{"id":3722,"date":"2025-10-28T09:40:30","date_gmt":"2025-10-28T01:40:30","guid":{"rendered":"https:\/\/www.leexinghai.com\/aic\/?p=3722"},"modified":"2025-11-24T18:45:32","modified_gmt":"2025-11-24T10:45:32","slug":"%e5%b7%a5%e4%bd%9c%e5%87%86%e5%a4%87-%e5%8f%af%e8%a1%8c%e6%80%a7%e8%ae%ba%e8%af%81%e5%92%8c%e9%a2%86%e5%9f%9f%e6%9c%80%e6%96%b0%e6%96%87%e7%8c%ae%e5%85%8d%e4%ba%88%e5%85%ac%e5%bc%80","status":"publish","type":"post","link":"https:\/\/www.leexinghai.com\/aic\/%e5%b7%a5%e4%bd%9c%e5%87%86%e5%a4%87-%e5%8f%af%e8%a1%8c%e6%80%a7%e8%ae%ba%e8%af%81%e5%92%8c%e9%a2%86%e5%9f%9f%e6%9c%80%e6%96%b0%e6%96%87%e7%8c%ae%e5%85%8d%e4%ba%88%e5%85%ac%e5%bc%80\/","title":{"rendered":"\u5de5\u4f5c\u51c6\u5907-\u53ef\u884c\u6027\u8bba\u8bc1\u548c\u9886\u57df\u6700\u65b0\u6587\u732e[\u514d\u4e88\u516c\u5f00]"},"content":{"rendered":"\n<h2 class=\"wp-block-heading has-text-align-center\">\u53ef\u884c\u6027\u8bba\u8bc1<\/h2>\n\n\n\n<p><br><strong>\u201c\u5c0f\u6837\u672c\u201d\u662f\u516c\u8ba4\u7684\u75db\u70b9\uff1a<\/strong> \u51e0\u4e4e\u6240\u6709\u76f8\u5173\u7814\u7a76\u90fd\u627f\u8ba4\uff0c\u5728\u519c\u4e1a\uff08\u5c24\u5176\u662f\u75c5\u5bb3\uff09\u9886\u57df\uff0c\u83b7\u53d6\u5927\u91cf\u6807\u6ce8\u6570\u636e\u975e\u5e38\u56f0\u96be\u4e14\u6210\u672c\u9ad8\u6602\u3002\u56e0\u6b64\uff0c\u201c\u5c0f\u6837\u672c\u5b66\u4e60\uff08Few-Shot Learning, FSL\uff09\u201d\u662f\u4e00\u4e2a\u516c\u8ba4\u7684\u5173\u952e\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p><strong>\u201c\u591a\u6a21\u6001\u5927\u6a21\u578b(CLIP)\u201d\u5df2\u5728\u5e94\u7528\uff1a<\/strong> \u4f60\u7684\u8bfe\u9898\u4e09\u8bbe\u60f3\u662f\u53ef\u884c\u7684\u3002\u5df2\u7ecf\u6709\u6700\u65b0\u7684\u7814\u7a76\uff082025\u5e748\u6708\uff09\u5f00\u59cb\u660e\u786e\u4f7f\u7528\u50cfCLIP\u8fd9\u6837\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u6765\u89e3\u51b3\u5c0f\u6837\u672c\u690d\u7269\u75c5\u5bb3\u8bc6\u522b\u95ee\u9898\u3002<\/p>\n\n\n\n<p><strong>\u201c\u7518\u85af\u201d\u662f\u7814\u7a76\u7f3a\u53e3\uff1a<\/strong> \u5927\u90e8\u5206\u7814\u7a76\u4f7f\u7528\u7684\u662f\u901a\u7528\u7684\u690d\u7269\u6570\u636e\u96c6\uff08\u5982PlantVillage\uff09 \u6216\u201c\u9a6c\u94c3\u85af\uff08Potato\uff09\u201d\u3002\u4e13\u95e8\u9488\u5bf9\u201c\u7518\u85af\uff08Sweet 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models<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"\u300a [\u6587\u732eSCI-FS-EN-2510281]PlantCaFo: An efficient few-shot plant disease recognition method based on foundation models \u300b\u2014\u5b66\u672f\u521b\u65b0\u4e2d\u5fc3\" src=\"https:\/\/www.leexinghai.com\/aic\/sci-fs-en-2510281\/embed\/#?secret=VJdnIdwvp4#?secret=IwE6aUVdGp\" data-secret=\"IwE6aUVdGp\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<p class=\"has-text-align-center has-large-font-size\">\u3010\u5c0f\u6837\u672c\u7684\u4e3b\u6d41\u65b9\u6cd5\uff1a\u5143\u5b66\u4e60\u3011<\/p>\n\n\n\n<p>\u8bba\u6587\u6807\u9898\uff1a Few-shot crop disease recognition using sequence- weighted ensemble model-agnostic meta-learning (2025\u5e748\u6708)<\/p>\n\n\n\n<p>\u5173\u952e\u5185\u5bb9\uff1a \u8be5\u7814\u7a76\u4f7f\u7528\u4e86\u4e00\u79cd\u540d\u4e3aSWE-MAML\u7684\u5143\u5b66\u4e60\uff08Meta-learning\uff09\u6846\u67b6\u3002\u5b83\u88ab\u5e94\u7528\u5230\u4e86<strong>\u201c\u9a6c\u94c3\u85af\uff08Potato\uff09\u201d\u75c5\u5bb3\u7684\u771f\u5b9e\u5c0f\u6837\u672c\u8bc6\u522b\u4efb\u52a1<\/strong>\u4e2d\uff0c\u4ec5\u752830\u5f20\u56fe\u7247\u5c31\u8fbe\u5230\u4e8675.71%\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p>\u9605\u8bfb\u4ef7\u503c\uff1a \u8fd9\u662f\u9664\u4e86CLIP\u4e4b\u5916\u7684\u53e6\u4e00\u79cd\u4e3b\u6d41\u5c0f\u6837\u672c\u6280\u672f\u8def\u7ebf\uff08\u5143\u5b66\u4e60\uff09\uff0c\u53ef\u4ee5\u4f5c\u4e3a\u8bba\u6587\u4e2d\u91cd\u8981\u7684<strong>\u201c\u5bf9\u6bd4\u5b9e\u9a8c\u201d<\/strong>\u57fa\u7ebf\uff08Baseline\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"JmLWpRE5sh\"><a href=\"https:\/\/www.leexinghai.com\/aic\/frt-fs-en-2510282\/\">[\u6587\u732eFRT-FS-EN-2510282]Few-shot crop disease recognition using sequence- weighted ensemble model-agnostic meta-learning<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"\u300a [\u6587\u732eFRT-FS-EN-2510282]Few-shot crop disease recognition using sequence- weighted ensemble model-agnostic meta-learning \u300b\u2014\u5b66\u672f\u521b\u65b0\u4e2d\u5fc3\" src=\"https:\/\/www.leexinghai.com\/aic\/frt-fs-en-2510282\/embed\/#?secret=ldKsxgZymQ#?secret=JmLWpRE5sh\" data-secret=\"JmLWpRE5sh\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<p class=\"has-text-align-center 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data-secret=\"NtaxwlMgV9\"><a href=\"https:\/\/www.leexinghai.com\/aic\/frt-fs-en-2510283\/\">[\u6587\u732eFRT-FS-EN-2510283]Few-shot disease recognition algorithm based on supervised contrastive learning<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"\u300a [\u6587\u732eFRT-FS-EN-2510283]Few-shot disease recognition algorithm based on supervised contrastive learning \u300b\u2014\u5b66\u672f\u521b\u65b0\u4e2d\u5fc3\" src=\"https:\/\/www.leexinghai.com\/aic\/frt-fs-en-2510283\/embed\/#?secret=4n9LyfUVUS#?secret=NtaxwlMgV9\" data-secret=\"NtaxwlMgV9\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<p class=\"has-text-align-center 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