{"id":1251,"date":"2024-07-12T13:39:32","date_gmt":"2024-07-12T05:39:32","guid":{"rendered":"https:\/\/www.gnn.club\/?p=1251"},"modified":"2024-07-30T10:03:13","modified_gmt":"2024-07-30T02:03:13","slug":"test","status":"publish","type":"post","link":"http:\/\/www.gnn.club\/?p=1251","title":{"rendered":"\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u82b1\u6735\u8bc6\u522b"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">1. Introduction<\/h2>\n\n\n\n<p>\u672c\u9879\u76ee\u5305\u542b\u4e86\u81ea AelxNet \u4ee5\u6765\u7ecf\u5178\u7684\u6df1\u5ea6\u5b66\u4e60\u56fe\u50cf\u5206\u7c7b\u6a21\u578b\uff0c\u5927\u90e8\u5206\u6a21\u578b\u662f\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\uff0c\u4e5f\u6709\u4e00\u90e8\u5206\u662f\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u3002 \u535a\u5ba2\u94fe\u63a5\u662f\u5bf9\u6a21\u578b\u7684\u4ecb\u7ecd\uff0c\u4f1a\u6301\u7eed\u66f4\u65b0\u2026.<\/p>\n\n\n\n<p>\u5728\u9879\u76ee\u76ee\u5f55\u4e2d\uff0c\u6a21\u578b\u7684\u642d\u5efa\u4ee3\u7801\u5728classic_models\u6587\u4ef6\u5939\u4e2d\uff1b<strong>\u6240\u6709\u7684\u6a21\u578b\u8bad\u7ec3\u4ee3\u7801\u548c\u63a8\u7406\u4ee3\u7801\u90fd\u662f\u5171\u7528\u7684\uff0c\u53ea\u6709\u6a21\u578b\u642d\u5efa\u4ee3\u7801\u4e0d\u540c<\/strong>\uff0c\u8bad\u7ec3\u4ee3\u7801\u6709\u4e09\u4e2a\u4e0d\u540c\u7684\u7248\u672c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>train_sample.py\u662f\u6700\u7b80\u5355\u7684\u5b9e\u73b0\uff0c\u5fc5\u987b\u638c\u63e1\uff0c\u4ee5\u4e0b\u4e24\u4e2a\u7248\u672c\u770b\u4e2a\u4eba\u9700\u6c42\u3002<\/li>\n\n\n\n<li>train.py\u662f\u7b80\u5355\u5347\u7ea7\u7248\u7684\u5b9e\u73b0\uff0c\u5177\u4f53\u6539\u8fdb\u7684\u5730\u65b9\u89c1train.py\u811a\u672c\u4e2d\u9876\u90e8\u7684\u6ce8\u91ca\u3002<\/li>\n\n\n\n<li>train_distrubuted.py\u652f\u6301\u591agpu\u5206\u5e03\u5f0f\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u540e\uff0ctest.py\u662f\u63a8\u7406\u811a\u672c\uff0c\u7528\u4e8e\u4f7f\u7528\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u3002dataload\u4e2d\u662f\u6570\u636e\u96c6\u52a0\u8f7d\u4ee3\u7801\uff1butils\u662f\u5c01\u88c5\u5404\u79cd\u529f\u80fd\u7684\u5305\uff0c\u5305\u62ec\u5b66\u4e60\u7b56\u7565\uff0c\u8bad\u7ec3\u548c\u9a8c\u8bc1\uff0c\u5206\u5e03\u5f0f\u521d\u59cb\u5316\uff0c\u53ef\u89c6\u5316\u7b49\u7b49\u3002\u5efa\u8bae\u5148\u5b66\u4e60\u638c\u63e1classic_models\uff0ctrain_sample.py\u548ctest.py\u8fd9\u4e09\u90e8\u5206\uff0c\u5176\u4ed6\u90e8\u5206\u7528\u5230\u7684\u65f6\u5019\u518d\u5b66\u4e60\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. Dataset And Project<\/h2>\n\n\n\n<p>\u672c\u9879\u76ee\u662f\u4f7f\u7528python\u8bed\u8a00\u57fa\u4e8epytorch\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7f16\u5199\u7684\u3002<\/p>\n\n\n\n<p>\u9ed8\u8ba4\u7684\u6570\u636e\u96c6\u662f\u82b1\u6735\u6570\u636e\u96c6\uff0c\u6b64\u6570\u636e\u96c6\u5305\u542b\u4e94\u79cd\u4e0d\u540c\u79cd\u7c7b\u7684\u82b1\u6735\u56fe\u50cf\uff0c\u7528\u4e8e\u8bad\u7ec3\u7684\u56fe\u50cf\u67093306\u5f20\uff0c\u7528\u4e8e\u9a8c\u8bc1\u7684\u56fe\u50cf\u6709364\u5f20\u3002<\/p>\n\n\n\n<p><strong>\u4e0b\u8f7d\u5b8c\u6210\u540e\uff0c\u8bb0\u5f97\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u4ee3\u7801\u4e2d\uff0c\u5c06\u6570\u636e\u96c6\u52a0\u8f7d\u7684\u8def\u5f84\u4fee\u6539\u6210\u81ea\u5df1\u7535\u8111\u4e2d\u4e0b\u8f7d\u5b58\u50a8\u7684\u8def\u5f84\u3002<\/strong><\/p>\n\n\n\n<p>\u6570\u636e\u96c6\u56fe\u50cf\u5c55\u793a\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/user-images.githubusercontent.com\/102544244\/192847344-958812cc-0988-4fa4-a458-ed842c41b8d2.png\" alt=\"Dataset show\"\/><\/figure>\n\n\n\n<p>\u5f00\u542f\u6a21\u578b\u7684\u8bad\u7ec3\u53ea\u9700\u8981\u5728IDE\u4e2d\u6267\u884ctrain_sample.py\u811a\u672c\u5373\u53ef\uff1b\u6216\u8005\u5728\u7ec8\u7aef\u6267\u884c\u547d\u4ee4\u884c<code>python train_sample.py<\/code> \u8bad\u7ec3\u7684log\u6253\u5370\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/user-images.githubusercontent.com\/102544244\/192849338-d7297768-88d4-40f8-83b6-79962ace7fd4.png\" alt=\"training log\" style=\"width:599px;height:auto\"\/><\/figure><\/div>\n\n\n<p>\u5c06\u6a21\u578b\u7528\u4e8e\u63a8\u7406\u53ea\u9700\u8981\u5728IDE\u4e2d\u6267\u884ctest.py\u811a\u672c\u5373\u53ef\uff1b\u6216\u8005\u5728\u7ec8\u7aef\u6267\u884c\u547d\u4ee4\u884c<code>python test.py<\/code> \u7ed9\u4e00\u5f20\u5411\u65e5\u8475\u7684\u56fe\u50cf\uff0c\u6a21\u578b\u7684\u8f93\u51fa\u7ed3\u679c\u793a\u4f8b\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/user-images.githubusercontent.com\/102544244\/192850216-f9ebf217-97f9-4c87-a5e5-4c1e032f436b.png\" alt=\"infer show\" style=\"width:500px\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">3. Methods And Papers<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u672c\u9879\u76ee\u652f\u6301\u7684\u6a21\u578b\u5217\u8868<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>AlexNet\uff1a\u6df1\u5ea6\u5b66\u4e60\u5d1b\u8d77\u7684\u6807\u5fd7<\/li>\n\n\n\n<li>ZFNet\uff1a\u5377\u79ef\u539f\u7406\u7684\u6df1\u5ea6\u89e3\u6790<\/li>\n\n\n\n<li>VGGNet: \u63a2\u7d22\u6df1\u5ea6\u7684\u529b\u91cf<\/li>\n\n\n\n<li>GoogLeNet\uff1a\u63a2\u7d22\u5bbd\u5ea6\u7684\u529b\u91cf<\/li>\n\n\n\n<li>ResNet\uff1a\u795e\u6765\u4e4b\u201c\u8def\u201d<\/li>\n\n\n\n<li>DenseNet\uff1a\u7279\u5f81\u590d\u7528\u771f\u7684\u9999<\/li>\n\n\n\n<li>SENet\uff1a\u901a\u9053\u7ef4\u5ea6\u7684\u6ce8\u610f\u529b\u673a\u5236<\/li>\n\n\n\n<li>MobileNet\uff1a\u8f7b\u91cf\u5316\u6a21\u578b<\/li>\n\n\n\n<li>ShuffleNet: \u901a\u9053\u6253\u6563<\/li>\n\n\n\n<li>EfficientNet: \u6a21\u578b\u7f29\u653e\u7b56\u7565<\/li>\n\n\n\n<li>RepVGG\uff1a\u65b0\u578b\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u67b6\u6784<\/li>\n\n\n\n<li>ViT\uff1a\u89c6\u89c9Transformer<\/li>\n\n\n\n<li>Swin Transformer\uff1a\u7a97\u53e3\u5316\u7684Transformer<\/li>\n\n\n\n<li>VAN\uff1a\u57fa\u4e8e\u5377\u79ef\u5b9e\u73b0\u7684\u6ce8\u610f\u529b<\/li>\n\n\n\n<li>ConvNeXt\uff1a\u5377\u79ef\u4e0e\u8bbe\u8ba1\u7b56\u7565\u7684\u65b0\u7bc7\u7ae0<\/li>\n\n\n\n<li>MLP-Mixer: \u5e76\u80a9\u5377\u79ef\u4e0e\u81ea\u6ce8\u610f\uff0c\u591a\u5c42\u611f\u77e5\u673a\u7684\u795e\u5947\u9b54\u6cd5<\/li>\n\n\n\n<li>AS-MLP:\u6ce8\u610f\u529b\u9a71\u52a8\u4e0b\u7684\u591a\u5c42\u611f\u77e5\u673a\u5347\u7ea7<\/li>\n\n\n\n<li>ConvMixer: \u521b\u65b0\u4e4b\u8def\uff0c\u5377\u79ef\u4e0e\u591a\u5c42\u611f\u77e5\u673a\u7684\u76f8\u4e92\u501f\u9274<\/li>\n\n\n\n<li>MetaFormer: \u4e07\u6cd5\u5f52\u4e00\uff0c\u6784\u5efa\u672a\u6765\u7684Transformer\u6a21\u677f<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e0b\u8f7d\u8d44\u6e90<\/h2>\n\n\n\n<p>\u6570\u636e\u96c6\u4e0b\u8f7d\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p>\u4e0b\u8f7d\u94fe\u63a5\u5982\u4e0b\uff1ahttps:\/\/pan.baidu.com\/s\/1EhPMVLOQlLNN55ndrLbh4Q<br>\u63d0\u53d6\u7801\uff1a7799 \u3002<\/p>\n\n\n\n<p>\u9879\u76ee\u4ee3\u7801\u94fe\u63a5\uff1a<\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-94aff73e-ab4a-4ab7-af36-0e22590b510e\" href=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/Deep-Learning-Image-Classification-Models-Based-CNN-or-Attention-main.zip\">Deep-Learning-Image-Classification-Models-Based-CNN-or-Attention-main<\/a><a href=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/Deep-Learning-Image-Classification-Models-Based-CNN-or-Attention-main.zip\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-94aff73e-ab4a-4ab7-af36-0e22590b510e\">\u4e0b\u8f7d<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. Introduction \u672c\u9879\u76ee\u5305\u542b\u4e86\u81ea AelxNet \u4ee5\u6765\u7ecf\u5178\u7684\u6df1\u5ea6\u5b66\u4e60\u56fe\u50cf\u5206\u7c7b\u6a21\u578b\uff0c\u5927\u90e8\u5206\u6a21\u578b\u662f\u57fa [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1798,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1251","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/1251","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1251"}],"version-history":[{"count":19,"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/1251\/revisions"}],"predecessor-version":[{"id":1800,"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/1251\/revisions\/1800"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=\/wp\/v2\/media\/1798"}],"wp:attachment":[{"href":"http:\/\/www.gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1251"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1251"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1251"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}