
{"id":4701,"date":"2025-02-21T00:41:28","date_gmt":"2025-02-20T16:41:28","guid":{"rendered":"https:\/\/infernews.com\/?p=4701"},"modified":"2025-02-21T02:02:32","modified_gmt":"2025-02-20T18:02:32","slug":"yolo-v12-%e7%b5%90%e5%90%88-cnn-%e5%92%8c-transformer","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/yolo-v12-%e7%b5%90%e5%90%88-cnn-%e5%92%8c-transformer\/","title":{"rendered":"Yolo v12 \u7d50\u5408 CNN \u548c Transformer"},"content":{"rendered":"\n<p>&nbsp;<a href=\"https:\/\/github.com\/sunsmarterjie\/yolov12\" target=\"_blank\" rel=\"noreferrer noopener\">Yolo v12<\/a> \u662f\u7b2c\u4e00\u500b\u4ee5\u6ce8\u610f\u529b\u6a5f\u5236\u70ba\u6838\u5fc3\u7684 YOLO \u6a21\u578b\uff0c\u5b83\u5c07 CNN \u548c Transformer \u7d50\u5408\uff0c\u4ee5\u5be6\u73fe\u8d85\u9ad8\u901f\u7684\u6e96\u78ba\u7269\u4ef6\u6aa2\u6e2c\u3002\u76ee\u524d\u6ce8\u610f\u529b\u6a5f\u5236\u5728\u8a13\u7df4\u6a21\u578b\u6642\u4faf\u7684\u80fd\u529b\uff0c\u5df2\u7d93\u8d85\u8d8a\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08CNN\uff09\uff0c\u800c YOLO \u904e\u5f80\u53ea\u8457\u91cd CNN \u7684\u6539\u9032\u3002YOLO v12 \u4eca\u6b21\u5617\u8a66\u517c\u9867\u6ce8\u610f\u529b\u6a5f\u5236\u7684\u512a\u9ede\u548c CNN \u7684\u6e96\u78ba\u5ea6\uff0c\u900f\u904e\u5f15\u5165\u5340\u57df\u6ce8\u610f\u529b\u6a21\u7d44\uff08Area Attention Module\uff09\u548c\u9ad8\u6548\u5c64\u805a\u5408\u7db2\u8def\uff08R-E LAN\uff09\uff0c\u53ef\u4ee5\u4fdd\u8b49\u901f\u5ea6\u7684\u540c\u6642\uff0c\u4ea6\u63d0\u5347\u6aa2\u6e2c\u7684\u6e96\u78ba\u6027\u3002<a href=\"https:\/\/ai4kids.ai\/blogs\/blog\/what-is-yolo\" target=\"_blank\" rel=\"noreferrer noopener\">YOLO \u662f\u4ec0\u9ebc<\/a><\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"\/blog\/wp-content\/uploads\/2025\/02\/1740071254499737116-239691406729427.mp3\"><\/audio><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/github.com\/sunsmarterjie\/yolov12\" target=\"_blank\"><img data-dominant-color=\"efefef\" data-has-transparency=\"false\" style=\"--dominant-color: #efefef;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"384\" src=\"\/blog\/wp-content\/uploads\/2025\/02\/yolov12.jpg\" alt=\"\" class=\"wp-image-4702 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/yolov12.jpg 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/yolov12-300x113.jpg 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/yolov12-768x288.jpg 768w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/yolov12-640x240.jpg 640w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"YOLOv12 Explained and How to use it\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_VBZnGEM7fD0\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FVBZnGEM7fD0%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/VBZnGEM7fD0\" \/><meta itemprop=\"duration\" content=\"PT12M25S\" \/><meta itemprop=\"uploadDate\" content=\"2025-02-20T13:47:41Z\" \/><\/div><div id=\"lyte_VBZnGEM7fD0\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FVBZnGEM7fD0%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">YOLOv12 Explained and How to use it<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/VBZnGEM7fD0\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FVBZnGEM7fD0%2F0.jpg\" alt=\"YOLOv12 Explained and How to use it\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"In this video, we dive into the latest YOLO model and explore how it outperforms YOLOv11, YOLOv10, and other object detection models like RT-DETR! \ud83d\udccc Links &amp; Resources: \ud83d\udca1 Read the YOLOv12 Paper: https:\/\/www.arxiv.org\/pdf\/2502.12524 \ud83d\udce5 Download YOLOv12 Code: https:\/\/github.com\/AarohiSingla\/YOLOv12 \ud83d\udcfa Watch Our YOLO Series: https:\/\/www.youtube.com\/playlist?list=PLv8Cp2NvcY8ClWpGlPJ9tmBmUhlA94Umy \ud83d\udd0d What You\u2019ll Learn in This Video: \u2705 What\u2019s new in YOLOv12? \u2705 Why YOLOv12 is faster and more accurate than previous versions \u2705 The three big improvements (Area Attention, R-ELAN, Flash Attention) \u2705 Which YOLOv12 model (N, S, M, L, X) is best for you YOLOv12 is the first attention-centric YOLO model\u2014bringing the best of CNNs and Transformers together for ultra-fast, high-accuracy object detection.\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>","protected":false},"excerpt":{"rendered":"<p>&nbsp;Yolo v12 \u662f\u7b2c\u4e00\u500b\u4ee5\u6ce8\u610f\u529b\u6a5f\u5236\u70ba\u6838\u5fc3\u7684 YOLO \u6a21\u578b\uff0c\u5b83\u5c07 CNN \u548c Transformer \u7d50\u5408\uff0c\u4ee5\u5be6\u73fe\u8d85\u9ad8\u901f\u7684\u6e96\u78ba\u7269\u4ef6\u6aa2\u6e2c\u3002\u76ee\u524d\u6ce8\u610f\u529b\u6a5f\u5236\u5728\u8a13\u7df4\u6a21\u578b\u6642\u4faf\u7684\u80fd\u529b\uff0c\u5df2\u7d93\u8d85\u8d8a\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08CNN\uff09\uff0c\u800c YOLO \u904e\u5f80\u53ea\u8457\u91cd CNN \u7684\u6539\u9032\u3002YOLO v12 \u4eca\u6b21\u5617\u8a66\u517c\u9867\u6ce8\u610f\u529b\u6a5f\u5236\u7684\u512a\u9ede\u548c CNN \u7684\u6e96\u78ba\u5ea6\uff0c\u900f\u904e\u5f15\u5165\u5340\u57df\u6ce8\u610f\u529b\u6a21\u7d44\uff08Area Attention Module\uff09\u548c\u9ad8\u6548\u5c64\u805a\u5408\u7db2\u8def\uff08R-E LAN\uff09\uff0c\u53ef\u4ee5\u4fdd\u8b49\u901f\u5ea6\u7684\u540c\u6642\uff0c\u4ea6\u63d0\u5347\u6aa2\u6e2c\u7684\u6e96\u78ba\u6027\u3002YOLO \u662f\u4ec0\u9ebc<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[119,120,149],"tags":[],"class_list":["post-4701","post","type-post","status-publish","format-standard","hentry","category-119","category-120","category-149"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/4701","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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=4701"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/4701\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=4701"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=4701"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=4701"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}