{"id":1917,"date":"2024-03-13T00:00:00","date_gmt":"2024-03-13T00:00:00","guid":{"rendered":"urn:uuid:67364fd4-48f5-46ce-a830-fa5a1358bc91"},"modified":"2024-03-13T00:00:00","modified_gmt":"2024-03-13T00:00:00","slug":"latent-diffusion-modelniyoruhua-xiang-sheng-cheng","status":"publish","type":"post","link":"https:\/\/www.sekaiken.com\/?p=1917","title":{"rendered":"Latent diffusion model\u306b\u3088\u308b\u753b\u50cf\u751f\u6210"},"content":{"rendered":"<p>\u4eca\u9031\u306f\u52d5\u753b\u751f\u6210AI\u306e\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u304c\u4f55\u3092\u3084\u3063\u3066\u3044\u308b\u304b\u3092\u89e3\u8aac\u3057\u3088\u3046\u3068\u3057\u307e\u3057\u305f\u304c\u3001Stable Diffusion\u3092\u4f7f\u3063\u3066\u3044\u308b\u3053\u3068\u3057\u304b\u308f\u304b\u3089\u306a\u3044\u306e\u3067\u3001\u305d\u306e\u624b\u524d\u306e\u753b\u50cf\u751f\u6210AI\uff08\u4f8b\u3000Stable Diffusion\uff09\u306e\u52c9\u5f37\u306b\u4ed8\u304d\u5408\u3063\u3066\u3044\u305f\u3060\u304f\u3053\u3068\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002<br \/>\n\u6628\u65e5\u7528\u8a9e\u3060\u3051\u7d39\u4ecb\u3057\u305flatent diffusion model (\u6f5c\u5728\u7a7a\u9593\u306b\u304a\u3051\u308b\u62e1\u6563\u30e2\u30c7\u30eb)\u3001\u3092\u89e3\u8aac\u3059\u308b\u524d\u306bdenoising diffusion probablistic models((\u753b\u50cf\u7a7a\u9593\u306b\u304a\u3051\u308b)\u78ba\u7387\u62e1\u6563\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30ce\u30a4\u30ba\u9664\u53bb)\u306b\u3064\u3044\u3066\u52c9\u5f37\u3059\u3079\u304d\u3067\u3042\u308b\u3001\u3068\u306e\u3053\u3068\u306a\u306e\u3067\uff08\u3044\u308d\u3044\u308d\u306aAI\u89e3\u8aac\u30b5\u30a4\u30c8\u3067\uff09\u3001\u3084\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3044\u304f\u3064\u3082\u52d5\u753b\u304c\u3042\u304c\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n<iframe loading=\"lazy\" title=\"Denoising Diffusion Probabilistic Models | DDPM Explained\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/H45lF4sUgiE?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><br \/>\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u89e3\u304d\u306b\u304f\u3044\u9006\u554f\u984c\u3092\u89e3\u304f\u306e\u306b\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u3053\u306e\u4f8b\u3067\u3044\u3046\u3068\u3001\u753b\u50cf\u306b\u30ce\u30a4\u30ba\u3092\u52a0\u3048\u3066\u62e1\u6563\u3055\u305b\u3066\u52a3\u5316\u3055\u305b\u3066\u3044\u304f\u308f\u3051\u3067\u3059\u304c\u3001\u305d\u306e\u904e\u7a0b\u3092\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30ce\u30a4\u30ba\u5165\u308a\u304b\u3089\u5143\u753b\u50cf\u3092\u6c42\u3081\u308bAI\u3092\u4f5c\u3063\u3066\u3044\u305f\u3089\u3001\u8a00\u8449\u3067\u6307\u793a\u3059\u308b\u3068\u753b\u50cf\u3092\u751f\u307f\u51fa\u3059AI\u304c\u3067\u304d\u305f\u3001\u3068\u3044\u3046\u8a71\u3067\u3059\u3002<br \/>\n\u62e1\u6563\u65b9\u7a0b\u5f0f\u306b\u5f93\u3063\u3066\u6642\u9593\u767a\u5c55\u3055\u305b\u305f\u7d50\u679c\u304b\u3089\u539f\u56e0\u3092\u6c42\u3081\u308b\u300c\u9006\u554f\u984c\u300d\u306f\u89e3\u6790\u7684\u306b\u3046\u307e\u304f\u89e3\u3051\u306a\u3044\u554f\u984c(ill-posed problem)\u3067\u3042\u308b\u3001\u3068\u3044\u3046\u306e\u306f\u5fdc\u7528\u6570\u5b66\u3067\u7fd2\u3044\u307e\u3057\u305f\u3002\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\uff08\u6b63\u78ba\u304b\u3069\u3046\u304b\u306e\u4fdd\u8a3c\u306f\u306a\u3044\u3067\u3059\u304c\uff09\u305d\u308c\u304c\u89e3\u3051\u308b\u308f\u3051\u3067\u3059\u3002<br \/>\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8a13\u7df4\u3068\u305d\u308c\u3092\u4f7f\u3063\u305f\u9006\u7b97\u306b\u3044\u304f\u3064\u304b\u91cd\u8981\u306a\u30c6\u30af\u30cb\u30c3\u30af\u304c\u3064\u304b\u308f\u308c\u3066\u304a\u308a\u30013\u3064\u304f\u3089\u3044\u306e\u91cd\u8981\u306a\u8ad6\u6587\uff082015\u5e74\u30012019\u5e74\u30012020\u5e74; UC Berkley\u3084Stanford\u306e\u8ca2\u732e\u304c\u5927\u304d\u3044\uff09\u304c\u3042\u308a\u307e\u3059\u3002\u4e0b\u8a18\u304c\u89e3\u8aac\u3067\u3059\u304c\u3001\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3001\u30e9\u30f3\u30b8\u30e5\u30d0\u30f3\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30b9\u3001\u975e\u5e73\u8861\u71b1\u529b\u5b66\u306e\u30b8\u30a7\u30f3\u30bb\u30f3\u306e\u4e0d\u7b49\u5f0f\u306a\u3069\u3001\u3053\u3053\u3067\u3067\u3066\u304f\u308b\u306e\u304b\uff01\u3068\u3044\u3046\u9a5a\u304d\u304c\u3042\u308a\u307e\u3059\u3002\u5c02\u9580\u5bb6\u306e\u300c\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3060\u3051\u52c9\u5f37\u3057\u3066\u3044\u3066\u306f\u30c0\u30e1\u300d\u3068\u3044\u3046\u30b3\u30e1\u30f3\u30c8\u306b\u306f\u8aac\u5f97\u529b\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\nhttps:\/\/lilianweng.github.io\/posts\/2021-07-11-diffusion-models\/<br \/>\ndiffusion model\u306b\u3064\u3044\u3066\u306f\u753b\u50cf\u751f\u6210\u4ee5\u5916\u306b\u3082\u3044\u308d\u3044\u308d\u9762\u767d\u3044\u8ad6\u6587\u304c\u51fa\u3066\u3044\u307e\u3059\u3002\u300c\u610f\u5473\u304c\u308f\u304b\u308b\u300d\u3068\u306f\u3069\u3046\u3044\u3046\u3053\u3068\u304b\u3001\u3068\u3044\u3046\u306e\u306f\u79c1\u306e\u9577\u5e74\u306e\u554f\u984c\u610f\u8b58\u3067\u3059\u3002diffusion model\u306e\u5468\u8fba\u6280\u8853\u306f\u6700\u8fd1\u306e\u76ee\u6a19\u306e\u4e00\u3064\u3067\u3042\u308b\u6709\u6a5f\u5316\u5b66\u306e\u554f\u984c\u304c\u89e3\u3051\u308bAI\u3092\u4f5c\u308b\u306e\u306b\u4f7f\u3048\u305d\u3046\u3067\u3001\u3044\u308d\u3044\u308d\u30a2\u30a4\u30c7\u30a2\u304c\u6e67\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u82f1\u8a9e\u306f\u300c\u308f\u304b\u308b\u300d\u306e\u985e\u7fa9\u8a9e\u304b\u3089\u3002\u79c1\u306e\u52dd\u624b\u306a\u8a9e\u611f\u3092\u4e26\u3079\u3066\u3044\u307e\u3059\u3002\u9055\u548c\u611f\u304c\u3042\u308c\u3070\u79c1\u304c\u9593\u9055\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u3042\u308a\u3002<br \/>\nunderstand\u3000\u7406\u89e3\u3059\u308b<br \/>\nappreciate\u3000\u8a55\u4fa1\u3059\u308b<br \/>\ncomprehend\u3000\u7406\u89e3\u3059\u308b<br \/>\nfathom\u3000\u300c\u5c0b\uff08\u3072\u308d\uff09\u3001\u624b\u3092\u5e83\u3052\u305f\u9577\u3055\u30001.8m\u300d\u3067\u3059\u304c\u3001\u6e2c\u6df1\u3059\u308b\u3001\u304b\u3089\u8ee2\u3058\u3066\u3000\u308f\u304b\u308b<br \/>\nfind out\u3000\u898b\u3064\u3051\u308b<br \/>\nfollow \u8b70\u8ad6\u306b\u3064\u3044\u3066\u3044\u304f<br \/>\ngrasp\u3000\u628a\u63e1\u3059\u308b<br \/>\ninterpret\u3000\u89e3\u91c8\u3059\u308b<br \/>\nmaster\u3000\u7fd2\u5f97\u3059\u308b<br \/>\nperceive\u3000\u77e5\u899a\u3059\u308b<br \/>\nread\u3000\u8aad\u3080\u3001\u8aad\u3081\u308b\u3001\u308f\u304b\u308b<br \/>\nrealize\u3000\u5b9f\u73fe\u3059\u308b\u3001\u306e\u307b\u304b\u306b\u3000\u6c17\u3065\u304f<br \/>\nrecognize\u3000\u8a8d\u77e5\u3059\u308b<br \/>\nsee\u3000\u898b\u308b\u3001\u306e\u307b\u304b\u306b\u308f\u304b\u308b<br \/>\nsense\u3000\u611f\u3058\u308b<br \/>\napprehend\u3000\u7406\u89e3\u3059\u308b<br \/>\ncatch\u3000\u6355\u307e\u3048\u308b\u3001\u6982\u5ff5\u3092\u3064\u304b\u3080<br \/>\nconceive\u3000\u77e5\u899a\u7684\u306b\u7406\u89e3\u3059\u308b<br \/>\ndeduce\u3000\u6f14\u7e79\u3057\u3066\u7406\u89e3\u3059\u308b<br \/>\ndistinguish\u3000\u533a\u5225\u3057\u3066\u7406\u89e3\u3059\u308b<br \/>\ninfer\u3000\u63a8\u6e2c\u3059\u308b\u3001\u5272\u308a\u51fa\u3059<br \/>\nnote\u3000\u6c17\u3065\u304f<br \/>\nsavvy\u3000\u300c\u901a\u300d\uff08\u3064\u3046\uff09\u3068\u3057\u3066\u308f\u304b\u308b\u3001\u300c\u9055\u3044\u304c\u308f\u304b\u308b\u7537\u300d\u306e\u300c\u308f\u304b\u308b\u300d<br \/>\nseize\u3000\u3064\u304b\u3080<br \/>\nsympathize \u5171\u611f\u3059\u308b\u3001\u6c17\u6301\u3061\u304c\u308f\u304b\u308b<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u9031\u306f\u52d5\u753b\u751f\u6210AI\u306e\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u304c\u4f55\u3092\u3084\u3063\u3066\u3044\u308b\u304b\u3092\u89e3\u8aac\u3057\u3088\u3046\u3068\u3057\u307e\u3057\u305f\u304c\u3001Stable Diffusion\u3092\u4f7f\u3063\u3066\u3044\u308b\u3053\u3068\u3057\u304b\u308f\u304b\u3089\u306a\u3044\u306e\u3067\u3001\u305d\u306e\u624b\u524d\u306e\u753b\u50cf\u751f\u6210AI\uff08\u4f8b\u3000Stable Diffusion\uff09\u306e\u52c9\u5f37\u306b\u4ed8\u304d\u5408\u3063\u3066\u3044\u305f\u3060\u304f\u3053\u3068\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002 \u6628\u65e5\u7528\u8a9e\u3060\u3051\u7d39\u4ecb\u3057\u305flatent diffusion model (\u6f5c\u5728\u7a7a\u9593\u306b\u304a\u3051\u308b\u62e1\u6563\u30e2\u30c7\u30eb)\u3001\u3092\u89e3\u8aac\u3059\u308b\u524d\u306bdenoising diffusion probablistic models((\u753b\u50cf\u7a7a\u9593\u306b\u304a\u3051\u308b)\u78ba\u7387\u62e1\u6563\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30ce\u30a4\u30ba\u9664\u53bb)\u306b\u3064\u3044\u3066\u52c9\u5f37\u3059\u3079\u304d\u3067\u3042\u308b\u3001\u3068\u306e\u3053\u3068\u306a\u306e\u3067\uff08\u3044\u308d\u3044\u308d\u306aAI\u89e3\u8aac\u30b5\u30a4\u30c8\u3067\uff09\u3001\u3084\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002 \u3044\u304f\u3064\u3082&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[60],"tags":[23],"class_list":["post-1917","post","type-post","status-publish","format-standard","hentry","category-computer","tag-computer"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=\/wp\/v2\/posts\/1917","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1917"}],"version-history":[{"count":0,"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=\/wp\/v2\/posts\/1917\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1917"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1917"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1917"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}