{"id":4286,"date":"2024-01-16T05:43:00","date_gmt":"2024-01-15T20:43:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4286"},"modified":"2024-01-16T05:43:00","modified_gmt":"2024-01-15T20:43:00","slug":"effective-pruning-of-web-scale-datasets-based-on-complexity-of-concept-clusters","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4286","title":{"rendered":"Effective pruning of web-scale datasets based on complexity of concept clusters\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Effective pruning of web-scale datasets based on complexity of concept clusters\u00a0<\/strong>[48.1]<br>\u672c\u7a3f\u3067\u306f,\u5927\u898f\u6a21\u306a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u62bd\u51fa\u3057,\u30a4\u30e1\u30fc\u30b8\u30cd\u30c3\u30c8\u4e0a\u3067CLIP\u30b9\u30bf\u30a4\u30eb\u306e\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3059\u308b\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002 \u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u306e\u3088\u308a\u5c0f\u3055\u306a\u30bb\u30c3\u30c8\u3067\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3001\u3088\u308a\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u306b\u6c17\u4ed8\u304d\u307e\u3057\u305f\u3002 DataComp Medium\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f,38\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066,\u6700\u5148\u7aef\u306eImageNet\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u7cbe\u5ea6\u3068\u7af6\u5408\u5e73\u5747\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2401.04578v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2401.04578v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 9 Jan 2024 14:32:24 GMT)<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u52b9\u679c\u7684\u306a\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u65b9\u6cd5\u306e\u63d0\u6848\u3002LAION dataset\u3067\u691c\u8a3c\u3002<\/li>\n\n\n\n<li>deduplication, CLIP-score filtering,  Density-Based-Pruning\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067embedding\u3092\u52b9\u679c\u7684\u306b\u4f7f\u3046\u30a2\u30d7\u30ed\u30fc\u30c1<\/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":[101,102],"class_list":["post-4286","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-dataset-condensation","tag-dataset-distillation"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4286","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=4286"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4286\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4286"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4286"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4286"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}