{"id":23279,"date":"2024-12-02T10:46:48","date_gmt":"2024-12-02T02:46:48","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23279"},"modified":"2024-12-02T10:46:48","modified_gmt":"2024-12-02T02:46:48","slug":"%e8%bd%bb%e9%87%8f%e5%8c%96mobilemamba%e8%a7%86%e8%a7%89%e6%a8%a1%e5%9e%8b%e6%9d%a5%e4%ba%86%ef%bd%9c%e6%b5%99%e5%a4%a7-%e8%85%be%e8%ae%af%e4%bc%98%e5%9b%be-%e5%8d%8e%e4%b8%ad%e7%a7%91%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/12\/02\/23279\/","title":{"rendered":"\u8f7b\u91cf\u5316MobileMamba\u89c6\u89c9\u6a21\u578b\u6765\u4e86\uff5c\u6d59\u5927\/\u817e\u8baf\u4f18\u56fe\/\u534e\u4e2d\u79d1\u5927\u8054\u5408\u51fa\u54c1"},"content":{"rendered":"<div><img data-dominant-color=\"78aeca\" data-has-transparency=\"false\" style=\"--dominant-color: #78aeca;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23281\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/25b3f72551ced8bec62554166596919fecc063-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/25b3f72551ced8bec62554166596919fecc063-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/25b3f72551ced8bec62554166596919fecc063-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u6700\u8fd1\u7684\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u5982Mamba\uff0c\u56e0\u5176\u7ebf\u6027\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u51fa\u8272\u7684\u6548\u679c\u88ab\u5e7f\u6cdb\u7528\u5728\u89c6\u89c9\u9886\u57df\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u6d59\u5927\u3001\u817e\u8baf\u4f18\u56fe\u3001\u534e\u4e2d\u79d1\u6280\u5927\u5b66\u7684\u56e2\u961f\uff0c\u63d0\u51fa<strong>\u8f7b\u91cf\u5316MobileMamba<\/strong>\uff01<\/p>\n<p class=\"js_darkmode__2\">\u65e2\u826f\u597d\u5730\u5e73\u8861\u4e86\u6548\u7387\u4e0e\u6548\u679c\uff0c\u63a8\u7406\u901f\u5ea6\u8fdc\u8d85\u73b0\u6709\u57fa\u4e8eMamba\u7684\u6a21\u578b\u3002<\/p>\n<p class=\"js_darkmode__3\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/02\/a18ef5237eadf3c63ad667cd98404d7fdb1bb2.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__4\">\u4e00\u76f4\u4ee5\u6765\uff0c\u8f7b\u91cf\u5316\u6a21\u578b\u7814\u7a76\u7684\u4e3b\u9635\u5730\u90fd\u5728CNN\u548cTransformer\u7684\u8bbe\u8ba1\u3002<\/p>\n<p class=\"js_darkmode__5\">\u4f46CNN\u7684\u5c40\u90e8\u6709\u6548\u611f\u53d7\u91ce\u5728\u9ad8\u5206\u8fa8\u7387\u8f93\u5165\u65f6\uff0c\u96be\u4ee5\u83b7\u5f97\u957f\u8ddd\u79bb\u4f9d\u8d56\uff1b\u5c3d\u7ba1Transformer\u6709\u7740\u5168\u5c40\u5efa\u6a21\u80fd\u529b\uff0c\u4f46\u662f\u5176\u5e73\u65b9\u7ea7\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u9650\u5236\u4e86\u5176\u5728\u9ad8\u5206\u8fa8\u7387\u4e0b\u7684\u8f7b\u91cf\u5316\u5e94\u7528\u3002<\/p>\n<p class=\"js_darkmode__6\">\u6700\u8fd1\u7684\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u5982Mamba\uff0c\u56e0\u5176\u7ebf\u6027\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u51fa\u8272\u7684\u6548\u679c\u88ab\u5e7f\u6cdb\u7528\u5728\u89c6\u89c9\u9886\u57df\u3002<\/p>\n<p class=\"js_darkmode__7\">\u7136\u800c\uff0c\u57fa\u4e8eMamba\u7684\u8f7b\u91cf\u5316\u6a21\u578b\u867d\u7136FLOPs\u4f4e\uff0c\u4f46\u662f\u5b9e\u9645\u7684\u541e\u5410\u91cf\u6781\u4f4e\u3002<\/p>\n<h6><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/02\/c2cd3c8475439db97e04709f42f12093730576.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u25b3\u6700\u8fd1\u57fa\u4e8eCNN\/Transformer\/Mamba\u65b9\u6cd5\u7684\u6548\u679c vs. FLOPs\u5bf9\u6bd4<\/h6>\n<p class=\"js_darkmode__11\">\u56e2\u961f<strong>\u9996\u5148\u5728\u7c97\u7c92\u5ea6\u4e0a<\/strong>\u8bbe\u8ba1\u4e86\u4e09\u9636\u6bb5\u7f51\u7edc\u663e\u8457\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<p class=\"js_darkmode__12\"><strong>\u968f\u540e\u5728\u7ec6\u7c92\u5ea6\u4e0a<\/strong>\u63d0\u51fa\u4e86\u9ad8\u6548\u591a\u611f\u53d7\u91ce\u7279\u5f81\u4ea4\u4e92\uff08MRFFI\uff09\u6a21\u5757\u5305\u542b\u957f\u8ddd\u79bb\u5c0f\u6ce2\u53d8\u6362\u589e\u5f3aMamba\u00a0\uff08WTE-Mamba\uff09\u3001\u9ad8\u6548\u591a\u6838\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff08MK-DeConv\uff09\u548c\u53bb\u5197\u4f59\u6052\u7b49\u6620\u5c04\u4e09\u4e2a\u90e8\u5206\u2014\u2014\u8fd9\u6709\u5229\u4e8e\u5728\u957f\u8ddd\u79bb\u5efa\u6a21\u7684\u7279\u5f81\u4e0a\u878d\u5408\u591a\u5c3a\u5ea6\u591a\u611f\u53d7\u91ce\u4fe1\u606f\u5e76\u52a0\u5f3a\u9ad8\u9891\u7ec6\u8282\u7279\u5f81\u63d0\u53d6\u3002<\/p>\n<p class=\"js_darkmode__13\"><strong>\u6700\u540e\uff0c\u4f7f\u7528\u4e24\u4e2a\u8bad\u7ec3\u548c\u4e00\u4e2a\u63a8\u7406\u7b56\u7565\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u6548\u7387<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__14\">\u5927\u91cf\u5b9e\u9a8c\u9a8c\u8bc1\uff0cMobileMamba\u5728ImageNet-1K\u6570\u636e\u96c6\u4e0a\u7684Top &#8211; 1\u51c6\u786e\u7387\u6700\u9ad8\u53ef\u8fbe83.6\uff0c\u4e14\u901f\u5ea6\u662fLocalVim\u768421\u500d\u3001EfficientVMamba\u76843.3\u500d\u3002<\/p>\n<p class=\"js_darkmode__15\">\u540c\u65f6\uff0c\u5927\u91cf\u7684\u4e0b\u6e38\u4efb\u52a1\u5b9e\u9a8c\u4e5f\u9a8c\u8bc1\u4e86\u8be5\u65b9\u6cd5\u5728\u9ad8\u5206\u8fa8\u7387\u8f93\u5165\u60c5\u51b5\u4e0b\uff0c\u53d6\u5f97\u4e86\u6548\u679c\u4e0e\u6548\u7387\u7684\u6700\u4f73\u5e73\u8861\u3002<\/p>\n<h2>\u73b0\u5b58\u7f3a\u9677\uff1a\u6210\u672c\u9ad8\u3001\u901f\u5ea6\u4f4e<\/h2>\n<p class=\"js_darkmode__17\">\u968f\u7740\u79fb\u52a8\u8bbe\u5907\u7684\u666e\u53ca\uff0c\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e2d\u5bf9\u9ad8\u6548\u3001\u5feb\u901f\u4e14\u51c6\u786e\u7684\u89c6\u89c9\u5904\u7406\u9700\u6c42\u65e5\u76ca\u589e\u957f\u3002<\/p>\n<p class=\"js_darkmode__18\">\u5f00\u53d1\u8f7b\u91cf\u5316\u6a21\u578b\uff0c\u6709\u52a9\u4e8e\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u548c\u5b58\u50a8\u6210\u672c\uff0c\u8fd8\u80fd\u63d0\u5347\u63a8\u7406\u901f\u5ea6\uff0c\u4ece\u800c\u62d3\u5c55\u6280\u672f\u7684\u5e94\u7528\u8303\u56f4\u3002<\/p>\n<p class=\"js_darkmode__19\">\u73b0\u6709\u88ab\u5e7f\u6cdb\u7814\u7a76\u7684\u8f7b\u91cf\u5316\u6a21\u578b\uff0c\u4e3b\u8981\u88ab\u5206\u4e3a\u57fa\u4e8eCNN\u548cTransformer\u7684\u7ed3\u6784\u3002<\/p>\n<p class=\"js_darkmode__20\">\u57fa\u4e8eCNN\u7684MobileNet\uff0c\u8bbe\u8ba1\u4e86\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\u5927\u5e45\u5ea6\u51cf\u5c11\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\uff1bGhostNet\u63d0\u51fa\u5c06\u539f\u672c\u5c06\u539f\u672c\u5168\u901a\u90531&#215;1\u5377\u79ef\u66ff\u6362\u4e3a\u534a\u6570\u901a\u9053\u8fdb\u884c\u5ec9\u4ef7\u8ba1\u7b97\uff0c\u53e6\u534a\u6570\u901a\u9053\u76f4\u63a5\u6052\u7b49\u6620\u5c04\u3002<\/p>\n<p class=\"js_darkmode__21\">\u8fd9\u4e9b\u65b9\u6cd5\u7ed9\u540e\u7eed\u57fa\u4e8eCNN\u7684\u5de5\u4f5c\u5960\u5b9a\u4e86\u826f\u597d\u7684\u57fa\u7840\u3002<\/p>\n<p class=\"js_darkmode__22\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/02\/2415cf5138953942de5808876953a97979ab76.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__23\">\u4f46\u662f\u57fa\u4e8eCNN\u65b9\u6cd5\u7684\u4e3b\u8981\u7f3a\u9677\u5728\u4e8e\u5176\u5c40\u90e8\u611f\u53d7\u91ce\uff0c\u5982\u56fe(i)\u6240\u793a\uff0c\u5176ERF\u4ec5\u5728\u4e2d\u95f4\u533a\u57df\u800c\u7f3a\u5c11\u8fdc\u8ddd\u79bb\u7684\u76f8\u5173\u6027\u3002<\/p>\n<p class=\"js_darkmode__24\">\u5e76\u4e14\u5728\u4e0b\u6e38\u4efb\u52a1\u9ad8\u5206\u8fa8\u7387\u8f93\u5165\u4e0b\uff0c\u57fa\u4e8eCNN\u7684\u65b9\u6cd5\u4ec5\u80fd\u901a\u8fc7\u5806\u53e0\u8ba1\u7b97\u91cf\u6765\u6362\u53d6\u6027\u80fd\u7684\u5c11\u91cf\u63d0\u5347\u3002<\/p>\n<p class=\"js_darkmode__25\">\u5982\u56fe(ii)\u6240\u793a\uff0cViT\u6709\u7740\u5168\u5c40\u611f\u53d7\u91ce\u548c\u957f\u8ddd\u79bb\u5efa\u6a21\u80fd\u529b\u3002\u4f46\u7531\u4e8e\u5176\u5e73\u65b9\u7ea7\u522b\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u8ba1\u7b97\u5f00\u9500\u6bd4CNN\u66f4\u5927\u3002<\/p>\n<p class=\"js_darkmode__26\">\u4e00\u4e9b\u5de5\u4f5c\u5c1d\u8bd5\u4ece\u51cf\u5c11\u5206\u8fa8\u7387\u6216\u8005\u51cf\u5c11\u901a\u9053\u6570\u4e0a\uff0c\u6765\u6539\u51cf\u5c11\u6240\u5e26\u6765\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u7684\u589e\u957f\uff0c\u4e5f\u53d6\u5f97\u4e86\u51fa\u8272\u7684\u6548\u679c\u3002<\/p>\n<p class=\"js_darkmode__27\">\u4e0d\u8fc7\uff0c\u57fa\u4e8e\u7eafViT\u7684\u7ed3\u6784\u7f3a\u5c11\u4e86\u5f52\u7eb3\u504f\u7f6e\uff0c\u56e0\u6b64\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u8005\u5c06CNN\u4e0eTransformer\u7ed3\u5408\u5f97\u5230\u6df7\u5408\u7ed3\u6784\uff0c\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\uff0c\u5e76\u83b7\u5f97\u5c40\u90e8\u548c\u5168\u5c40\u7684\u611f\u53d7\u91ce\uff08\u5982\u56fe(iii)\uff09\u3002<\/p>\n<p class=\"js_darkmode__28\">\u4e0d\u8fc7\uff0c\u5c24\u5176\u5728\u4e0b\u6e38\u4efb\u52a1\u9ad8\u5206\u8fa8\u7387\u8f93\u5165\u4e0b\uff0c\u57fa\u4e8eViT\u7684\u65b9\u6cd5\u4ecd\u7136\u53d7\u5230\u5e73\u65b9\u7ea7\u522b\u8ba1\u7b97\u590d\u6742\u5ea6\u7684\u95ee\u9898\u3002<\/p>\n<h2>\u63d0\u51faMobileMamba<\/h2>\n<p class=\"js_darkmode__30\">\u6700\u8fd1\uff0c\u7531\u4e8e\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\u5e76\u4e14\u7ebf\u6027\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u8868\u73b0\u51fa\u8272\uff0c\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5927\u91cf\u7814\u7a76\u8005\u5c06\u5176\u5e94\u7528\u4e8e\u89c6\u89c9\u9886\u57df\uff0c\u6548\u679c\u548c\u6548\u7387\u90fd\u53d6\u5f97\u4e86\u51fa\u8272\u7684\u6548\u679c\u3002<\/p>\n<p class=\"js_darkmode__31\">\u57fa\u4e8eMamba\u7684\u8f7b\u91cf\u5316\u6a21\u578bLocalMamba\u63d0\u51fa\u4e86\u5c06\u56fe\u50cf\u5212\u5206\u4e3a\u7a97\u53e3\u5e76\u5728\u7a97\u53e3\u5185\u5c40\u90e8\u626b\u63cf\u7684\u65b9\u5f0f\u51cf\u5c11\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u800cEfficientVMamba\u8bbe\u8ba1\u4e86\u9ad8\u65482D\u626b\u63cf\u65b9\u5f0f\u6765\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/p>\n<p class=\"js_darkmode__32\">\u4e0d\u8fc7\u8fd9\u4e24\u79cd\u6a21\u578b\u90fd\u4ec5\u516c\u5e03\u4e86FLOPs\uff0c\u800c<strong>FLOPs\u4f4e\u5e76\u4e0d\u80fd\u4ee3\u8868\u63a8\u7406\u901f\u5ea6\u5feb\u3002<\/strong><\/p>\n<p class=\"js_darkmode__33\">\u7ecf\u5b9e\u9a8c\u53d1\u73b0\uff08\u56fe2\uff09\uff0c\u73b0\u6709\u7684\u57fa\u4e8eMamba\u7ed3\u6784\u7684\u63a8\u7406\u901f\u5ea6\u8f83\u6162\u5e76\u4e14\u6548\u679c\u8f83\u5dee\u3002<\/p>\n<p class=\"js_darkmode__34\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202412\/02\/e754ca02590f0cea2b7370a323c5414a46f2af.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__35\">MobileMamba\u56e2\u961f<strong>\u5206\u522b\u4ece\u7c97\u7c92\u5ea6\u3001\u7ec6\u7c92\u5ea6\u548c\u8bad\u7ec3\u6d4b\u8bd5\u7b56\u7565\u4e09\u4e2a\u65b9\u9762<\/strong>\u6765\u8bbe\u8ba1\u9ad8\u6548\u8f7b\u91cf\u5316\u7f51\u7edc\u3002<\/p>\n<p class=\"js_darkmode__36\"><strong>\u9996\u5148\uff0c<\/strong>\u7814\u7a76\u4eba\u5458\u8ba8\u8bba\u4e86\u56db\u9636\u6bb5\u548c\u4e09\u9636\u6bb5\u5728\u51c6\u786e\u7387\u3001\u901f\u5ea6\u3001FLOPs\u4e0a\u7684\u6743\u8861\u3002<\/p>\n<p class=\"js_darkmode__37\">\u5728\u540c\u7b49\u541e\u5410\u91cf\u4e0b\uff0c\u4e09\u9636\u6bb5\u7f51\u7edc\u4f1a\u53d6\u5f97\u66f4\u9ad8\u7684\u51c6\u786e\u7387\uff1b\u540c\u6837\u7684\u76f8\u540c\u6548\u679c\u4e0b\u4e09\u9636\u6bb5\u7f51\u7edc\u6709\u7740\u66f4\u9ad8\u7684\u541e\u5410\u91cf\u3002<\/p>\n<p class=\"js_darkmode__38\">\u56e0\u6b64\uff0c\u56e2\u961f\u9009\u62e9\u4e09\u9636\u6bb5\u7f51\u7edc\u4f5c\u4e3aMobileMamba\u7684\u7c97\u7c92\u5ea6\u8bbe\u8ba1\u6846\u67b6\u3002<\/p>\n<p class=\"js_darkmode__39\"><strong>\u5728\u7ec6\u7c92\u5ea6\u6a21\u5757\u8bbe\u8ba1\u65b9\u9762<\/strong>\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u9ad8\u6548\u9ad8\u6548\u591a\u611f\u53d7\u91ce\u7279\u5f81\u4ea4\u4e92\u00a0\uff08MRFFI\uff09\u6a21\u5757\u3002<\/p>\n<p class=\"js_darkmode__40\">\u5177\u4f53\u6765\u8bf4\uff0c\u5c06\u8f93\u5165\u7279\u5f81\u6839\u636e\u901a\u9053\u7ef4\u5ea6\u5212\u5206\u4e09\u4e2a\u90e8\u5206\u3002<\/p>\n<p class=\"js_darkmode__41\">\u7b2c\u4e00\u90e8\u5206\u5c06\u901a\u8fc7\u5c0f\u6ce2\u53d8\u6362\u589e\u5f3a\u7684Mamba\u6a21\u5757\u63d0\u53d6\u5168\u5c40\u7279\u5f81\u7684\u540c\u65f6\u52a0\u5f3a\u8fb9\u7f18\u7ec6\u8282\u7b49\u7ec6\u7c92\u5ea6\u4fe1\u606f\u7684\u63d0\u53d6\u80fd\u529b\u3002<\/p>\n<p class=\"js_darkmode__42\">\u7b2c\u4e8c\u90e8\u5206\u901a\u8fc7\u9ad8\u6548\u591a\u6838\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\u64cd\u4f5c\u83b7\u53d6\u591a\u5c3a\u5ea6\u611f\u53d7\u91ce\u7684\u611f\u77e5\u80fd\u529b\u3002<\/p>\n<p class=\"js_darkmode__43\">\u7136\u540e\u90e8\u5206\u901a\u8fc7\u53bb\u5197\u4f59\u6052\u7b49\u6620\u5c04\uff0c\u51cf\u5c11\u9ad8\u7ef4\u7a7a\u95f4\u4e0b\u901a\u9053\u5197\u4f59\u7684\u95ee\u9898\uff0c\u5e76\u51cf\u5c11\u8ba1\u7b97\u590d\u6742\u5ea6\u63d0\u9ad8\u8fd0\u7b97\u901f\u5ea6\u3002<\/p>\n<p class=\"js_darkmode__44\">\u6700\u7ec8\u7ecf\u8fc7MRFFI\u5f97\u5230\u7684\u7279\u5f81\u878d\u5408\u4e86\u5168\u5c40\u548c\u591a\u5c3a\u5ea6\u5c40\u90e8\u7684\u591a\u611f\u53d7\u91ce\u4fe1\u606f\uff0c\u5e76\u4e14\u52a0\u5f3a\u4e86\u8fb9\u7f18\u7ec6\u8282\u7684\u9ad8\u9891\u4fe1\u606f\u63d0\u53d6\u80fd\u529b\u3002<\/p>\n<p class=\"js_darkmode__45\"><strong>\u6700\u540e\uff0c<\/strong>\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u4e24\u4e2a\u8bad\u7ec3\u9636\u6bb5\u7b56\u7565\u77e5\u8bc6\u84b8\u998f\u548c\u5ef6\u957f\u8bad\u7ec3\u8f6e\u6570\u589e\u5f3a\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\uff0c\u63d0\u5347\u6a21\u578b\u6548\u679c\uff1b\u4ee5\u53ca\u4e00\u4e2a\u5f52\u4e00\u5316\u5c42\u878d\u5408\u7684\u6d4b\u8bd5\u9636\u6bb5\u7b56\u7565\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<h6><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202412\/02\/2400b3a25090fa46ff39542cb81db9ffe09b7f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u25b3MobileMamba\u7ed3\u6784\u6982\u8ff0<\/h6>\n<h2>\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n<p class=\"js_darkmode__50\">\u5b9e\u9a8c\u8868\u660e\uff0cMobileMamba\u6709\u7740\u5168\u5c40\u611f\u53d7\u91ce\u7684\u540c\u65f6\uff0c\u9ad8\u6548\u591a\u6838\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\u64cd\u4f5c\u6709\u52a9\u4e8e\u63d0\u53d6\u76f8\u90bb\u4fe1\u606f\u3002<\/p>\n<p class=\"js_darkmode__51\">\u901a\u8fc7\u4e0eSoTA\u65b9\u6cd5\u7684\u5bf9\u6bd4\u53ef\u77e5\uff0cMobileMamba\u4ece200M\u52304G FLOPs\u7684\u6a21\u578b\u5728\u4f7f\u7528\u8bad\u7ec3\u7b56\u7565\u540e\uff0c\u5728ImageNet-1K\u4e0a\u7684Top-1\uff0c\u5206\u522b\u8fbe\u523076.9\u300178.9\u300180.7\u300182.2\u300183.3\u300183.6\u6548\u679c\uff0c<strong>\u5747\u8d85\u8fc7\u73b0\u6709\u57fa\u4e8eCNN\u3001ViT\u548cMamba\u7684\u65b9\u6cd5\u3002<\/strong><\/p>\n<p class=\"js_darkmode__52\">\u4e0e\u540c\u4e3aMamba\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0cMobileMamba\u6bd4LocalVim\u5728Top-1\u4e0a\u63d0\u53470.7\u2191\u7684\u540c\u65f6\uff0c\u901f\u5ea6\u5feb21\u500d\uff1b\u6bd4EfficientVMamba\u63d0\u53472.0\u2191\u7684\u540c\u65f6\u901f\u5ea6\u5feb3.3\u2191\u500d\u3002<\/p>\n<p class=\"js_darkmode__53\">\u8fd9\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u57fa\u4e8eMamba\u7684\u8f7b\u91cf\u5316\u6a21\u578b\u8bbe\u8ba1\u3002<\/p>\n<p class=\"js_darkmode__54\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202412\/02\/41ef1ee20862603d790567b7d96ae744d94d3e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__55\"><strong>\u540c\u65f6\uff0c\u5728\u4e0b\u6e38\u4efb\u52a1\u76ee\u6807\u68c0\u6d4b\u3001\u5b9e\u529b\u5206\u5272\u3001\u8bed\u4e49\u5206\u5272\u4e0a\u5927\u91cf\u5b9e\u9a8c\u4e0a\u4e5f\u9a8c\u8bc1\u4e86\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/strong><\/p>\n<p class=\"js_darkmode__56\">\u5728Mask RCNN\u4e0a\u6bd4EMO\u63d0\u53471.3\u2191\u5728mAP\u5e76\u4e14\u541e\u5410\u91cf\u63d0\u534756%\u2191\u3002<\/p>\n<p class=\"js_darkmode__57\">\u5728RetinaNet\u4e0a\u6bd4EfficientVMamba\u63d0\u5347+2.1\u2191\u5728mAP\u5e76\u4e14\u541e\u5410\u91cf\u63d0\u53474.3\u2191\u500d\u3002<\/p>\n<p class=\"js_darkmode__58\">\u5728SSDLite\u901a\u8fc7\u63d0\u9ad8\u5206\u8fa8\u7387\u8fbe\u523024.0\/29.5\u7684mAP\u3002<\/p>\n<p class=\"js_darkmode__59\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/02\/27b7f6802622130e28e056f52ccc549d2a876d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__60\">\u5728DeepLabv3\uff0cSemantic FPN\uff0cand PSPNet\u4e0a\u6709\u7740\u8f83\u5c11\u7684FLOPs\u5206\u522b\u6700\u9ad8\u8fbe\u523037.4\/42.7\/36.9\u7684mIoU\u3002<\/p>\n<p class=\"js_darkmode__61\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/02\/06ba4d862c0ff54d2803295f1c650c9e4f638d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__62\">\u5728\u9ad8\u5206\u8fa8\u7387\u8f93\u5165\u7684\u4e0b\u6e38\u4efb\u52a1\u4e0e\u57fa\u4e8eCNN\u7684MobileNetv2\u548cViT\u7684MobileViTv2\u76f8\u6bd4\u5206\u522b\u63d0\u53477.2\u2191\u548c0.4\u2191\uff0c\u5e76\u4e14FLOPs\u4ec5\u6709\u51768.5%\u548c11.2%\u3002<\/p>\n<p class=\"js_darkmode__63\">\u603b\u7684\u6765\u8bf4\uff0cMobileMamba\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n<ul data-id=\"ua73dd4b-coEtpiFj\">\n<li data-id=\"ld70c578-1dvzkk7F\">\u63d0\u51fa\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u4e09\u9636\u6bb5MobileMamba\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u5728\u6027\u80fd\u548c\u6548\u7387\u4e4b\u95f4\u5b9e\u73b0\u4e86\u826f\u597d\u7684\u5e73\u8861\u3002MobileMamba\u7684\u6709\u6548\u6027\u548c\u6548\u7387\u5df2\u7ecf\u5728\u5206\u7c7b\u4efb\u52a1\u4ee5\u53ca\u4e09\u4e2a\u9ad8\u5206\u8fa8\u7387\u8f93\u5165\u7684\u4e0b\u6e38\u4efb\u52a1\u4e2d\u5f97\u5230\u4e86\u9a8c\u8bc1\u3002<\/li>\n<li data-id=\"ld70c578-mHSj92N6\">\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u9ad8\u6548\u7684\u591a\u611f\u53d7\u91ce\u7279\u5f81\u4ea4\u4e92\uff08MRFFI\uff09\u6a21\u5757\uff0c\u4ee5\u901a\u8fc7\u66f4\u5927\u7684\u6709\u6548\u611f\u53d7\u91ce\u589e\u5f3a\u591a\u5c3a\u5ea6\u611f\u77e5\u80fd\u529b\uff0c\u5e76\u6539\u8fdb\u7ec6\u7c92\u5ea6\u9ad8\u9891\u8fb9\u7f18\u4fe1\u606f\u7684\u63d0\u53d6\u3002<\/li>\n<li data-id=\"ld70c578-3OEKDZuw\">MobileMamba\u901a\u8fc7\u5728\u4e0d\u540cFLOPs\u5927\u5c0f\u7684\u6a21\u578b\u4e0a\u91c7\u7528\u8bad\u7ec3\u548c\u6d4b\u8bd5\u7b56\u7565\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6027\u80fd\u548c\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>\u6587\u7ae0\u6765\u81ea:51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23279\" class=\"pvc_stats total_only  \" data-element-id=\"23279\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u7684\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u5982Mamba\uff0c\u56e0\u5176\u7ebf\u6027\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u51fa\u8272\u7684\u6548\u679c\u88ab\u5e7f\u6cdb\u7528\u5728\u89c6\u89c9\u9886\u57df\u3002 \u6d59\u5927\u3001\u817e\u8baf\u4f18\u56fe\u3001\u534e\u4e2d\u79d1\u6280\u5927 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23279\" class=\"pvc_stats total_only  \" data-element-id=\"23279\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":23281,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[124,820],"class_list":["post-23279","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-ai","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23279","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=23279"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23279\/revisions"}],"predecessor-version":[{"id":23282,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23279\/revisions\/23282"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/23281"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=23279"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=23279"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=23279"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}