{"id":5441,"date":"2022-08-10T11:12:15","date_gmt":"2022-08-10T03:12:15","guid":{"rendered":"http:\/\/139.9.1.231\/?p=5441"},"modified":"2022-10-24T11:09:46","modified_gmt":"2022-10-24T03:09:46","slug":"fsw1","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/08\/10\/fsw1\/","title":{"rendered":"\u5c0f\u6837\u672c\u5b66\u4e60\u4e4b&#8211;\u57fa\u672c\u6982\u5ff5(1)"},"content":{"rendered":"\n<p class=\"has-light-pink-background-color has-background\">\u6765\u81eawangshusen\u7684\u8bfe\u4ef6\uff1a <a href=\"https:\/\/github.com\/wangshusen\/DeepLearning\">https:\/\/github.com\/wangshusen\/DeepLearning<\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"575\" height=\"287\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-72.png\" alt=\"\" class=\"wp-image-5456\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-72.png 575w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-72-300x150.png 300w\" sizes=\"(max-width: 575px) 100vw, 575px\" \/><\/figure><\/div>\n\n\n\n<p>\u5c0f\u6837\u672c\u5b66\u4e60\u5c31\u662f\u7528\u6781\u5c11\u7684\u6570\u636e\u505a\u5206\u7c7bor\u56de\u5f52\u3002<\/p>\n\n\n\n<p>\u5982\u4e0a\u9762\u7684suppoort set \u91cc\u9762\u6709\u4e24\u4e2a\u7c7b\u522b\uff0c\u53f3\u8fb9query\u56fe\u7247\u4f60\u8ba4\u4e3a\u662fset\u91cc\u9762\u7684\u54ea\u4e2a\u7c7b\u522b\uff1f\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\u975e\u5e38\u7b80\u5355\uff0c\u5bf9\u4e8e\u673a\u5668\u6765\u8bf4\u80fd\u4e0d\u80fd\u50cf\u4eba\u4e00\u6837\u53bb\u8bc6\u522bquery\u5c5e\u4e8e\u54ea\u4e00\u7c7b\uff1f<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5c0f\u6837\u672c\u5b66\u4e60\uff0c\u4e0d\u53ef\u80fd\u6309\u7167\u4f20\u7edf\u7684\u65b9\u6cd5\u53bb\u8bad\u7ec3\u4e00\u4e2a\u5206\u7c7b\u6a21\u578b\u3002\u5c0f\u6837\u672c\u4e0d\u80fd\u8bad\u7ec3\u51fa\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u3002few-shot learing\u5c31\u662f\u53bb\u89e3\u51b3\u5c0f\u6837\u672c\u5206\u7c7b\u95ee\u9898\u3002<\/p>\n\n\n\n<p> few-shot learing \u7684\u8bad\u7ec3\u76ee\u6807\u4e0e\u4f20\u7edf\u7684\u76d1\u7763\u5b66\u4e60\u76ee\u6807\u4e0d\u540c\uff0c\u4f20\u7edf\u7684\u5206\u7c7b\u662f\u5b66\u4f1a\u8bc6\u522b\u8bad\u7ec3\u96c6\u5408\u91cc\u9762\u7684\u56fe\u7247 \uff0c\u5e76\u4e14\u6cdb\u5316\u5230\u6d4b\u8bd5\u673a\uff0c\u795e\u7ecf\u7f51\u7edc\u8bc6\u522b\u51fa\u8be5\u56fe\u7247\u5c5e\u4e8e\u54ea\u4e2a\u7c7b\u3002\u800cfew shot learing\u662f\u8ba9\u673a\u5668\u81ea\u5df1\u5b66\u4f1a\u5b66\u4e60\uff0c\u5b66\u4e60\u7684\u76ee\u7684\u4e0d\u662f\u8ba9\u673a\u5668\u5b66\u4f1a\u90a3\u4e2a\u662f\u5927\u8c61\u90a3\u4e2a\u662f\u8001\u864e\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u5b66\u4f1a\u5b66\u4e60\u4e0d\u540c\u7c7b\u522b\u7684\u4e0d\u540c\u4e4b\u5904\uff0c\u7ed9\u5b9a\u4e24\u5f20\u56fe\u7247\uff0c\u6a21\u578b\u77e5\u9053\u4e24\u4e2a\u56fe\u7247\u662f\u5426\u662f\u540c\u4e00\u7c7b\u522b\u3002\u54ea\u6015\u6a21\u578b\u8bad\u7ec3\u96c6\u4e2d\u6ca1\u6709\u51fa\u73b0\u8fc7\u8be5\u7c7b\u522b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"545\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-73-1024x545.png\" alt=\"\" class=\"wp-image-5457\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-73-1024x545.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-73-300x160.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-73-768x409.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-73.png 1122w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u867d\u7136\u6a21\u578b\u6ca1\u6709\u89c1\u8fc7\u6597\u725b\u72ac\u548c\u7a7f\u5c71\u7532\uff0c\u4f46\u80fd\u591f\u77e5\u9053\u8fd9\u4e24\u4e2a\u662f\u4e0d\u662f\u4e00\u4e2a\u4e1c\u897f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"461\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-74-1024x461.png\" alt=\"\" class=\"wp-image-5459\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-74-1024x461.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-74-300x135.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-74-768x345.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-74.png 1234w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7ed9\u795e\u7ecf\u7f51\u7edc\u4e00\u4e2aquery\u548c\u516d\u5f20\u56fe\u7247\uff08support set\uff09\uff0c\u73b0\u5728\u795e\u7ecf\u7f51\u7edc\u4f9d\u6b21\u5c06query\u548csupportset\u505a\u5bf9\u6bd4\uff0c\u5224\u65adquery\u548c\u90a3\u4e2a\u66f4\u76f8\u4f3c\u3002<\/p>\n\n\n\n<p> support set  \u548c train set \u533a\u522b\uff1a<\/p>\n\n\n\n<p>\u8bad\u7ec3\u96c6\u5f88\u5927\u6bcf\u4e00\u7c7b\u4e0b\u9762\u6709\u5f88\u591a\u56fe\u7247\uff0csupport set\u5c0f\uff0c\u53ea\u80fd\u5728\u9884\u6d4b\u7684\u65f6\u5019\u63d0\u4f9b\u4e00\u4e9b\u989d\u5916\u4fe1\u606f\uff0c\u7528\u4e00\u4e2a\u5927\u7684\u8bad\u7ec3\u96c6\u8bad\u7ec3\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u8bad\u7ec3\u7684\u76ee\u7684\u4e0d\u662f\u8ba9\u6a21\u578b\u8bc6\u522b\u56fe\u7247\u91cc\u9762\u7684\u5927\u8c61\u8001\u864e\uff0c\u800c\u662f\u5b66\u4f1a\u7406\u89e3\u4e0d\u540c\u7c7b\u522b\u7684\u5f02\u540c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"559\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-75-1024x559.png\" alt=\"\" class=\"wp-image-5461\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-75-1024x559.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-75-300x164.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-75-768x420.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-75-1536x839.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-75.png 1653w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>Meta learing\uff1a\u5143\u5b66\u4e60,\u81ea\u5df1\u5b66\u4f1a\u5b66\u4e60<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"304\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-76-1024x304.png\" alt=\"\" class=\"wp-image-5463\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-76-1024x304.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-76-300x89.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-76-768x228.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-76.png 1122w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"546\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-77-1024x546.png\" alt=\"\" class=\"wp-image-5465\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-77-1024x546.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-77-300x160.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-77-768x410.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-77-1536x819.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-77.png 1706w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4f20\u7edf\u76d1\u7763\u5b66\u4e60 vs few shot learing<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"555\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-78-1024x555.png\" alt=\"\" class=\"wp-image-5467\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-78-1024x555.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-78-300x162.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-78-768x416.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-78-1536x832.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-78.png 1658w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3b\u8981\u533a\u522b\u5c31\u662f\uff1a\u662f\u5426\u8bad\u7ec3\u96c6\u4e2d\u5b58\u5728\u6d4b\u8bd5\u7684\u7c7b\u522b\u3002query\u53ef\u4ee5\u662f\u6a21\u578b\u6ca1\u89c1\u8fc7\u7684\u7c7b\u522b\u3002\u56e0\u6b64\u4f1a\u66f4\u96be\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"304\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-79-1024x304.png\" alt=\"\" class=\"wp-image-5469\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-79-1024x304.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-79-300x89.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-79-768x228.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-79-1536x456.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-79.png 1617w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u6a21\u578b\u8bc6\u522b\u6ca1\u89c1\u7684\u4e1c\u897f\uff1a\u9700\u8981\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e00\u4e2a\u53c2\u8003\uff1asupport set\uff0c\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"551\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-80-1024x551.png\" alt=\"\" class=\"wp-image-5472\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-80-1024x551.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-80-300x162.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-80-768x413.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-80-1536x827.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-80.png 1642w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>K-way N-shot support set<\/strong>\uff1a K-\u6709K\u4e2a\u7c7b\u522b\uff0c\uff0c\u6bcf\u4e2a\u7c7b\u522b\u6709n\u4e2a\u6837\u672c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"390\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-81-1024x390.png\" alt=\"\" class=\"wp-image-5474\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-81-1024x390.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-81-300x114.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-81-768x293.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-81-1536x585.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-81.png 1685w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u51c6\u786e\u5ea6\u968f\u7740 K\u4e2a\u7c7b\u522b \u6570\u589e\u52a0\u800c\u964d\u4f4e\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-82-1024x604.png\" alt=\"\" class=\"wp-image-5483\" width=\"587\" height=\"345\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-82-1024x604.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-82-300x177.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-82-768x453.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-82-1536x906.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-82.png 1552w\" sizes=\"(max-width: 587px) 100vw, 587px\" \/><\/figure><\/div>\n\n\n\n<p> \u51c6\u786e\u5ea6\u968f\u7740\u6bcf\u4e2a\u7c7b\u7684\u6837\u672c\u6570\u800c\u589e\u52a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"596\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-83-1024x596.png\" alt=\"\" class=\"wp-image-5485\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-83-1024x596.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-83-300x175.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-83-768x447.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-83-1536x894.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-83.png 1602w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5c0f\u6837\u672c\u5b66\u4e60\u6700\u57fa\u672c\u7684\u60f3\u6cd5\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"89\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-84-1024x89.png\" alt=\"\" class=\"wp-image-5487\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-84-1024x89.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-84-300x26.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-84-768x67.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-84.png 1090w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"577\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-85-1024x577.png\" alt=\"\" class=\"wp-image-5488\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-85-1024x577.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-85-300x169.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-85-768x432.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-85.png 1531w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u53ef\u4ee5\u7528\u5927\u89c4\u6a21\u6570\u636e\u96c6\u505a\u8bad\u7ec3\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"144\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-86-1024x144.png\" alt=\"\" class=\"wp-image-5489\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-86-1024x144.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-86-300x42.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-86-768x108.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-86.png 1418w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2>\u6570\u636e\u96c6\uff1a<\/h2>\n\n\n\n<p>1\u3001\u624b\u5199\u6570\u5b57\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"681\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-87-1024x681.png\" alt=\"\" class=\"wp-image-5491\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-87-1024x681.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-87-300x200.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-87-768x511.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-87.png 1324w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"329\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-88-1024x329.png\" alt=\"\" class=\"wp-image-5493\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-88-1024x329.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-88-300x96.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-88-768x247.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-88-1536x493.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-88.png 1548w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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