{"id":49474,"date":"2026-11-10T18:37:49","date_gmt":"2026-11-10T09:37:49","guid":{"rendered":"https:\/\/jore2.com\/?p=49474"},"modified":"2026-11-10T18:37:49","modified_gmt":"2026-11-10T09:37:49","slug":"ai-23397-e-means-outperforming-k-means-in-one-tenth-the-epochs","status":"publish","type":"post","link":"https:\/\/jore2.com\/?p=49474","title":{"rendered":"\uba54\ud0c0 FAIR \uc5f0\uad6c\ud300, k-means\ubcf4\ub2e4 10\ubc30 \ube60\ub978 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998 e-means \uacf5\uac1c"},"content":{"rendered":"<div class=\"jore2-editor-byline\">\n<p><strong>\uc624\ubbfc\uc7ac<\/strong><\/p>\n<\/div>\n<p>\uba54\ud0c0 FAIR \uc18c\uc18d \uc5f0\uad6c\ud300\uc774 \uc0c8\ub85c\uc6b4 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc778 e-means\ub97c \uac1c\ubc1c\ud558\uace0 \uc774\ub97c \uc624\ud508\uc18c\uc2a4\ub85c \uacf5\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ud504\ub85c\uc81d\ud2b8\uc5d0\ub294 \ud53c\uc5d0\ub974-\uc5d0\ub9c8\ub258\uc5d8 \ub9c8\uc790\ub808, \uac8c\ub974\uac8c \uc2e4\ubc14\uc2dc, \uc704\uace0 \ud22c\ube0c\ub860 \ub4f1 \ub2e4\uc218\uc758 \uc5f0\uad6c\uc790\uac00 \ucc38\uc5ec\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uae30\uc874 \ud45c\uc900\uc778 \ub85c\uc774\ub4dc \uc54c\uace0\ub9ac\uc998\uc744 \ub300\uccb4\ud560 \uc218 \uc788\ub294 \ud604\ub300\uc801\uc778 \ucd5c\uc801\ud654 \uaddc\uce59\uc744 \uc81c\uc2dc\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud575\uc2ec \uc131\uacfc\ub294 \ucc98\ub9ac \uc18d\ub3c4\uc640 \uc815\ud655\ub3c4\uc758 \ub3d9\uc2dc \uac1c\uc120\uc785\ub2c8\ub2e4. \uc5f0\uad6c \uacb0\uacfc\uc5d0 \ub530\ub974\uba74 e-means\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uacfc \ub2e4\uc591\ud55c \uc2a4\ucf00\uc77c\uc5d0\uc11c \ub85c\uc774\ub4dc \uc54c\uace0\ub9ac\uc998 \ub300\ube44 \uc5d0\ud3ed \uc218\uc640 \uc2e4\uc81c \uc18c\uc694 \uc2dc\uac04 \ubaa8\ub450 \uc57d 10\ubc30\uc758 \uac00\uc18d \ud6a8\uacfc\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 GPU \ud658\uacbd\uc5d0\uc11c\ub294 \ucd5c\uc2e0 \uad6c\ud604\uccb4 \ub300\ube44 10\ubc30\uc5d0\uc11c 45\ubc30\uae4c\uc9c0 \ubcbd\uc2dc\uacc4 \uc2dc\uac04\uc774 \ub2e8\ucd95\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>CPU \uae30\ubc18 Faiss \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640\uc758 \ube44\uad50\uc5d0\uc11c\ub3c4 8\ubc30\uc5d0\uc11c 15\ubc30\uc758 \uc131\ub2a5 \ud5a5\uc0c1\uc774 \ud655\uc778\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uae30\uc220\uc801 \ubc30\uacbd\uc740 \ubbf8\ub2c8\ubc30\uce58 \uc5c5\ub370\uc774\ud2b8\uc640 \uc9c0\uc218 \uc774\ub3d9 \ud3c9\uade0\uc758 \uacb0\ud569\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 k-means\ub294 \uc804\uccb4 \ub370\uc774\ud130\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\ub294 \ubc29\uc2dd\uc774 \uc8fc\ub958\uc600\uc73c\ub098, e-means\ub294 \ub525\ub7ec\ub2dd\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294 \ud604\ub300\uc801 \ub3c4\uad6c\ub4e4\uc744 \ucc28\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uace0\uc815\ub41c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd \uc5c6\uc774\ub3c4 \ubb38\uc81c \ud06c\uae30\uc640 \uc784\ubca0\ub529 \ub370\uc774\ud130\uc14b\uc5d0 \ub530\ub77c \uac10\uc1e0\uc728\uacfc \ubc30\uce58 \ud06c\uae30\ub97c \uacb0\uc815\ud558\ub294 \uacf5\uc2dd\uc744 \ub3c4\ucd9c\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uad6c\uccb4\uc801\uc778 \uc218\uce58\ub85c \ubcf4\uba74 25 \uc5d0\ud3ed \uc2dc\uc810\uc758 \ud14c\uc2a4\ud2b8 \uc190\uc2e4 \uac12\uc744 \ub2ec\uc131\ud558\uae30 \uc704\ud574 e-means\ub294 1.2\uc5d0\uc11c 3 \uc5d0\ud3ed\ub9cc \ud544\uc694\ub85c \ud569\ub2c8\ub2e4. \uc774\ub294 \ub85c\uc774\ub4dc \uc54c\uace0\ub9ac\uc998\uc774 97\ubc88\uc758 \uc5c5\ub370\uc774\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ub3d9\uc548 e-means\ub294 \ub2e8 1\ubc88\uc758 \uc5c5\ub370\uc774\ud2b8\ub85c \uc720\uc0ac\ud558\uac70\ub098 \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \ub0b8\ub2e4\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4. 100\uc5b5 \uac1c\uc758 DINO \uc784\ubca0\ub529 \ub370\uc774\ud130\ub97c 1600\ub9cc \uac1c \ud074\ub7ec\uc2a4\ud130\ub85c \ubd84\ud560\ud558\ub294 \uc2e4\ud5d8\uc5d0\uc11c\ub294 2.5 \uc5d0\ud3ed \ub9cc\uc5d0 \ub85c\uc774\ub4dc\uc758 25 \uc5d0\ud3ed \uc190\uc2e4\ubcf4\ub2e4 \ub0ae\uc740 \uac12\uc744 \uae30\ub85d\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucee4\ubba4\ub2c8\ud2f0 \ubc18\uc751\uc740 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub530\ub77c \uac08\ub838\uc2b5\ub2c8\ub2e4. \uc77c\ubd80 \uac1c\ubc1c\uc790\ub294 IVF \uc778\ub371\uc2a4 \uc801\uc6a9 \uc2dc GPU\uc5d0\uc11c 146\ubc30\uc758 \uc18d\ub3c4 \ud5a5\uc0c1\uc744 \uacbd\ud5d8\ud588\ub2e4\uace0 \ubcf4\uace0\ud588\uc2b5\ub2c8\ub2e4. \ubc18\uba74 \uad6c \ud45c\uba74 \uba54\uc2dc\uc9c0\uc758 \uc140 \uc911\uc2ec\uc744 \uacc4\uc0b0\ud558\ub294 \uc6a9\ub3c4\ub85c \uc2dc\ub3c4\ud55c \uc0ac\uc6a9\uc790\ub4e4\uc740 e-means\uac00 \uc624\ud788\ub824 \ub290\ub9ac\uace0 \ub178\uc774\uc988\uac00 \ub9ce\ub2e4\uace0 \uc9c0\uc801\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uacbd\uc6b0 \ub370\uc774\ud130\uc14b\uc774 \uc5c6\uc73c\ubbc0\ub85c \ubbf8\ub2c8\ubc30\uce58\uc758 \uc0d8\ud50c\ub9c1 \uc624\ucc28\uac00 \ubd88\ud544\uc694\ud558\uac8c \uc791\uc6a9\ud588\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n<p>\ud604\uc7ac e-means\ub294 \uc815\uc801 \ub370\uc774\ud130\uc14b\uc758 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0 \ud2b9\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. VQ-VAE \ub0b4\ubd80\uc758 \ucf54\ub4dc\ubd81 \ud559\uc2b5\ucc98\ub7fc \ubd84\ud3ec\uac00 \uacc4\uc18d \ubcc0\ud558\ub294 \ub3d9\uc801 \ud658\uacbd\uacfc\ub294 \uad6c\ubd84\ub429\ub2c8\ub2e4. \uc5f0\uad6c\ud300\uc740 \uc774 \uc54c\uace0\ub9ac\uc998\uc774 \ub370\uc774\ud130 \ubd84\uc11d, \uac80\uc0c9, \uc591\uc790\ud654 \ubc0f \ud050\ub808\uc774\uc158 \ubd84\uc57c\uc5d0\uc11c \uae30\uc874 \ubc29\ubc95\ub860\uc758 \ub300\uc548\uc774 \ub420 \uc218 \uc788\uc74c\uc744 \uc2dc\uc0ac\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\ub9cc \ubaa8\ub4e0 \uc0c1\ud669\uc5d0\uc11c \ub85c\uc774\ub4dc \uc54c\uace0\ub9ac\uc998\uc744 \uc644\uc804\ud788 \ub300\uccb4\ud560 \uc218 \uc788\ub294\uc9c0\ub294 \ucd94\uac00 \uac80\uc99d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uba54\ud0c0 FAIR \uc5f0\uad6c\uc9c4\uc774 \uae30\uc874 \ub85c\uc774\ub4dc \uc54c\uace0\ub9ac\uc998\uc758 \ub2e8\uc810\uc744 \ubcf4\uc644\ud55c \ubbf8\ub2c8\ubc30\uce58 \ucd5c\uc801\ud654 \uae30\ubc95 e-means\ub97c \uc624\ud508\uc18c\uc2a4\ub85c \uacf5\uac1c\ud588\uc2b5\ub2c8\ub2e4. GPU \ud658\uacbd\uc5d0\uc11c \ucd5c\ub300 45\ubc30\uc758 \uc18d\ub3c4 \ud5a5\uc0c1\uc744 \uae30\ub85d\ud588\uc73c\uba70, \uc190\uc2e4 \uac12\ub3c4 \ub354 \ub0ae\uac8c \uc218\ub834\ud558\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"author":10,"featured_media":49473,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jore2_quality_policy":"people-first-v2","footnotes":""},"categories":[8858],"tags":[32792,32793,32794,32796,32795],"class_list":["post-49474","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-e-means","tag-k-means","tag-fair","tag-32796","tag-32795"],"featured_image_urls":{"full":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-scaled.png",2560,1047,false],"thumbnail":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-150x150.png",150,150,true],"medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-300x123.png",300,123,true],"medium_large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-768x314.png",640,262,true],"large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-1024x419.png",640,262,true],"1536x1536":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-1536x628.png",1536,628,true],"2048x2048":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-2048x837.png",2048,837,true],"morenews-large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-825x575.png",825,575,true],"morenews-medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/11\/paper-epochs-3arm-590x410.png",590,410,true]},"author_info":{"info":["\uc624\ubbfc\uc7ac"]},"category_info":"<a href=\"https:\/\/jore2.com\/?cat=8858\" rel=\"category\">AI<\/a>","tag_info":"AI","comment_count":"0","_links":{"self":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts\/49474","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=49474"}],"version-history":[{"count":0,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts\/49474\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/media\/49473"}],"wp:attachment":[{"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=49474"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=49474"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=49474"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}