{"id":150,"date":"2025-04-28T22:01:45","date_gmt":"2025-04-29T02:01:45","guid":{"rendered":"https:\/\/businessphysics.ai\/?p=150"},"modified":"2025-04-28T22:01:47","modified_gmt":"2025-04-29T02:01:47","slug":"zero-shot-learning-simply-explained","status":"publish","type":"post","link":"https:\/\/businessphysics.ai\/zh\/zero-shot-learning-simply-explained\/","title":{"rendered":"\u96f6\u5c04\u64ca\u5b78\u7fd2\uff08\u7c21\u55ae\u89e3\u91cb\uff09"},"content":{"rendered":"<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"904\" height=\"516\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL.jpeg\" alt=\"\" class=\"wp-image-151\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL.jpeg 904w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL-300x171.jpeg 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL-768x438.jpeg 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL-18x10.jpeg 18w\" sizes=\"auto, (max-width: 904px) 100vw, 904px\" \/><figcaption class=\"wp-element-caption\">\u5716\u7247\u4f86\u6e90\uff1ahttps:\/\/encord.com\/blog\/zero-shot-learning-explained\/<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u4ec0\u9ebc\u662f Zero-shot learning (ZSL) ?<\/h2>\n\n\n\n<p><strong>\u96f6\u9ede\u5b78\u7fd2 (ZSL)<\/strong> \u662f\u4e00\u7a2e\u6a5f\u5668\u5b78\u7fd2\u65b9\u6cd5\uff0c\u53ef\u8b93\u6a21\u578b\u8b58\u5225\u4e8b\u7269\u4e26\u5c07\u5176\u5206\u985e\u3002 <strong>\u524d\u6240\u672a\u89c1<\/strong> \u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u4e0d\u9700\u8981\u9019\u4e9b\u65b0\u4e8b\u7269\u7684\u4efb\u4f55\u6a19\u8a18\u7bc4\u4f8b\u3002\u76e3\u7763\u5f0f\u5b78\u7fd2\u9700\u8981\u5927\u91cf\u7684\u6a19\u8a18\u8cc7\u6599\uff0c\u9019\u4e9b\u8cc7\u6599\u5fc5\u9808\u660e\u78ba\u5206\u985e\uff0c\u8207\u6b64\u4e0d\u540c\u7684\u662f\uff0cZSL \u4f7f\u7528\u8f14\u52a9\u8cc7\u8a0a\uff0c\u4f8b\u5982 <strong>\u8a9e\u610f\u5d4c\u5165<\/strong> (\u662f\u8a5e\u5f59\u6216\u6982\u5ff5\u610f\u7fa9\u7684\u6578\u5b57\u8868\u793a\uff09\u6216 <strong>\u5c6c\u6027<\/strong> (\u984f\u8272\u3001\u5f62\u72c0\u6216\u985e\u5225\u7b49\u63cf\u8ff0\u6027\u7279\u5fb5\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">Zero-Shot Learning \u5982\u4f55\u904b\u4f5c\uff1f<\/h2>\n\n\n\n<p>\u6b63\u5982\u6211\u5011\u4e4b\u524d\u6240\u8aaa\uff0cZSL \u4f7f\u7528\u8f14\u52a9\u8cc7\u8a0a\u4f86\u586b\u88dc\u5b83\u6240\u898b\u904e\u7684 (\u300c\u898b\u904e\u7684\u985e\u5225\u300d) \u548c\u672a\u898b\u904e\u7684 (\u300c\u672a\u898b\u904e\u7684\u985e\u5225\u300d) \u4e4b\u9593\u7684\u5dee\u8ddd\uff0c\u4ee5\u4e0b\u662f\u7d30\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u898b\u904e\u7684\u73ed\u7d1a\uff1a<\/strong> \u4f7f\u7528\u6a19\u793a\u7bc4\u4f8b\u8a13\u7df4\u6a21\u578b\u7684\u985e\u5225\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u672a\u898b\u904e\u7684\u73ed\u7d1a\uff1a<\/strong> \u6a21\u578b\u5728\u8a13\u7df4\u671f\u9593\u5f9e\u672a\u898b\u904e\u7684\u65b0\u985e\u5225\u3002<\/li>\n\n\n\n<li><strong>\u8f14\u52a9\u8cc7\u8a0a\uff1a<\/strong> \u8aaa\u660e\u3001\u5c6c\u6027\u6216\u8a9e\u7fa9\u95dc\u4fc2\uff0c\u53ef\u540c\u6642\u63cf\u8ff0\u770b\u5f97\u5230\u548c\u770b\u4e0d\u5230\u7684\u985e\u5225\uff08\u4f8b\u5982\uff1a\u300c\u6591\u99ac\u50cf\u99ac\uff0c\u4f46\u6709\u689d\u7d0b\u300d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f8b\u5b50\uff1a<\/strong> \u6bd4\u65b9\u8aaa\uff0c\u60a8\u5df2\u7d93\u8a13\u7df4\u60a8\u7684\u6a21\u578b\u53bb\u8fa8\u8b58\u99ac\u548c\u8c93\u4e86\uff0c\u4f46\u662f\u60a8\u5f9e\u4f86\u6c92\u6709\u7d66\u5b83\u770b\u904e\u6591\u99ac\u3002\u7136\u5f8c\uff0c\u60a8\u958b\u59cb\u63cf\u8ff0\u6591\u99ac\u662f\u4ec0\u9ebc\u6a23\u5b50\uff0c\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u8aaa\u6591\u99ac\u662f\u4e00\u5339\u300c\u6709\u689d\u7d0b\u7684\u99ac\u300d\uff0c\u6a21\u578b\u5c31\u53ef\u4ee5\u5229\u7528\u5b83\u5c0d\u99ac\u7684\u8a8d\u8b58\u4ee5\u53ca\u95dc\u65bc\u689d\u7d0b\u7684\u65b0\u8cc7\u8a0a\u4f86\u8fa8\u8b58\u6591\u99ac\uff0c\u5373\u4f7f\u5b83\u4ee5\u524d\u5f9e\u672a\u898b\u904e\u6591\u99ac\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u6d41\u7a0b\u662f\u600e\u6a23\u7684\uff1f<\/h2>\n\n\n\n<p>\u96f6\u5c04\u64ca\u5b78\u7fd2\u901a\u5e38\u5305\u62ec <strong>\u5169\u500b\u4e3b\u8981\u968e\u6bb5\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u8a13\u7df4\uff1a<\/strong> \u8b93\u6a21\u578b\u5f9e\u6a19\u7c64\u8cc7\u6599\u4e2d\u5b78\u7fd2\uff0c\u4f7f\u5176\u80fd\u5920\u8b58\u5225\u6240\u8a13\u7df4\u7684\u8cc7\u6599\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u8ad6\uff1a<\/strong> \u7576\u6a21\u578b\u770b\u5230\u4ee5\u524d\u672a\u898b\u904e\u7684\u6771\u897f\u6642\uff0c\u5b83\u6703\u4f7f\u7528\u5f9e\u4e0a\u4e00\u6b65\u548c\u65b0\u7bc4\u4f8b\u4e2d\u7372\u5f97\u7684\u8f14\u52a9\u8cc7\u8a0a\uff0c\u6839\u64da\u76f8\u4f3c\u6027\u505a\u51fa\u9810\u6e2c\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-right:0;margin-bottom:var(--wp--preset--spacing--20);margin-left:0\">\u70ba\u4ec0\u9ebc\u91cd\u8981\uff1f<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u7bc0\u7701\u6642\u9593\u548c\u8cc7\u6e90\uff1a <\/strong>\u4e0d\u9700\u8981\u70ba\u6bcf\u500b\u53ef\u80fd\u7684\u985e\u5225\u6536\u96c6\u548c\u6a19\u793a\u9f90\u5927\u7684\u8cc7\u6599\u96c6\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u8655\u7406\u7f55\u898b\u6216\u65b0\u7684\u6848\u4f8b\uff1a<\/strong> \u6a21\u578b\u53ef\u8fa8\u8b58\u65b0\u7684\u3001\u7f55\u898b\u7684\u6216\u65b0\u8208\u7684\u985e\u5225\uff0c\u800c\u7121\u9700\u91cd\u65b0\u8a13\u7df4\u3002<\/li>\n\n\n\n<li><strong>\u771f\u5be6\u4e16\u754c\u7684\u5f48\u6027\uff1a<\/strong> \u9069\u7528\u65bc\u7d93\u5e38\u51fa\u73fe\u65b0\u985e\u5225\u6216\u6a19\u793a\u8cc7\u6599\u96e3\u4ee5\u53d6\u5f97\u7684\u9818\u57df\uff0c\u4f8b\u5982\u91ab\u7642\u5f71\u50cf\u3001\u8a9e\u8a00\u8655\u7406\u6216\u91ce\u751f\u52d5\u7269\u76e3\u6e2c<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u96f6\u9ede\u5b78\u7fd2\u7684\u61c9\u7528<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u5f71\u50cf\u5206\u985e\uff1a<\/strong> \u5728\u6c92\u6709\u6a19\u7c64\u5716\u50cf\u7684\u60c5\u6cc1\u4e0b\u8b58\u5225\u65b0\u985e\u578b\u7684\u52d5\u7269\u6216\u7269\u4ef6\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff1a<\/strong> \u5728\u6c92\u6709\u660e\u78ba\u4f8b\u5b50\u7684\u60c5\u6cc1\u4e0b\uff0c\u7406\u89e3\u6587\u5b57\u4e2d\u7684\u65b0\u4e3b\u984c\u6216\u610f\u5716\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u91ab\u7642\u8a3a\u65b7\uff1a<\/strong> \u5229\u7528\u63cf\u8ff0\u548c\u8207\u5df2\u77e5\u75c5\u75c7\u7684\u95dc\u4fc2\u8b58\u5225\u7f55\u898b\u75be\u75c5\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u5206\u7d1a\uff1a<\/strong> \u5229\u7528\u985e\u4f3c\u4efb\u52d9\u7684\u77e5\u8b58\uff0c\u7522\u751f\u5c0d\u65b0\u578b\u4efb\u52d9\u7684\u56de\u994b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">ZSL \u7684\u6311\u6230<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u8f14\u52a9\u8cc7\u8a0a\u7684\u54c1\u8cea\uff1a<\/strong> \u6a21\u578b\u7684\u6210\u529f\u8207\u5426\u53d6\u6c7a\u65bc\u5c6c\u6027\u6216\u63cf\u8ff0\u662f\u5426\u80fd\u5f88\u597d\u5730\u6355\u6349\u985e\u5225\u4e4b\u9593\u7684\u5dee\u7570\u3002<\/li>\n\n\n\n<li><strong>\u6982\u62ec\u9650\u5236\uff1a<\/strong> \u5982\u679c\u672a\u898b\u904e\u985e\u5225\u8207\u5df2\u898b\u904e\u985e\u5225\u6709\u5f88\u5927\u5dee\u7570\uff0c\u6a21\u578b\u53ef\u80fd\u96e3\u4ee5\u505a\u51fa\u6e96\u78ba\u7684\u9810\u6e2c\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u6982\u62ec<\/h2>\n\n\n\n<p>\u96f6\u9ede\u5b78\u7fd2 (Zero-shot learning) \u53ef\u8b93\u4eba\u5de5\u667a\u80fd\u7cfb\u7d71\u5229\u7528\u95dc\u4fc2\u3001\u63cf\u8ff0\u548c\u5c6c\u6027\u4f86\u7406\u89e3\u672a\u77e5\u4e8b\u7269\uff0c\u8b93\u5b83\u5011\u5728\u672a\u66fe\u898b\u904e\u65b0\u4e8b\u7269\u7684\u60c5\u6cc1\u4e0b\u4e5f\u80fd\u8b58\u5225\u51fa\u4f86\u3002\u9019\u8b93\u4eba\u5de5\u667a\u80fd\u5728\u65b0\u8cc7\u6599\u548c\u65b0\u985e\u5225\u4e0d\u65b7\u51fa\u73fe\u7684\u4e16\u754c\u4e2d\uff0c\u66f4\u5177\u9069\u61c9\u6027\u3001\u66f4\u6709\u6548\u7387\u3001\u66f4\u6709\u7528\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9032\u4e00\u6b65\u4e86\u89e3 Zero-Shot Learning<\/h3>\n\n\n\n<p style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>IBM\uff1a<\/strong> <a href=\"https:\/\/www.ibm.com\/think\/topics\/zero-shot-learning\">https:\/\/www.ibm.com\/think\/topics\/zero-shot-learning<\/a><br><strong>Grammarly\uff1a<\/strong> <a href=\"https:\/\/www.grammarly.com\/blog\/ai\/what-is-zero-shot-learning\/\">https:\/\/www.grammarly.com\/blog\/ai\/what-is-zero-shot-learning\/<\/a><br><strong>V7Labs\uff1a<\/strong> <a href=\"https:\/\/www.v7labs.com\/blog\/zero-shot-learning-guide\">https:\/\/www.v7labs.com\/blog\/zero-shot-learning-guide<\/a><br><strong>Encord\uff1a<\/strong> <a href=\"https:\/\/encord.com\/blog\/zero-shot-learning-explained\/\">https:\/\/encord.com\/blog\/zero-shot-learning-explained\/<\/a><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>What is Zero-shot learning (ZSL) ? Zero-shot learning (ZSL) is a machine learning approach that enables models to recognize and categorize things they have never seen before without needing any labeled examples of those new things during training. Unlike supervised learning that require a lot of labeled data, that must be categorized explicitly, ZSL uses [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[34,35],"class_list":["post-150","post","type-post","status-publish","format-standard","hentry","category-ai-article","tag-zero-shot-learning","tag-zsl"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Zero-Shot Learning (Simply Explained) - Business Physics AI Lab<\/title>\n<meta name=\"description\" content=\"What is Zero-Shot Learning ? 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