA%9E%EF%BC%9AVision_Transformer_%E6%98%AF_AI_%E8%A6%96%E8%A6%BA%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%87%8D%E8%A6%81%E9%87%8C%E7%A8%8B%E7%A2%91\" >\u7d50\u8a9e\uff1aVision Transformer \u662f AI \u8996\u89ba\u6a21\u578b\u7684\u91cd\u8981\u91cc\u7a0b\u7891<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-e7aba96af59b0ff429acabd4a321b1e4\"><span class=\"ez-toc-section\" id=\"%E4%BB%80%E9%BA%BC%E6%98%AF_Vision_Transformer%EF%BC%88ViT%EF%BC%89%EF%BC%9F\"><\/span>\u4ec0\u9ebc\u662f Vision Transformer\uff08ViT\uff09\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Vision Transformer\uff08ViT\uff09\u662f\u4e00\u7a2e\u5c07 <strong>Transformer \u67b6\u69cb\u61c9\u7528\u5230\u5f71\u50cf\u8fa8\u8b58<\/strong> \u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u53bb\u5f71\u50cf\u8fa8\u8b58\u5e7e\u4e4e\u90fd\u662f\u4f7f\u7528 CNN\uff08Convolutional Neural Network\uff09\uff0c\u800c Transformer \u539f\u672c\u5247\u662f\u70ba\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08NLP\uff09\u6240\u8a2d\u8a08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f4\u5230 Google Research \u5728 2020 \u5e74\u63d0\u51fa <strong>An Image is Worth 16\u00d716 Words<\/strong>\uff0c\u9996\u6b21\u8b49\u660e Transformer \u4e0d\u53ea\u80fd\u7406\u89e3\u6587\u5b57\uff0c\u4e5f\u80fd\u7406\u89e3\u5716\u7247\uff0c\u56e0\u6b64\u8a95\u751f\u4e86 Vision Transformer\uff08ViT\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u6700\u5927\u7684\u7279\u8272\u5c31\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u628a\u5716\u7247\u5207\u6210\u8a31\u591a\u5c0f\u5340\u584a\uff08Patch\uff09\uff0c\u50cf\u95b1\u8b80\u4e00\u53e5\u8a71\u4e00\u6a23\u7406\u89e3\u6574\u5f35\u5716\u7247\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u56e0\u6b64\uff0cViT \u4e0d\u9700\u8981\u4f9d\u8cf4 CNN \u7684\u5377\u7a4d\u904b\u7b97\uff0c\u800c\u662f\u5229\u7528 Self-Attention \u5b78\u7fd2\u4e0d\u540c\u5340\u57df\u4e4b\u9593\u7684\u95dc\u806f\u6027\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-80d839b8ea705d765950eb5b7504eabd\"><span class=\"ez-toc-section\" id=\"Vision_Transformer_%E8%88%87_CNN_%E6%9C%89%E4%BB%80%E9%BA%BC%E5%B7%AE%E5%88%A5%EF%BC%9F\"><\/span>Vision Transformer \u8207 CNN \u6709\u4ec0\u9ebc\u5dee\u5225\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><div class=\"pcrstb-wrap\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\">\u6bd4\u8f03\u9805\u76ee<\/th><th class=\"has-text-align-center\" data-align=\"center\">CNN<\/th><th class=\"has-text-align-center\" data-align=\"center\">Vision Transformer<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">\u7279\u5fb5\u63d0\u53d6\u65b9\u5f0f<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5377\u7a4d\uff08Convolution\uff09<\/td><td class=\"has-text-align-center\" data-align=\"center\">Self-Attention<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u64c5\u9577\u5b78\u7fd2<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5c40\u90e8\u7279\u5fb5<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5168\u57df\u7279\u5fb5<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u8cc7\u6599\u9700\u6c42<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u8f03\u5c11<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u8f03\u5927<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u5e73\u884c\u904b\u7b97<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u4e00\u822c<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u8f03\u4f73<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u53ef\u64f4\u5145\u6027<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u4e2d<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u9ad8<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u4e3b\u6d41\u61c9\u7528<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u50b3\u7d71\u5f71\u50cf\u8fa8\u8b58<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u65b0\u4e16\u4ee3 AI Vision Model<\/td><\/tr><\/tbody><\/table><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7c21\u55ae\u4f86\u8aaa\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CNN \u6bd4\u8f03\u50cf\u62ff\u653e\u5927\u93e1\uff0c\u4e00\u5c0f\u584a\u4e00\u5c0f\u584a\u89c0\u5bdf\u5716\u7247\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c Vision Transformer \u66f4\u50cf\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5148\u770b\u6574\u5f35\u5716\u7247\uff0c\u518d\u7406\u89e3\u5404\u500b\u5340\u57df\u5f7c\u6b64\u7684\u95dc\u4fc2\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5728\u5927\u578b\u8cc7\u6599\u96c6\u8207\u8907\u96dc\u5834\u666f\u4e2d\uff0cVision Transformer \u5f80\u5f80\u80fd\u5c55\u73fe\u66f4\u597d\u7684\u8868\u73fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-scaled.jpg\" data-rel=\"penci-gallery-image-content\" ><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-1024x683.jpg\" alt=\"\" class=\"wp-image-24751\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-1024x683.jpg 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-300x200.jpg 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-768x512.jpg 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-1536x1024.jpg 1536w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-2048x1365.jpg 2048w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-1920x1280.jpg 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-1170x780.jpg 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-585x390.jpg 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2026\/07\/fantasy-scene-with-futuristic-robotic-human-character-263x175.jpg 263w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5716\u7247\u4f86\u6e90 \/ Magnific<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-10a326e6e11472158cd5531dc7a3ba1a\"><span class=\"ez-toc-section\" id=\"Vision_Transformer_%E6%9C%89%E5%93%AA%E4%BA%9B%E5%84%AA%E9%BB%9E%EF%BC%9F\"><\/span>Vision Transformer \u6709\u54ea\u4e9b\u512a\u9ede\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u80fd\u7406\u89e3\u5168\u57df\u8cc7\u8a0a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u50cf CNN \u53ea\u80fd\u9010\u6b65\u64f4\u5927\u611f\u53d7\uff0cViT \u4e00\u958b\u59cb\u5c31\u80fd\u7406\u89e3\u6574\u5f35\u5716\u7247\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u66f4\u5bb9\u6613\u64f4\u5c55\u5927\u578b\u6a21\u578b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff1aCLIP\u3001DINOv2\u3001SAM\uff08Segment Anything\uff09\u3001EVA\u3001SigLIP\uff0c\u8a31\u591a\u5927\u578b\u8996\u89ba\u6a21\u578b\u90fd\u5efa\u7acb\u5728 Transformer \u67b6\u69cb\u4e4b\u4e0a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u9069\u5408\u591a\u6a21\u614b AI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74 AI \u4e0d\u53ea\u8655\u7406\u5716\u7247\uff0c\u9084\u8655\u7406\u5716\u7247\u3001\u6587\u5b57\u3001\u5f71\u7247\u3001\u8072\u97f3&#8230;\uff0cTransformer \u67b6\u69cb\u66f4\u5bb9\u6613\u6574\u5408\u4e0d\u540c\u6a21\u614b\uff0c\u56e0\u6b64\u6210\u70ba\u751f\u6210\u5f0f AI \u8207\u591a\u6a21\u614b\u6a21\u578b\u7684\u91cd\u8981\u57fa\u790e\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-e147791341987a2de1b462f0ea723f16\"><span class=\"ez-toc-section\" id=\"Vision_Transformer_%E6%9C%89%E5%93%AA%E4%BA%9B%E9%99%90%E5%88%B6%EF%BC%9F\"><\/span>Vision Transformer \u6709\u54ea\u4e9b\u9650\u5236\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136 ViT \u64c1\u6709\u4e0d\u5c11\u512a\u52e2\uff0c\u4f46\u4e5f\u5b58\u5728\u4e00\u4e9b\u6311\u6230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9700\u8981\u8f03\u5927\u91cf\u7684\u8a13\u7df4\u8cc7\u6599<\/strong>\uff1a\u82e5\u8cc7\u6599\u4e0d\u8db3\uff0c\u6a21\u578b\u8868\u73fe\u53ef\u80fd\u4e0d\u5982 CNN\u3002<\/li>\n\n\n\n<li><strong>\u8a13\u7df4\u6210\u672c\u8f03\u9ad8<\/strong>\uff1aTransformer \u901a\u5e38\u9700\u8981\u66f4\u591a GPU \u8cc7\u6e90\u8207\u904b\u7b97\u6642\u9593\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u53c3\u6578\u8f03\u591a<\/strong>\uff1a\u90e8\u7f72\u5728\u908a\u7de3\u88dd\u7f6e\u6642\uff0c\u9700\u8981\u8003\u91cf\u63a8\u8ad6\u901f\u5ea6\u8207\u786c\u9ad4\u9650\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5728\u5c0f\u578b\u8cc7\u6599\u96c6\u6216\u8cc7\u6e90\u6709\u9650\u7684\u60c5\u6cc1\u4e0b\uff0cCNN \u4ecd\u7136\u662f\u503c\u5f97\u8003\u616e\u7684\u9078\u64c7\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-e77d4c90d302d2dfa252e5d2f476ea7e\"><span class=\"ez-toc-section\" id=\"Vision_Transformer_%E7%9A%84%E6%87%89%E7%94%A8%E6%9C%89%E5%93%AA%E4%BA%9B%EF%BC%9F\"><\/span>Vision Transformer \u7684\u61c9\u7528\u6709\u54ea\u4e9b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d ViT \u5df2\u5ee3\u6cdb\u61c9\u7528\u65bc\u8a31\u591a AI \u8996\u89ba\u4efb\u52d9\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f71\u50cf\u5206\u985e<\/strong>\uff1a\u8fa8\u8b58\u7269\u4ef6\u3001\u52d5\u690d\u7269\u3001\u5546\u54c1\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u7269\u4ef6\u5075\u6e2c<\/strong>\uff1a\u642d\u914d DETR \u7b49\u67b6\u69cb\uff0c\u63d0\u9ad8\u8907\u96dc\u5834\u666f\u8fa8\u8b58\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u5f71\u50cf\u5206\u5272<\/strong>\uff1a\u4f8b\u5982 Meta \u63a8\u51fa\u7684 Segment Anything\uff08SAM\uff09\u3002<\/li>\n\n\n\n<li><strong>\u91ab\u7642\u5f71\u50cf\u5206\u6790<\/strong>\uff1a\u5354\u52a9\u5224\u8b80 X \u5149\u3001MRI\u3001\u75c5\u7406\u5f71\u50cf\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u99d5\u99db<\/strong>\uff1a\u8fa8\u8b58\u9053\u8def\u3001\u8eca\u8f1b\u3001\u884c\u4eba\u8207\u4ea4\u901a\u865f\u8a8c\uff0c\u4e26\u7d50\u5408 BEV\uff08Bird&#8217;s-Eye View\uff09\u6280\u8853\u7406\u89e3\u5468\u906d\u74b0\u5883\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u61c9\u7528\u4e5f\u53cd\u6620\u4e86 Vision Transformer \u5df2\u9010\u6f38\u6210\u70ba\u65b0\u4e00\u4ee3 AI \u5f71\u50cf\u8fa8\u8b58\u7684\u91cd\u8981\u57fa\u790e\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-7a71aaef58111788ac3b333b35fd5d03\"><span class=\"ez-toc-section\" id=\"%E5%A6%82%E4%BD%95%E9%96%8B%E5%A7%8B%E5%AD%B8%E7%BF%92_Vision_Transformer%EF%BC%9F\"><\/span>\u5982\u4f55\u958b\u59cb\u5b78\u7fd2 Vision Transformer\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u60f3\u6df1\u5165\u5b78\u7fd2 Vision Transformer\uff0c\u5efa\u8b70\u5148\u5efa\u7acb\u4ee5\u4e0b\u57fa\u790e\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Python \u7a0b\u5f0f\u8a2d\u8a08<\/li>\n\n\n\n<li>\u6df1\u5ea6\u5b78\u7fd2\u57fa\u672c\u6982\u5ff5<\/li>\n\n\n\n<li>CNN \u8207\u5377\u7a4d\u795e\u7d93\u7db2\u8def<\/li>\n\n\n\n<li>Transformer \u8207 Self-Attention \u539f\u7406<\/li>\n\n\n\n<li>PyTorch \u6216 TensorFlow \u5be6\u4f5c\u7d93\u9a57<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\uff0c\u53ef\u4ee5\u9032\u4e00\u6b65\u5b78\u7fd2 DETR\u3001BEV\u30013D Vision \u7b49\u9032\u968e\u4e3b\u984c\uff0c\u7406\u89e3 Transformer \u5982\u4f55\u61c9\u7528\u65bc\u66f4\u8907\u96dc\u7684 AI \u8996\u89ba\u4efb\u52d9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h1 class=\"wp-block-heading has-luminous-vivid-orange-color has-text-color has-link-color wp-elements-b0d34a4b1578952c5c79550149636a92\"><span class=\"ez-toc-section\" id=\"%E7%B5%90%E8%AA%9E%EF%BC%9AVision_Transformer_%E6%98%AF_AI_%E8%A6%96%E8%A6%BA%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%87%8D%E8%A6%81%E9%87%8C%E7%A8%8B%E7%A2%91\"><\/span>\u7d50\u8a9e\uff1aVision Transformer \u662f AI \u8996\u89ba\u6a21\u578b\u7684\u91cd\u8981\u91cc\u7a0b\u7891<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Vision Transformer \u4e0d\u53ea\u662f CNN \u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u66f4\u4ee3\u8868 AI \u5f71\u50cf\u8fa8\u8b58\u9081\u5411\u65b0\u4e00\u4ee3\u67b6\u69cb\u7684\u91cd\u8981\u8f49\u6298\u3002\u900f\u904e Self-Attention\uff0c\u6a21\u578b\u80fd\u66f4\u6709\u6548\u7406\u89e3\u6574\u9ad4\u5f71\u50cf\u8cc7\u8a0a\uff0c\u4e26\u652f\u63f4\u591a\u6a21\u614b\u8207\u5927\u578b\u8996\u89ba\u6a21\u578b\u7684\u767c\u5c55\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u5e0c\u671b\u6df1\u5165\u4e86\u89e3 Vision Transformer \u7684\u539f\u7406\uff0c\u4e26\u5b78\u7fd2\u5f9e CNN\u3001Transformer \u5230 BEV\u3001\u81ea\u52d5\u99d5\u99db\u611f\u77e5\u7b49\u5b8c\u6574 AI Computer Vision \u6280\u8853\uff0c<strong>TibaMe \u7684\u300c<a href=\"https:\/\/www.tibame.com\/program\/image_recognition\" target=\"_blank\" rel=\"noopener\" title=\"\">AI \u5f71\u50cf\u8fa8\u8b58\u5de5\u7a0b\u5e2b\u7279\u8a13\u73ed<\/a>\u300d<\/strong> \u900f\u904e\u5faa\u5e8f\u6f38\u9032\u7684\u8ab2\u7a0b\u8a2d\u8a08\uff0c\u5e36\u9818\u5b78\u54e1\u5efa\u7acb\u7406\u8ad6\u8207\u5be6\u4f5c\u80fd\u529b\uff0c\u5354\u52a9\u4f60\u638c\u63e1\u7522\u696d\u4e3b\u6d41\u7684 AI \u8996\u89ba\u6280\u8853\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Vision Transformer\uff08ViT\uff09\u662f\u8fd1\u5e74 AI \u5f71\u50cf\u8fa8\u8b58\u7684\u91cd\u8981\u6280\u8853\uff0c\u4e5f\u662f\u8a31\u591a\u5927\u578b\u8996\u89ba\u6a21\u578b\u7684\u6838\u5fc3\u67b6\u69cb\u3002\u672c\u6587\u5c07\u4ecb\u7d39 Vision Transformer \u7684\u904b\u4f5c\u539f\u7406\u3001\u8207 CNN \u7684\u5dee\u7570\u3001\u512a\u7f3a\u9ede\u3001\u5be6\u969b\u61c9\u7528\u60c5\u5883\uff0c\u4ee5\u53ca\u5982\u4f55\u958b\u59cb\u5b78\u7fd2 ViT\uff0c\u5e36\u4f60\u5feb\u901f\u5efa\u7acb AI Computer Vision \u57fa\u790e\u3002<\/p>\n","protected":false},"author":19,"featured_media":24750,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[1196],"tags":[163,775,2291,2426],"class_list":["post-24748","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-","tag-163","tag-cnn","tag-ai-","tag-vision-transformer"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"Vision Transformer\uff08ViT\uff09\u662f\u8fd1\u5e74 AI 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