{"id":1507,"date":"2024-09-13T14:08:01","date_gmt":"2024-09-13T05:08:01","guid":{"rendered":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/?p=1507"},"modified":"2025-07-09T11:02:04","modified_gmt":"2025-07-09T02:02:04","slug":"%e6%94%be%e9%80%81%e5%a4%a7%e5%ad%a6%e3%81%ae%e7%a7%91%e7%9b%ae%e3%80%8c%e3%82%b3%e3%83%b3%e3%83%94%e3%83%a5%e3%83%bc%e3%82%bf%e3%83%93%e3%82%b8%e3%83%a7%e3%83%b3%e3%80%8d%e3%82%92%e5%b1%a5%e4%bf%ae","status":"publish","type":"post","link":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/","title":{"rendered":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f"},"content":{"rendered":"<p>\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c<a href=\"https:\/\/www.ouj.ac.jp\" rel=\"noopener\" target=\"_blank\">\u653e\u9001\u5927\u5b66<\/a>\u306e\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e<\/p>\n<p><!--more--><\/p>\n<h2>\u7814\u4fee\u306e\u6982\u8981<\/h2>\n<p>\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u81ea\u5df1\u5553\u767a\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u5c65\u4fee\u751f\u306b\u306a\u308b\uff0c\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308a\u307e\u3059\uff0e\u4e8b\u52d9\u7cfb\u8077\u54e1\u306a\u3089\u3073\u306b\u6280\u8853\u7cfb\u8077\u54e1\u3092\u5bfe\u8c61\u3068\u3057\u3066\uff0c\u300c\u653e\u9001\u5927\u5b66\u306e\u6388\u696d\u79d1\u76ee\u3092\u5c65\u4fee\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u308a\uff0c\u81ea\u5df1\u5553\u767a\u306b\u3088\u308b\u76ee\u7684\u610f\u8b58\u306e\u9ad8\u63da\u3092\u56f3\u308b\u3068\u3068\u3082\u306b\u696d\u52d9\u9042\u884c\u306b\u5fc5\u8981\u306a\u6559\u990a\u30fb\u77e5\u8b58\u3092\u7fd2\u5f97\u3055\u305b\uff0c\u5927\u5b66\u8077\u54e1\u3068\u3057\u3066\u306e\u8cc7\u8cea\u306e\u5411\u4e0a\u3092\u56f3\u308b\u300d\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3082\u306e\u3067\u3059\uff0e<\/p>\n<p>\u5165\u5b66\u6599\u3068\u6388\u696d\u6599\u304c<strong>\u5f18\u524d\u5927\u5b66\u306e\u8ca0\u62c5<\/strong>\u3068\u306a\u308a\u307e\u3059\u306e\u3067\u4f55\u5341\u4eba\u3082\u4f55\u767e\u4eba\u3082\u53d7\u8b1b\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u304c\uff0c\u79c1\u306e\u5468\u308a\u3067\u306f\u53d7\u8b1b\u5e0c\u671b\u304c\u53f6\u308f\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u8a71\u3092\u805e\u3044\u305f\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\uff0e<\/p>\n<h2>\u53d7\u8b1b\u79d1\u76ee<\/h2>\n<p>\u3053\u306e\u7814\u4fee\u3067\u306f\u5bfe\u8c61\u3068\u306a\u308b\u53d7\u8b1b\u79d1\u76ee\u304c\u3044\u304f\u3064\u304b\u6307\u5b9a\u3055\u308c\u3066\u3044\u305f\u6642\u4ee3\u3082\u3042\u3063\u305f\u3068\u8a18\u61b6\u3057\u3066\u3044\u307e\u3059\u304c\uff0c\u3044\u307e\u306f\u4efb\u610f\u306e\u79d1\u76ee\u3092\u53d7\u8b1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff0e<small>\u53d7\u8b1b\u79d1\u76ee\u3068\u696d\u52d9\u3068\u306e\u95a2\u9023\u6027\u3092\u3042\u308b\u7a0b\u5ea6\u8aac\u660e\u3067\u304d\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u3059\uff0e<\/small><\/p>\n<p>\u4eca\u56de\u79c1\u304c\u9078\u629e\u3057\u305f\u306e\u306f\uff0c\u60c5\u5831\u30b3\u30fc\u30b9\u306e\u5c02\u9580\u79d1\u76ee\u3067\u3042\u308b\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3067\u3059\uff0e\u30ca\u30f3\u30d0\u30ea\u30f3\u30b0\u306f330\u3067\uff0c\u5c02\u9580\u79d1\u76ee\uff08300\u756a\u53f0\uff09\u306e\u4e2d\u3067\u3082\u300c\u4e0a\u7d1a\u300d\u306b\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u3044\u307e\u3059\uff0e<br \/>\n\u30b7\u30e9\u30d0\u30b9\u306b\u3082\u3042\u308b\u3088\u3046\u306b\u300c\u81ea\u5df1\u4f4d\u7f6e\u63a8\u5b9a\u3068\u5730\u56f3\u69cb\u7bc9\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u753b\u50cf\u8a8d\u8b58\u300d\u306e2\u672c\u304c\u67f1\u3068\u306a\u3063\u3066\u3044\u307e\u3059\uff0e\u524d\u534a\u306f\u30ab\u30e1\u30e9\u306b\u95a2\u3059\u308b\u5ea7\u6a19\u7cfb\u306a\u3069\u306e\u5e7e\u4f55\u5b66\u7684\u306a\u8a71\u304c\u51fa\u3066\u304d\u307e\u3059\u304c\uff0c\u5f8c\u534a\u306f\u3046\u3063\u3066\u5909\u308f\u3063\u3066\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7528\u3044\u305f\u6df1\u5c64\u5b66\u7fd2\u306a\u3069\u306e\u8a71\u304c\u51fa\u3066\u304d\u307e\u3059\uff0e<\/p>\n<p>\u3053\u306e\u79d1\u76ee\u306f<strong>\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d<\/strong>\u3067\u3042\u308a\uff0c\u8b1b\u7fa9\u306e\u4ed6\u306b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<a href=\"https:\/\/www.python.jp\/\" rel=\"noopener\" target=\"_blank\">Python<\/a>\u3092\u7528\u3044\u305f\u6f14\u7fd2\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u8a73\u3057\u304f\u306f\u6b21\u7bc0\u3067\u8ff0\u3079\u307e\u3059\uff0e<\/p>\n<h2>\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u306b\u3064\u3044\u3066\u306e\u8a73\u7d30<\/h2>\n<p>\u672c\u7bc0\u306f\uff0c\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u56fa\u6709\u306e\u4e8b\u60c5\u3092\u8ff0\u3079\u3066\u3044\u304d\u307e\u3059\uff0e<\/p>\n<h3>\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u79d1\u76ee<\/h3>\n<p>\u7e70\u308a\u8fd4\u3057\u306b\u306a\u308a\u307e\u3059\u304c\uff0c\u3053\u306e\u79d1\u76ee\u306f\u300c\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u300d\u3067\u3059\uff0e\u3059\u306a\u308f\u3061\u30c6\u30ec\u30d3\u7b49\u306b\u3088\u308b\u653e\u9001\u304c\u306a\u304f\uff0c\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306eE-learning\u306e\u3088\u3046\u306a\u5f62\u3067\u53d7\u8b1b\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\uff08\u5f93\u6765\u306e\u653e\u9001\u5927\u5b66\u306e\u30a4\u30e1\u30fc\u30b8\u3068\u306f\u3061\u3087\u3063\u3068\u96e2\u308c\u3066\u3044\u307e\u3059\u306d\uff01\uff09\uff0e\u901a\u4fe1\u6307\u5c0e\u3084\u5358\u4f4d\u8a8d\u5b9a\u8a66\u9a13\u3082\u306a\u304f\uff0c\u4ee3\u308f\u308a\u306b\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u306e\u5b66\u7fd2\u6d3b\u52d5\uff08\u5c0f\u30c6\u30b9\u30c8\uff0b\u6f14\u7fd2\u8ab2\u984c\uff09\u306b\u3088\u3063\u3066\u8a55\u4fa1\u304c\u884c\u308f\u308c\u307e\u3059\uff0e<\/p>\n<h3>\u6388\u696d\u306e\u69cb\u6210<\/h3>\n<p>1\u30b3\u30de\u306f\u57fa\u672c\u7684\u306b4\uff5e7\u672c\u306e\u30b9\u30e9\u30a4\u30c9\u30b7\u30e7\u30fc\uff0b\u97f3\u58f0\u52d5\u753b\uff08\u5408\u8a0850\uff5e60\u5206\uff09\u306b\u3088\u308b\u8b1b\u7fa9\u3068\uff0cPython\uff08Jupyter Notebook\uff09\u306b\u3088\u308b\u6f14\u7fd2\u304b\u3089\u306a\u308a\u307e\u3059\uff0e<small>\u653e\u9001\u6388\u696d\u3067\u3059\u3068\u5404\u56de\u306e\u9577\u3055\u3092\u304d\u3063\u3061\u308a\u53ce\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\uff0c\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u306e\u8b1b\u7fa9\u3060\u3068\u305d\u306e\u5fc5\u8981\u304c\u306a\u3044\u306e\u3067\uff0c\u8b1b\u5e2b\u30b5\u30a4\u30c9\u3068\u3057\u3066\u306f\u305a\u3044\u3076\u3093\u3084\u308a\u3084\u3059\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff08\u3068\u3044\u3046\u52dd\u624b\u306a\u63a8\u6e2c\uff09\uff0e<\/small> \u6f14\u7fd2\u3068\u8b1b\u7fa9\u306e\u5185\u5bb9\u306f\u540c\u671f\u3057\u3066\u304a\u3089\u305a\uff0c\u8b1b\u7fa9\u3067\u6271\u3063\u305f\u30c6\u30fc\u30de\u3092\u6570\u56de\u5f8c\u306e\u6f14\u7fd2\u3067\u6271\u3046\u3088\u3046\u306a\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\uff0e<br \/>\n<small>\u8b1b\u7fa9\u52d5\u753b\u304c10\u5206\u7a0b\u5ea6\u3067\u533a\u5207\u3089\u308c\u3066\u3044\u308b\u306e\u3067\uff0c\u696d\u52d9\u306e\u7a7a\u304d\u6642\u9593\u3067\u53d7\u8b1b\u3059\u308b\u3068\u3044\u3046\u30c6\u30a4\u306e\u672c\u7814\u4fee\u3068\u3082\u76f8\u6027\u304c\u3044\u3044\u3088\u3046\u306b\u611f\u3058\u307e\u3057\u305f\uff0e<\/small><\/p>\n<h3>\u8a55\u4fa1\u3068\u5358\u4f4d\u53d6\u5f97<\/h3>\n<p>\u8a55\u4fa1\u306f\uff0c\u5404\u56de\u306e\u6700\u5f8c\u306b\u3042\u308b\u300c\u5c0f\u30c6\u30b9\u30c8\u300d\u3068\uff0c\u6700\u5f8c\u306b\u63d0\u51fa\u3059\u308b\u300c\u6f14\u7fd2\u8ab2\u984c\u300d\u3067\u884c\u308f\u308c\u307e\u3059\uff0e\u300c\u5c0f\u30c6\u30b9\u30c8\u300d\u306f3\u554f\u7a0b\u5ea6\u306e\u629e\u4e00\u5f0f\u554f\u984c\u3067\u69cb\u6210\u3055\u308c\u3066\u304a\u308a\uff0c\u4f55\u56de\u3067\u3082\u53d7\u9a13\u3067\u304d\u307e\u3059\uff08\u8907\u6570\u56de\u53d7\u9a13\u3057\u305f\u5834\u5408\uff0c\u6210\u7e3e\u8a55\u4fa1\u306b\u306f\u6700\u9ad8\u70b9\u304c\u7528\u3044\u3089\u308c\u307e\u3059\uff09\uff0e\u300c\u6f14\u7fd2\u8ab2\u984c\u300d\u306f\uff0c\u5404\u56de\u306e\u300c\u6f14\u7fd2\u300d\u306e\u3046\u3061\u306e1\u3064\u306b\u3064\u3044\u3066\uff0c\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u72ec\u81ea\u306e\u4fee\u6b63\u30921\u3064\u4ee5\u4e0a\u884c\u3063\u3066\u305d\u306e\u51fa\u529b\u3092\u63d0\u51fa\u3059\u308b\uff0c\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff08\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u63d0\u51fa\u306f\u5fc5\u9808\u3067\u306f\u306a\u3044\uff09\uff0e<\/p>\n<p>\u300c\u6f14\u7fd2\u8ab2\u984c\u300d\u306e\u81ea\u7531\u5ea6\u306f\u9ad8\u304f\uff0c\u5358\u4f4d\u53d6\u5f97\u3060\u3051\u3092\u8003\u3048\u308b\u306e\u3067\u3042\u308c\u3070\u96e3\u6613\u5ea6\u306f\u304b\u306a\u308a\u4f4e\u3044\u3088\u3046\u306b\u898b\u3048\u307e\u3059\uff0e\u3057\u304b\u3057\u6271\u3063\u3066\u3044\u308b\u30c8\u30d4\u30c3\u30af\u306f\u5e83\u3055\u3068\u6df1\u3055\u3092\u517c\u306d\u5099\u3048\u3066\u304a\u308a\uff0c\u771f\u9762\u76ee\u306b\u7406\u89e3\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u76f8\u5f53\u6642\u9593\u306e\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308b\u3067\u3057\u3087\u3046\uff0e<\/p>\n<h2>\u53d7\u8b1b\u306e\u8a18\u9332\u3068\u6240\u611f<\/h2>\n<h3>\u53d7\u8b1b\u30da\u30fc\u30b9<\/h3>\n<p>\u653e\u9001\u5927\u5b66\u306e\u30bb\u30e1\u30b9\u30bf\u30fc\uff08\u7b2c1\u5b66\u671f\uff09\u306f4\u6708\u306b\u59cb\u307e\u308a9\u6708\u306b\u7d42\u308f\u308a\u307e\u3059\uff0e\u5b66\u751f\u8a3c\u306a\u3069\u304c\u5c4a\u3044\u305f\u306e\u304c4\u670812\u65e5\u3060\u3063\u305f\u306e\u3067\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u30ed\u30b0\u30a4\u30f3\u3082\u305d\u306e\u9803\u306b\u521d\u3081\u3066\u884c\u3063\u305f\u306e\u3067\u3059\u304c\uff0c\u6f14\u7fd2\u8ab2\u984c\u63d0\u51fa\u3084\u5c0f\u30c6\u30b9\u30c8\u53d7\u9a13\u306e\u6700\u7d42\u671f\u9650\u304c<strong>7\u670810\u65e5<\/strong>\u3068\uff0c\u601d\u3063\u3066\u3044\u305f\u4ee5\u4e0a\u306b\u65e9\u304b\u3063\u305f\u306e\u3067\u9a5a\u304d\u307e\u3057\u305f\uff0e<small>\u3061\u306a\u307f\u306bWeb\u3067\u306e\u5358\u4f4d\u8a8d\u5b9a\u8a66\u9a13\u3092\u884c\u3046\u79d1\u76ee\u3067\u306f7\u670814\u65e5\u304b\u30897\u670822\u65e5\u307e\u3067\u304c\u8a66\u9a13\u671f\u9593\u306b\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u306e\u3067\uff0c\u305d\u308c\u3088\u308a\u3082\u65e9\u304f\u306a\u3063\u3066\u3044\u307e\u3059\uff0e<\/small> 1\u90311\u30b3\u30de\u3067\u306f\u5230\u5e95\u9593\u306b\u5408\u308f\u306a\u3044\u306e\u3067\uff0c3\u9031\u30675\u30b3\u30de\u3050\u3089\u3044\u306e\u30da\u30fc\u30b9\u3067\u5b66\u7fd2\u3092\u9032\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\uff0e<br \/>\n\u914d\u4fe1\u671f\u9593\u304c9\u67082\u65e517\u6642\u307e\u3067\u3068\u306a\u3063\u3066\u304a\u308a\uff0c\u6700\u7d42\u671f\u9650\u306e\u5f8c\u3067\u3082\u3057\u3070\u3089\u304f\u306f\u8b1b\u7fa9\u3092\u8996\u8074\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff0e<\/p>\n<p>\u79c1\u306e\u9032\u6357\u306f\uff0c4\u6708\u4e2d\u306b\u7b2c4\u56de\uff0c5\u6708\u4e2d\u306b\u7b2c10\u56de\u307e\u3067\u8b1b\u7fa9\u3092\u53d7\u8b1b\u3057\uff0c\u7b2c15\u56de\u304c\u7d42\u308f\u3063\u305f\u306e\u304c6\u670825\u65e5\u3067\u3057\u305f\uff0e\u6f14\u7fd2\u8ab2\u984c\u306e\u69cb\u60f3\u306f5\u6708\u4e2d\u306b\u306f\u3067\u304d\u3066\u3044\u307e\u3057\u305f\u304c\uff0c\u7740\u624b\u3057\u305f\u306e\u306f6\u6708\u5f8c\u534a\u306b\u5165\u3063\u3066\u304b\u3089\u3067\uff0c7\u67089\u65e5\u306b\u63d0\u51fa\u3057\u307e\u3057\u305f\uff0e<\/p>\n<h3>Python\u5b9f\u884c\u74b0\u5883\u306e\u69cb\u7bc9<\/h3>\n<p>\u30b7\u30e9\u30d0\u30b9\u306b\u306f\u300cPython\u5b9f\u884c\u74b0\u5883\u3092\u3054\u81ea\u8eab\u3067\u69cb\u7bc9\u3067\u304d\u3066\u3044\u308b\u3053\u3068\uff08\u4e2d\u7565\uff09\u304c\u5c65\u4fee\u306e\u6761\u4ef6\u3068\u306a\u308a\u307e\u3059\u300d\u3068\u3042\u308a\uff0c\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306bPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\u3068\u30d3\u30af\u30d3\u30af\u3057\u3066\u3044\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\u84cb\u3092\u958b\u3051\u3066\u307f\u308b\u3068\uff0c\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u306f\u5168\u304f\u306a\u304f\uff0c<a href=\"https:\/\/colab.research.google.com\/\" rel=\"noopener\" target=\"_blank\">Google Colaboratory<\/a>\u3092\u4f7f\u3063\u3066\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\uff0e\u5404\u8ab2\u984c\u306fGoogle Colaboratory\u4e0a\u3067Jupyter Notebook\u3068\u3057\u3066\u4e0e\u3048\u3089\u308c\uff0c\u305d\u308c\u3092\u81ea\u5206\u306eGoogle Drive\uff08\u653e\u9001\u5927\u5b66\u306e\u5b66\u751f\u30e1\u30fc\u30eb\u30a2\u30ab\u30a6\u30f3\u30c8\u304cGoogle\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\uff09\u306b\u30b3\u30d4\u30fc\u3057\u3066Google Colaboratory\u3067\u958b\u304f\uff0c\u3068\u3044\u3046\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u3067\u304d\u307e\u3059\uff0e<\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u6280\u8853\u3082\u7279\u5225\u306b\u9ad8\u5ea6\u306a\u3082\u306e\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\uff0e\u305f\u3060<a href=\"https:\/\/opencv.org\" rel=\"noopener\" target=\"_blank\">OpenCV<\/a>\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306a\u753b\u50cf\u51e6\u7406\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\uff09\u306a\u3069\u306e<abbr title=\"Application Programming Interface\">API<\/abbr>\u3092\u4f7f\u3063\u305f\u308a\u3057\u307e\u3059\u306e\u3067\uff0c\u305d\u3046\u3044\u3046\u3082\u306e\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3092\u8aad\u3080\u3088\u3046\u306a\u7d4c\u9a13\u306e\u6709\u7121\u3067\uff0c\u3068\u3063\u3064\u304d\u3084\u3059\u3055\u306b\u5dee\u304c\u51fa\u3066\u304f\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\uff0e<\/p>\n<h3>\u6f14\u7fd2\u8ab2\u984c\u3068\u6210\u7e3e\u901a\u77e5<\/h3>\n<p>\u79c1\u306f\u30b9\u30c6\u30ec\u30aa\u753b\u50cf\u5bfe\u304b\u3089\u5965\u884c\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3059\u308b\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\uff0e<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/z-map.png\" alt=\"\" width=\"560\" height=\"420\" class=\"alignnone size-full wp-image-1625\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/z-map.png 560w, https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/z-map-320x240.png 320w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/><\/p>\n<p>\u30b9\u30c6\u30ec\u30aa\u753b\u50cf\u5bfe\u306f\uff0c\uff08\u30b9\u30c6\u30ec\u30aa\u30ab\u30e1\u30e9\u3067\u306f\u306a\u304f\uff09\u666e\u901a\u306e\u4e00\u773c\u30ab\u30e1\u30e9\u3092\u5e73\u884c\u79fb\u52d5\u3055\u305b\u3066\u64ae\u5f71\u3057\u305f2\u679a\u306e\u753b\u50cf\u3092\u7528\u3044\u307e\u3057\u305f\uff0e\u6f14\u7fd2\u3067\u306fOpenCV\u306e\u95a2\u6570\u3092\u7528\u3044\u3066\u30b9\u30c6\u30ec\u30aa\u753b\u50cf\u5bfe\u304b\u3089<strong>\u8996\u5dee\u30de\u30c3\u30d7<\/strong>\u3092\u51fa\u529b\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u884c\u3044\u307e\u3057\u305f\u304c\uff0c\u79c1\u306e\u6f14\u7fd2\u8ab2\u984c\u3068\u3057\u3066\u306f\u8996\u5dee\u30de\u30c3\u30d7\u3092<strong>\u5965\u884c\u30de\u30c3\u30d7<\/strong>\u306b\u5909\u63db\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u884c\u3044\u307e\u3057\u305f\uff0e\u5965\u884c\u304d\u30de\u30c3\u30d7\u3078\u306e\u5909\u63db\u306b\u306f\u30ab\u30e1\u30e9\u306e<strong>\u5185\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf<\/strong>\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u304c\uff0c\u305d\u308c\u3092\u6c42\u3081\u308b\u6821\u6b63\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3082\u6f14\u7fd2\u306b\u7528\u610f\u3055\u308c\u3066\u3044\u305f\u306e\u3067\uff08\u3053\u308c\u3082OpenCV\u306e\u6a5f\u80fd\u306b\u306a\u308a\u307e\u3059\uff09\uff0c\u30c1\u30a7\u30c3\u30ab\u30fc\u30d1\u30bf\u30fc\u30f3\u3092\u64ae\u5f71\u3057\u305f\u753b\u50cf\u3092\u7528\u3044\u3066\u5b9f\u969b\u306b\u884c\u3044\u307e\u3057\u305f\uff0e\u64ae\u5f71\u3055\u308c\u308b\u30c1\u30a7\u30c3\u30ab\u30fc\u30d1\u30bf\u30fc\u30f3\u306f\u5e73\u9762\u3067\u3042\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u306e\u3067\uff0c<small>\u305f\u307e\u305f\u307e<a href=\"https:\/\/yorozuya-dc.com\" rel=\"noopener\" target=\"_blank\">\u842c\u5c4b<\/a>\u3067\u898b\u3064\u3051\u305f<\/small>\u30e9\u30d9\u30eb\u7528\u7d19\u306b\u5370\u5237\u3057\u305f\u3082\u306e\u3092\uff0c<small>\u884c\u304d\u5834\u3092\u5931\u3063\u3066\u3044\u305f<\/small>\u30a2\u30af\u30ea\u30eb\u677f\u306b\u8cbc\u308a\u4ed8\u3051\u3066\u4f7f\u3044\u307e\u3057\u305f\uff0e<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/IMGP0016_s.jpg\" alt=\"\" width=\"480\" height=\"320\" class=\"alignnone size-full wp-image-1626\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/IMGP0016_s.jpg 480w, https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/IMGP0016_s-320x213.jpg 320w\" sizes=\"auto, (max-width: 480px) 100vw, 480px\" \/><\/p>\n<p>\u6f14\u7fd2\u8ab2\u984c\u306b\u3064\u3044\u3066\u500b\u5225\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306f\u3042\u308a\u307e\u305b\u3093\u304c\uff0c\uff08\u5c0f\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u542b\u3093\u3060\uff09\u300c\u8a55\u70b9\u300d\u304c\u6c7a\u307e\u308b\u3068\u305d\u306e\u65e8\u306e\u30e1\u30fc\u30eb\u901a\u77e5\u304c\u5c4a\u304d\u307e\u3059\uff0e7\u670824\u65e5\u306b\u305d\u306e\u901a\u77e5\u304c\u3042\u308a\uff0c95\u70b9(\/100)\u306e\u8a55\u70b9\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\uff0e<\/p>\n<p>8\u670815\u65e5\u306b\u306f\u6210\u7e3e\u304c\u30b7\u30b9\u30c6\u30e0WAKABA\u4e0a\u3067\u767a\u8868\u3055\u308c\uff0c\u6570\u65e5\u5f8c\u306b\u90f5\u4fbf\u3067\u5c4a\u304d\u307e\u3057\u305f\uff0e\u307e\u305f\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u81ea\u5df1\u5553\u767a\u7814\u4fee\u3068\u3057\u3066\u306e\u4fee\u4e86\u8a3c\u66f8\u30829\u6708\u521d\u982d\u306b\u5c4a\u304d\u307e\u3057\u305f\uff0e<\/p>\n<h3>\uff08\u4f59\u8ac7\uff09\u30b7\u30b9\u30c6\u30e0WAKABA\u3068\u518d\u5165\u5b66<\/h3>\n<p>\u653e\u9001\u5927\u5b66\u306e\u6559\u52d9\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u304c<strong>\u30b7\u30b9\u30c6\u30e0WAKABA<\/strong>\u306b\u306a\u308a\u307e\u3059\uff0e\u3053\u3053\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u306f\uff0c\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u30ed\u30b0\u30a4\u30f3\u306b\u3082\u4f7f\u308f\u308c\u307e\u3059\uff08\u3044\u308f\u3086\u308bSSO\uff0c\u30b7\u30f3\u30b0\u30eb\u30b5\u30a4\u30f3\u30aa\u30f3\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3067\u3059\uff09\uff0e<\/p>\n<p>\u521d\u3081\u3066\u5165\u5b66\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u521d\u671f\u30d1\u30b9\u30ef\u30fc\u30c9\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u304c\uff0c\u4eca\u56de\u306e\u79c1\u306e\u3088\u3046\u306b\u518d\u5165\u5b66\u306e\u5834\u5408<small>\uff082011\u5e74\u5ea6\u306b\u540c\u5236\u5ea6\u3067\u79d1\u76ee\u5c65\u4fee\u751f\u306b\u306a\u3063\u305f\u3053\u3068\u304c\u3042\u3063\u305f\u306e\u3067\u3057\u305f\uff09<\/small>\u306f\uff0c\u30a2\u30ab\u30a6\u30f3\u30c8\u81ea\u4f53\u3082\u4ee5\u524d\u306e\u5728\u7c4d\u6642\u306e\u3082\u306e\u3092\u4f7f\u3044\u307e\u3059\uff0e&#8230;\u3063\u306610\u5e74\u4ee5\u4e0a\u524d\u306b\u4f7f\u3063\u3066\u3044\u305f\u30d1\u30b9\u30ef\u30fc\u30c9\u304c\u5fc5\u8981\u306b\u306a\u308b\u306e\u3067\u3059\u306d\uff08\u5f53\u6642\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u5c0e\u5165\u3057\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\uff01\uff09\uff0e\u3053\u3053\u306b\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u306a\u3044\u72b6\u614b\u3067\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u79d1\u76ee\u306e\u53d7\u8b1b\u3082\u3067\u304d\u307e\u305b\u3093\u306e\u3067\uff0c\u9811\u5f35\u3063\u3066\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u601d\u3044\u51fa\u3057\u307e\u3057\u3087\u3046\uff0e<br \/>\n<small>\u79c1\u306f\u904b\u3088\u304f\uff087\u56de\u3050\u3089\u3044\u306e\u8a66\u884c\u932f\u8aa4\u306e\u672b\u306b\uff09\u30ed\u30b0\u30a4\u30f3\u306b\u6210\u529f\u3057\u307e\u3057\u305f\u304c\uff0c\u305d\u308c\u304c\u53f6\u308f\u306a\u3044\u4eba\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u30a2\u30ec\u3059\u308b\u624b\u7d9a\u304d\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\uff0e<\/small><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u653e\u9001\u5927\u5b66\u306e\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e<\/p>\n","protected":false},"author":38,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[100],"tags":[143,142],"class_list":["post-1507","post","type-post","status-publish","format-standard","hentry","category-seminar","tag-143","tag-142"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u79d1\u76ee\u5c65\u4fee\u751f\u3068\u3057\u3066\u653e\u9001\u5927\u5b66\u306b\u5165\u5b66\u3057\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Ando\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.0.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"ja_JP\" \/>\n\t\t<meta property=\"og:site_name\" content=\"\u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf - since March 06, 2019\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f - \u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf\" \/>\n\t\t<meta property=\"og:description\" content=\"\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u79d1\u76ee\u5c65\u4fee\u751f\u3068\u3057\u3066\u653e\u9001\u5927\u5b66\u306b\u5165\u5b66\u3057\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2024-09-13T05:08:01+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2025-07-09T02:02:04+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary\" \/>\n\t\t<meta name=\"twitter:title\" content=\"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f - \u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u79d1\u76ee\u5c65\u4fee\u751f\u3068\u3057\u3066\u653e\u9001\u5927\u5b66\u306b\u5165\u5b66\u3057\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#blogposting\",\"name\":\"\\u653e\\u9001\\u5927\\u5b66\\u306e\\u79d1\\u76ee\\u300c\\u30b3\\u30f3\\u30d4\\u30e5\\u30fc\\u30bf\\u30d3\\u30b8\\u30e7\\u30f3\\u300d\\u3092\\u5c65\\u4fee\\u3057\\u305f - \\u5206\\u6790\\u5ba4\\u306e\\u5c4b\\u6839\\u88cf\",\"headline\":\"\\u653e\\u9001\\u5927\\u5b66\\u306e\\u79d1\\u76ee\\u300c\\u30b3\\u30f3\\u30d4\\u30e5\\u30fc\\u30bf\\u30d3\\u30b8\\u30e7\\u30f3\\u300d\\u3092\\u5c65\\u4fee\\u3057\\u305f\",\"author\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/author\\\/aldente\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/wp-content\\\/uploads\\\/sites\\\/26\\\/z-map.png\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#articleImage\",\"width\":560,\"height\":420},\"datePublished\":\"2024-09-13T14:08:01+09:00\",\"dateModified\":\"2025-07-09T11:02:04+09:00\",\"inLanguage\":\"ja\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#webpage\"},\"articleSection\":\"\\u7814\\u4fee\\u30fb\\u30bb\\u30df\\u30ca\\u30fc, \\u60c5\\u5831\\u6280\\u8853, \\u653e\\u9001\\u5927\\u5b66\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura#listItem\",\"position\":1,\"name\":\"\\u30db\\u30fc\\u30e0\",\"item\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/category\\\/seminar\\\/#listItem\",\"name\":\"\\u7814\\u4fee\\u30fb\\u30bb\\u30df\\u30ca\\u30fc\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/category\\\/seminar\\\/#listItem\",\"position\":2,\"name\":\"\\u7814\\u4fee\\u30fb\\u30bb\\u30df\\u30ca\\u30fc\",\"item\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/category\\\/seminar\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#listItem\",\"name\":\"\\u653e\\u9001\\u5927\\u5b66\\u306e\\u79d1\\u76ee\\u300c\\u30b3\\u30f3\\u30d4\\u30e5\\u30fc\\u30bf\\u30d3\\u30b8\\u30e7\\u30f3\\u300d\\u3092\\u5c65\\u4fee\\u3057\\u305f\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura#listItem\",\"name\":\"\\u30db\\u30fc\\u30e0\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#listItem\",\"position\":3,\"name\":\"\\u653e\\u9001\\u5927\\u5b66\\u306e\\u79d1\\u76ee\\u300c\\u30b3\\u30f3\\u30d4\\u30e5\\u30fc\\u30bf\\u30d3\\u30b8\\u30e7\\u30f3\\u300d\\u3092\\u5c65\\u4fee\\u3057\\u305f\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/category\\\/seminar\\\/#listItem\",\"name\":\"\\u7814\\u4fee\\u30fb\\u30bb\\u30df\\u30ca\\u30fc\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/#organization\",\"name\":\"\\u5206\\u6790\\u5ba4\\u306e\\u5c4b\\u6839\\u88cf\",\"description\":\"since March 06, 2019\",\"url\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/author\\\/aldente\\\/#author\",\"url\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/author\\\/aldente\\\/\",\"name\":\"Ando\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/25cc6124199d634fb1eaedb7bf0254313f60c90e98cb5d9fd6b13e1c5478775a?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"Ando\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#webpage\",\"url\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/\",\"name\":\"\\u653e\\u9001\\u5927\\u5b66\\u306e\\u79d1\\u76ee\\u300c\\u30b3\\u30f3\\u30d4\\u30e5\\u30fc\\u30bf\\u30d3\\u30b8\\u30e7\\u30f3\\u300d\\u3092\\u5c65\\u4fee\\u3057\\u305f - \\u5206\\u6790\\u5ba4\\u306e\\u5c4b\\u6839\\u88cf\",\"description\":\"\\u5f18\\u524d\\u5927\\u5b66\\u306e\\u8077\\u54e1\\u7814\\u4fee\\u306e\\u4e00\\u74b0\\u3068\\u3057\\u3066\\uff0c\\u79d1\\u76ee\\u5c65\\u4fee\\u751f\\u3068\\u3057\\u3066\\u653e\\u9001\\u5927\\u5b66\\u306b\\u5165\\u5b66\\u3057\\u300c\\u30b3\\u30f3\\u30d4\\u30e5\\u30fc\\u30bf\\u30d3\\u30b8\\u30e7\\u30f3\\u300d\\u3068\\u3044\\u3046\\u79d1\\u76ee\\u3092\\u5c65\\u4fee\\u3057\\u307e\\u3057\\u305f\\uff0e\",\"inLanguage\":\"ja\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/1507\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/author\\\/aldente\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/author\\\/aldente\\\/#author\"},\"datePublished\":\"2024-09-13T14:08:01+09:00\",\"dateModified\":\"2025-07-09T11:02:04+09:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/#website\",\"url\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/\",\"name\":\"\\u5206\\u6790\\u5ba4\\u306e\\u5c4b\\u6839\\u88cf\",\"description\":\"since March 06, 2019\",\"inLanguage\":\"ja\",\"publisher\":{\"@id\":\"https:\\\/\\\/home.hirosaki-u.ac.jp\\\/yaneura\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f - \u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf","description":"\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u79d1\u76ee\u5c65\u4fee\u751f\u3068\u3057\u3066\u653e\u9001\u5927\u5b66\u306b\u5165\u5b66\u3057\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e","canonical_url":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#blogposting","name":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f - \u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf","headline":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f","author":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/author\/aldente\/#author"},"publisher":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/z-map.png","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#articleImage","width":560,"height":420},"datePublished":"2024-09-13T14:08:01+09:00","dateModified":"2025-07-09T11:02:04+09:00","inLanguage":"ja","mainEntityOfPage":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#webpage"},"isPartOf":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#webpage"},"articleSection":"\u7814\u4fee\u30fb\u30bb\u30df\u30ca\u30fc, \u60c5\u5831\u6280\u8853, \u653e\u9001\u5927\u5b66"},{"@type":"BreadcrumbList","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura#listItem","position":1,"name":"\u30db\u30fc\u30e0","item":"https:\/\/home.hirosaki-u.ac.jp\/yaneura","nextItem":{"@type":"ListItem","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/category\/seminar\/#listItem","name":"\u7814\u4fee\u30fb\u30bb\u30df\u30ca\u30fc"}},{"@type":"ListItem","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/category\/seminar\/#listItem","position":2,"name":"\u7814\u4fee\u30fb\u30bb\u30df\u30ca\u30fc","item":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/category\/seminar\/","nextItem":{"@type":"ListItem","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#listItem","name":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f"},"previousItem":{"@type":"ListItem","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura#listItem","name":"\u30db\u30fc\u30e0"}},{"@type":"ListItem","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#listItem","position":3,"name":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f","previousItem":{"@type":"ListItem","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/category\/seminar\/#listItem","name":"\u7814\u4fee\u30fb\u30bb\u30df\u30ca\u30fc"}}]},{"@type":"Organization","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/#organization","name":"\u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf","description":"since March 06, 2019","url":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/"},{"@type":"Person","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/author\/aldente\/#author","url":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/author\/aldente\/","name":"Ando","image":{"@type":"ImageObject","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/25cc6124199d634fb1eaedb7bf0254313f60c90e98cb5d9fd6b13e1c5478775a?s=96&d=mm&r=g","width":96,"height":96,"caption":"Ando"}},{"@type":"WebPage","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#webpage","url":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/","name":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f - \u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf","description":"\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u79d1\u76ee\u5c65\u4fee\u751f\u3068\u3057\u3066\u653e\u9001\u5927\u5b66\u306b\u5165\u5b66\u3057\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e","inLanguage":"ja","isPartOf":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/#website"},"breadcrumb":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/#breadcrumblist"},"author":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/author\/aldente\/#author"},"creator":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/author\/aldente\/#author"},"datePublished":"2024-09-13T14:08:01+09:00","dateModified":"2025-07-09T11:02:04+09:00"},{"@type":"WebSite","@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/#website","url":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/","name":"\u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf","description":"since March 06, 2019","inLanguage":"ja","publisher":{"@id":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/#organization"}}]},"og:locale":"ja_JP","og:site_name":"\u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf - since March 06, 2019","og:type":"article","og:title":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f - \u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf","og:description":"\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u79d1\u76ee\u5c65\u4fee\u751f\u3068\u3057\u3066\u653e\u9001\u5927\u5b66\u306b\u5165\u5b66\u3057\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e","og:url":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/","article:published_time":"2024-09-13T05:08:01+00:00","article:modified_time":"2025-07-09T02:02:04+00:00","twitter:card":"summary","twitter:title":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f - \u5206\u6790\u5ba4\u306e\u5c4b\u6839\u88cf","twitter:description":"\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u79d1\u76ee\u5c65\u4fee\u751f\u3068\u3057\u3066\u653e\u9001\u5927\u5b66\u306b\u5165\u5b66\u3057\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e"},"aioseo_meta_data":{"post_id":"1507","title":null,"description":"\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u79d1\u76ee\u5c65\u4fee\u751f\u3068\u3057\u3066\u653e\u9001\u5927\u5b66\u306b\u5165\u5b66\u3057\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e","keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"limit_modified_date":false,"created":"2024-01-25 05:25:53","updated":"2025-07-09 02:02:05","ai":null,"breadcrumb_settings":null,"seo_analyzer_scan_date":null,"focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\" title=\"\u30db\u30fc\u30e0\">\u30db\u30fc\u30e0<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/category\/seminar\/\" title=\"\u7814\u4fee\u30fb\u30bb\u30df\u30ca\u30fc\">\u7814\u4fee\u30fb\u30bb\u30df\u30ca\u30fc<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"\u30db\u30fc\u30e0","link":"https:\/\/home.hirosaki-u.ac.jp\/yaneura"},{"label":"\u7814\u4fee\u30fb\u30bb\u30df\u30ca\u30fc","link":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/category\/seminar\/"},{"label":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f","link":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/"}],"_links":{"self":[{"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/posts\/1507","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/users\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/comments?post=1507"}],"version-history":[{"count":17,"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/posts\/1507\/revisions"}],"predecessor-version":[{"id":1703,"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/posts\/1507\/revisions\/1703"}],"wp:attachment":[{"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/media?parent=1507"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/categories?post=1507"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-json\/wp\/v2\/tags?post=1507"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}