{"id":6790,"date":"2025-05-30T05:14:00","date_gmt":"2025-05-29T20:14:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6790"},"modified":"2025-05-24T17:19:06","modified_gmt":"2025-05-24T08:19:06","slug":"dd-ranking-rethinking-the-evaluation-of-dataset-distillation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6790","title":{"rendered":"DD-Ranking: Rethinking the Evaluation of Dataset Distillation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>DD-Ranking: Rethinking the Evaluation of Dataset Distillation\u00a0<\/strong>[223.3]<br>\u672c\u7a3f\u3067\u306f,\u7d71\u5408\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bDD-Ranking\u3068,\u7570\u306a\u308b\u624b\u6cd5\u306b\u3088\u3063\u3066\u9054\u6210\u3055\u308c\u305f\u771f\u306e\u6027\u80fd\u6539\u5584\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u7dcf\u5408\u8a55\u4fa1\u6307\u6a19\u3092\u63d0\u6848\u3059\u308b\u3002 DD-Ranking\u306f\u3001\u84b8\u7559\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5b9f\u969b\u306e\u60c5\u5831\u5f37\u5316\u306b\u518d\u7126\u70b9\u3092\u3042\u3066\u308b\u3053\u3068\u3067\u3001\u5c06\u6765\u306e\u7814\u7a76\u306e\u9032\u5c55\u306b\u5bfe\u3057\u3066\u3088\u308a\u5305\u62ec\u7684\u3067\u516c\u6b63\u306a\u8a55\u4fa1\u57fa\u6e96\u3092\u63d0\u4f9b\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.13300v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.13300v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 19 May 2025 16:19:50 GMT)<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u84b8\u7559\u306b\u5bfe\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63d0\u6848\u3002\u300cIt aims to provide a fair evaluation scheme for DD methods that can decouple the impacts from knowledge distillation and data augmentation to reflect the real informativeness of the distilled data. Under the finding that the test accuracy no longer fits the need for fair and comprehensive evaluation, we design new metrics for both the label representation and data augmentation.\u300d\u3068\u306e\u3053\u3068\u3002\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u4e00\u3064\u306b\u306a\u3063\u3066\u3044\u308b\u3082\u306e\u3060\u304c\u300cDD-Ranking demonstrate that previous performance improvements commonly originate from the enhanced model training techniques instead of the distilled dataset.\u300d\u3068\u3044\u3046\u6307\u6458\u3082\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/NUS-HPC-AI-Lab\/DD-Ranking\">GitHub &#8211; NUS-HPC-AI-Lab\/DD-Ranking: Data distillation benchmark<\/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":[102,635],"class_list":["post-6790","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-dataset-distillation","tag-635"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6790","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=6790"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6790\/revisions"}],"predecessor-version":[{"id":6791,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6790\/revisions\/6791"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6790"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6790"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6790"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}