{"id":1918,"date":"2024-03-14T00:00:00","date_gmt":"2024-03-14T00:00:00","guid":{"rendered":"urn:uuid:d8b0158d-28b6-4e83-9248-96e03844748b"},"modified":"2024-03-14T00:00:00","modified_gmt":"2024-03-14T00:00:00","slug":"autoencoder","status":"publish","type":"post","link":"https:\/\/www.sekaiken.com\/?p=1918","title":{"rendered":"autoencoder"},"content":{"rendered":"<p>\u6628\u65e5\u306f\u3001\u753b\u50cf\u751f\u6210AI\u304c\u975e\u5e73\u8861\u71b1\u529b\u5b66\u306e\u624b\u6cd5\u3068\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3092\u4f7f\u3063\u3066\u30ce\u30a4\u30ba\uff0b\u305d\u306e\u62e1\u6563\u3092\u9006\u6f14\u7b97\u3057\u3066\u30ce\u30a4\u30ba\u304b\u3089\u753b\u50cf\u3092\u4f5c\u308a\u51fa\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u6f14\u7b97\u3092\u3059\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5225\u306e\u60c5\u5831\uff08\u5358\u8a9e\u306a\u3069\uff09\u3092\u4e00\u7dd2\u306b\u5b66\u7fd2\u3055\u305b\u3066\u304a\u304f\u3068\u3001\u9b54\u6cd5\u306e\u3088\u3046\u306b\u5358\u8a9e\u304b\u3089\u753b\u50cf\u304c\u73fe\u308c\u308b\u308f\u3051\u3067\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001Stable Diffusion\u306eweb\u306b\u306f\u3044\u308d\u3044\u308d\u306a\u4f8b\u304c\u8f09\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u300c\u5b87\u5b99\u98db\u884c\u58eb\u304c\u6708\u9762\u3067\u99ac\u306b\u4e57\u308b\u300d\u3068\u5165\u308c\u308b\u3068\u305d\u306e\u3088\u3046\u306a\u753b\u50cf\u304c\u51fa\u308b\u3088\u3046\u3067\u3059\u3002\u9069\u5207\u306b\u7269\u4f53\u3084\u80cc\u666f\u3092\u306f\u3081\u8fbc\u3080\u6280\u6cd5\u306f\u5199\u771f\u306e\u4fee\u6574\u306a\u3069\u306b\u3082\u4f7f\u308f\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u540d\u524d\u306e\u7269\u4f53\u306e\u753b\u50cf\u3068\u3001\u305d\u306e\u9069\u5207\u306a\u306f\u3081\u8fbc\u307f\u65b9\u3092AI\u304c\u77e5\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u3059\u306d\u3002<br \/>\n\u3044\u304f\u3064\u304b\u306e\u4e0d\u53ef\u6b20\u306e\u6280\u6cd5\u304c\u7d44\u307f\u5408\u308f\u3055\u3063\u3066\u3067\u304d\u3066\u3044\u308b\u6f14\u7b97\u30a8\u30f3\u30b8\u30f3\u3067\u3059\u304c\u3001\u4e2d\u5fc3\u306b\u306a\u308b\u306e\u30921\u3064\u9078\u3079\u3001\u3068\u805e\u304b\u308c\u305f\u3089\u300c\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u300d\u3001\u3068\u79c1\u306f\u7b54\u3048\u307e\u3059\u3002\u89e3\u8aac\u306f\u4e0b\u8a18\u3067\u3059\u3002\u60c5\u5831\u3092\u9023\u60f3\u7684\u306b\u5727\u7e2e\u3059\u308b\u6280\u8853\u3068\u3057\u3066\u3001\u5730\u5473\u3067\u3059\u304c\u7d76\u5927\u306a\u5a01\u529b\u304c\u3042\u308b\u3053\u3068\u304c\u753b\u50cf\u751f\u6210AI\u304b\u3089\u3082\u793a\u3055\u308c\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u8a73\u7d30\u306f\u4e0b\u8a18\u3092\u306f\u3058\u3081\u3044\u308d\u3044\u308d\u308f\u304b\u308a\u3084\u3059\u3044\u89e3\u8aac\u304c\u3042\u308b\u306e\u3067\u8b72\u308a\u307e\u3059\u3002<br \/>\nhttps:\/\/www.ibm.com\/jp-ja\/topics\/autoencoder<br \/>\n\u753b\u50cf\u751f\u6210AI\u306e\u65e5\u672c\u8a9e\u306e\u89e3\u8aac\u306f\u4e0b\u8a18\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4f7f\u308f\u308c\u308b\u6982\u5ff5\u3092\u52c9\u5f37\u3057\u3066\u3044\u3053\u3046\u3001\u3068\u3044\u3046\u8b1b\u7fa9\u306e\u4ed5\u65b9\u3082\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<br \/>\nhttps:\/\/zenn.dev\/nakky\/articles\/09fb1804001ff8<br \/>\n\u305d\u306e\u8b1b\u7fa9\u3067\u306f\u3001\u60c5\u5831\u5b66\u306e\u3064\u3044\u3067\u306b\u975e\u5e73\u8861\u71b1\u529b\u5b66\uff08\u306e\u4e00\u90e8\uff09\u3082\u6559\u3048\u3089\u308c\u307e\u3059\u3002\u79c1\u306f\u7269\u8a9e\u3067\u306a\u3044\u672c\u306f\u5f8c\u308d\u304b\u3089\u8aad\u307f\u307e\u3059\u3002\u305d\u306e\u307b\u3046\u304c\u7fd2\u5f97\u304c\u306f\u308b\u304b\u306b\u901f\u3044\u304b\u3089\u3067\u3059\u3002\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u60c5\u5831\u3092\u4f7f\u3063\u3066\u52c9\u5f37\u3059\u308b\u3068\u540c\u3058\u30b9\u30bf\u30a4\u30eb\u306b\u306a\u308b\u3068\u601d\u3046\u306e\u3067\u3001\u82e5\u3044\u7686\u3055\u3093\u3082\u3084\u3063\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u82f1\u8a9e\u306f\u3000https:\/\/www.ibm.com\/topics\/autoencoder\u3000\u304b\u3089\u3002<br \/>\nautoencoder \u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u2015<br \/>\ncompress\u3000\u30b3\u30f3\u30d7\u300c\u30ec\u300d\u30b9\u3000\u5727\u7e2e\u3059\u308b<br \/>\nencode \u30b3\u30fc\u30c9\u5316\u3059\u308b\u3001\u8a18\u53f7\u5316\u3059\u308b\u3001\u6697\u53f7\u5316\u3059\u308b<br \/>\nessential features \u672c\u8cea\u7684\u306a\u7279\u5fb4<br \/>\nreconstruct \u518d\u69cb\u6210<br \/>\nassociate \u9023\u60f3\u3059\u308b<br \/>\nlatent variables \u6f5c\u5728\u5909\u6570<br \/>\nhidden \u300c\u30d2\u300d\u30c9\u30a5\u30f3\u3000\u96a0\u308c\u305f\u3000&lt; hide \u30cf\u30a4\u30c9<br \/>\nvariational \u30f4\u30a1\u30ea\u30a8\u30a4\u30b7\u30e7\u30ca\u308b\u3000\u5909\u5206\u306e<br \/>\nadversarial \u6575\u5bfe\u7684\u306a\u3000adversarial autoencoder \u6575\u5bfe\u7684\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0(\u5b57\u3065\u3089\u306f\u9762\u767d\u3044\u3067\u3059\u306d\u3002\u982d\u304c\u3044\u3044\u65b9\u6cd5\u3067\u3059\uff09<br \/>\nimage segmentation \u753b\u50cf\u5206\u985e<br \/>\nrecurrent neural network \u56de\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<br \/>\n&ldquo;Autoencoders discover latent variables by passing input data through a \u201cbottleneck\u201d before it reaches the decoder. &rdquo;<br \/>\n\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u3001\u30c7\u30b3\u30fc\u30c0\u30fc\uff08\u51fa\u529b\uff09\u306b\u81f3\u308b\u307e\u3067\u306b\u300c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u300d\u3092\u901a\u904e\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u6f5c\u5728\u5909\u6570\u3092\u767a\u898b\u3059\u308b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6628\u65e5\u306f\u3001\u753b\u50cf\u751f\u6210AI\u304c\u975e\u5e73\u8861\u71b1\u529b\u5b66\u306e\u624b\u6cd5\u3068\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3092\u4f7f\u3063\u3066\u30ce\u30a4\u30ba\uff0b\u305d\u306e\u62e1\u6563\u3092\u9006\u6f14\u7b97\u3057\u3066\u30ce\u30a4\u30ba\u304b\u3089\u753b\u50cf\u3092\u4f5c\u308a\u51fa\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u6f14\u7b97\u3092\u3059\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5225\u306e\u60c5\u5831\uff08\u5358\u8a9e\u306a\u3069\uff09\u3092\u4e00\u7dd2\u306b\u5b66\u7fd2\u3055\u305b\u3066\u304a\u304f\u3068\u3001\u9b54\u6cd5\u306e\u3088\u3046\u306b\u5358\u8a9e\u304b\u3089\u753b\u50cf\u304c\u73fe\u308c\u308b\u308f\u3051\u3067\u3059\u3002 \u4f8b\u3048\u3070\u3001Stable Diffusion\u306eweb\u306b\u306f\u3044\u308d\u3044\u308d\u306a\u4f8b\u304c\u8f09\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u300c\u5b87\u5b99\u98db\u884c\u58eb\u304c\u6708\u9762\u3067\u99ac\u306b\u4e57\u308b\u300d\u3068\u5165\u308c\u308b\u3068\u305d\u306e\u3088\u3046\u306a\u753b\u50cf\u304c\u51fa\u308b\u3088\u3046\u3067\u3059\u3002\u9069\u5207\u306b\u7269\u4f53\u3084\u80cc\u666f\u3092\u306f\u3081\u8fbc\u3080\u6280\u6cd5\u306f\u5199\u771f\u306e\u4fee\u6574\u306a\u3069\u306b\u3082\u4f7f\u308f\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u540d\u524d\u306e\u7269\u4f53\u306e\u753b\u50cf\u3068\u3001\u305d\u306e\u9069\u5207\u306a\u306f\u3081\u8fbc\u307f\u65b9\u3092AI\u304c\u77e5\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u3059\u306d\u3002 \u3044\u304f\u3064\u304b\u306e\u4e0d\u53ef\u6b20\u306e\u6280\u6cd5\u304c&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-1918","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\/1918","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=1918"}],"version-history":[{"count":0,"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=\/wp\/v2\/posts\/1918\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1918"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1918"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sekaiken.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1918"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}