{"id":4151,"date":"2023-12-20T05:41:00","date_gmt":"2023-12-19T20:41:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4151"},"modified":"2023-12-20T05:41:00","modified_gmt":"2023-12-19T20:41:00","slug":"scaling-laws-of-synthetic-images-for-model-training","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4151","title":{"rendered":"Scaling Laws of Synthetic Images for Model Training"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Scaling Laws of Synthetic Images for Model Training &#8230; for Now\u00a0<\/strong>[54.4]<br>\u672c\u7814\u7a76\u3067\u306f, \u5408\u6210\u753b\u50cf\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u6cd5\u5247\u306b\u3064\u3044\u3066, \u30c6\u30af\u30b9\u30c8\u30fb\u30c4\u30fc\u30fb\u30a4\u30e1\u30fc\u30b8\u30fb\u30e2\u30c7\u30eb\u306e\u73fe\u72b6\u304b\u3089\u691c\u8a0e\u3057\u305f\u3002 \u5408\u6210\u753b\u50cf\u306f\u3001CLIP\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u969b\u306e\u753b\u50cf\u3068\u4f3c\u3066\u3044\u308b\u304c\u3001\u3084\u3084\u52b9\u679c\u306e\u4f4e\u3044\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u50be\u5411\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2312.04567v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2312.04567v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 7 Dec 2023 18:59:59 GMT)<\/li>\n\n\n\n<li>\u5408\u6210\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u6642\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u5247\u306e\u691c\u8a3c\u3002\u5408\u6210\u30c7\u30fc\u30bf\u306e\u5229\u7528\u306f\u6709\u671b\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u4e00\u65b9\u3067\u4e0d\u660e\u70b9\u3082\u591a\u304f\u3001\u5927\u898f\u6a21\u691c\u8a3c\u306f\u3042\u308a\u304c\u305f\u3044\u3002\u300cIn supervised settings, synthetic data does not scale as effectively as real data.\u300d\u3068\u3044\u3046\u306e\u306f\u307e\u3041\u305d\u3046\u3060\u308d\u3046\u3068\u601d\u3046\u304c\u3001\u300cHowever, our study also highlights several scenarios where synthetic data proves advantageous: (1) In certain classes, synthetic data demonstrates better scaling behavior compared to real data; (2) Synthetic data is particularly effective when real data is scarce, for instance, in CLIP training with limited datasets; (3) Models trained on synthetic data may exhibit superior generalization to out-of-distribution data.\u300d\u3068\u306eFindings\u306f\u91cd\u8981\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/google-research\/syn-rep-learn\">GitHub &#8211; google-research\/syn-rep-learn: Learning from synthetic data &#8211; code and models<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[349,390],"class_list":["post-4151","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-scaling-law","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4151","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4151"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4151\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4151"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4151"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}