{"id":110650,"date":"2024-08-27T07:20:01","date_gmt":"2024-08-27T07:20:01","guid":{"rendered":"https:\/\/wp.eastgate-software.com\/?p=110650"},"modified":"2026-03-31T13:40:11","modified_gmt":"2026-03-31T06:40:11","slug":"understanding-deep-learning-for-computer-vision","status":"publish","type":"post","link":"https:\/\/wp.eastgate-software.com\/jp\/understanding-deep-learning-for-computer-vision\/","title":{"rendered":"\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u790e\u7406\u89e3"},"content":{"rendered":"<p><a href=\"https:\/\/wp.eastgate-software.com\/jp\/computer-vision-what-is-it-and-how-does-it-work\/\"><span data-contrast=\"none\"><strong><span style=\"color: #4970ae;\">\u3000\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30d3\u30b8\u30e7\u30f3<\/span><\/strong><\/span><\/a><span data-contrast=\"auto\"> 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data-contrast=\"auto\">\u3000AI\u304c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u300c\u8003\u3048\u308b\u529b\u300d\u3092\u4e0e\u3048\u308b\u3068\u3059\u308c\u3070\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306f\u300c\u898b\u308b\u529b\u300d\u3092\u4e0e\u3048\u3001\u89b3\u5bdf\u3057\u3001\u7406\u89e3\u3055\u305b\u308b\u6280\u8853\u3067\u3059\u3002\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306f\u3001\u4eba\u9593\u306e\u8996\u899a\u3068\u540c\u69d8\u306b\u8996\u899a\u60c5\u5831\u3092\u89e3\u91c8\u3059\u308b\u3082\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u4ed5\u7d44\u307f\u306f\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u4eba\u9593\u306f\u751f\u6daf\u306b\u308f\u305f\u308b\u6587\u8108\u7684\u306a\u5b66\u7fd2\u3092\u901a\u3058\u3066\u3001\u7269\u4f53\u306e\u8a8d\u8b58\u3001\u8ddd\u96e2\u306e\u63a8\u5b9a\u3001\u52d5\u304d\u306e\u77e5\u899a\u3001\u7570\u5e38\u306e\u767a\u898b\u3092\u884c\u3044\u307e\u3059\u304c\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306f\u3001\u30ab\u30e1\u30e9\u3001\u30c7\u30fc\u30bf\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u4eba\u9593\u306e\u7db2\u819c\u3084\u8996\u795e\u7d4c\u3001\u8996\u899a\u91ce\u3068\u3044\u3063\u305f\u751f\u7269\u5b66\u7684\u306a\u8981\u7d20\u3092\u4f7f\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u6a5f\u68b0\u306b\u3053\u308c\u3092\u5b66\u7fd2\u3055\u305b\u308b\u306e\u3067\u3059\u3002\u305d\u3057\u3066\u9a5a\u304f\u3079\u304d\u3053\u3068\u306b\u3001\u4eba\u9593\u304c\u3053\u308c\u3089\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u5b8c\u4e86\u3059\u308b\u307e\u3067\u306e\u6642\u9593\u306e\u4e00\u90e8\u3067\u540c\u3058\u3053\u3068\u3092\u9054\u6210\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u88fd\u54c1\u691c\u67fb\u3084\u751f\u7523\u8cc7\u7523\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u62c5\u5f53\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u6bce\u5206\u4f55\u5343\u3082\u306e\u9805\u76ee\u3084\u30d7\u30ed\u30bb\u30b9\u3092\u78ba\u8a8d\u3057\u3001\u5fae\u7d30\u306a\u6b20\u9665\u3084\u554f\u984c\u3092\u691c\u51fa\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6700\u7d42\u7684\u306b\u306f\u4eba\u9593\u306e\u80fd\u529b\u3092\u8d85\u3048\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<h2><span style=\"color: #4970ae;\"><b>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30d3\u30b8\u30e7\u30f3\u3092\u3069\u3046\u5909\u3048\u308b\u304b<\/b>\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">\u3000\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u4e3b\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u306e\u958b\u767a\u3068\u5b9f\u88c5\u3092\u901a\u3058\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306e\u5206\u91ce\u306b\u5927\u304d\u306a\u5909\u9769\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u7279\u6b8a\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u4eba\u9593\u306e\u8133\u304c\u8996\u899a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u3092\u6a21\u5023\u3057\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u753b\u50cf\u89e3\u6790\u3092\u5fc5\u8981\u3068\u3059\u308b\u30bf\u30b9\u30af\u306b\u975e\u5e38\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002CNN\u306f\u3001\u7a7a\u9593\u7684\u306a\u7279\u5fb4\u306e\u968e\u5c64\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u624b\u52d5\u306b\u3088\u308b\u7279\u5fb4\u62bd\u51fa\u3092\u884c\u308f\u305a\u306b\u3001\u753b\u50cf\u5185\u306e\u30d1\u30bf\u30fc\u30f3\u3084\u69cb\u9020\u3092\u81ea\u52d5\u7684\u306b\u8a8d\u8b58\u3059\u308b\u80fd\u529b\u3092\u6301\u3061\u3001\u5f93\u6765\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u5927\u304d\u304f\u9032\u5316\u3055\u305b\u307e\u3057\u305f\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u3000\u3053\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u521d\u671f\u306e\u753b\u671f\u7684\u306a\u6210\u679c\u306e\u4e00\u3064\u306f\u30012012\u5e74\u306bImageNet Large Scale Visual Recognition Challenge\uff08ILSVRC\uff09\u3067\u512a\u52dd\u3057\u305fAlexNet\u30e2\u30c7\u30eb\u3067\u3059\u3002AlexNet\u306f\u305d\u308c\u307e\u3067\u306e\u30e2\u30c7\u30eb\u3092\u5927\u304d\u304f\u4e0a\u56de\u308a\u3001\u30c8\u30c3\u30d75\u306e\u30a8\u30e9\u30fc\u7387\u304c15.3%\u3067\u30012\u4f4d\u306e26.2%\u3092\u5927\u5e45\u306b\u4e0b\u56de\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306e\u6210\u529f\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u8907\u96d1\u306a\u8996\u899a\u30bf\u30b9\u30af\u306e\u51e6\u7406\u306b\u304a\u3044\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u53ef\u80fd\u6027\u3092\u793a\u3057\u307e\u3057\u305f\u3002AlexNet\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u30015\u3064\u306e\u7573\u307f\u8fbc\u307f\u5c64\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u968e\u5c64\u7684\u306a\u7279\u5fb4\u3092\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u306b\u512a\u308c\u3066\u3044\u305f\u305f\u3081\u3001\u5f93\u6765\u3088\u308a\u3082\u6b63\u78ba\u306b\u7570\u306a\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8b58\u5225\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u3000AlexNet\u306b\u7d9a\u304d\u3001VGGNet\u3082\u307e\u305f\u5f71\u97ff\u529b\u306e\u3042\u308b\u30e2\u30c7\u30eb\u3068\u3057\u3066\u767b\u5834\u3057\u307e\u3057\u305f\u3002VGGNet\u306f\u30aa\u30c3\u30af\u30b9\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306eVisual Geometry Group\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u300116\u5c64\u304b\u308919\u5c64\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6df1\u3055\u3092\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002\u3053\u306e\u6df1\u3055\u306b\u3088\u308a\u3001VGGNet\u306f\u540c\u3058\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30677.3\uff05\u306e\u30a8\u30e9\u30fc\u7387\u3092\u9054\u6210\u3057\u3001\u7cbe\u5ea6\u306b\u304a\u3044\u3066\u65b0\u305f\u306a\u57fa\u6e96\u3092\u6253\u3061\u7acb\u3066\u307e\u3057\u305f\u3002VGGNet\u306e\u8ca2\u732e\u306f\u3001\u305d\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u52b9\u679c\u7684\u306a\u8a2d\u8a08\u306b\u3042\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6df1\u3055\u3092\u5897\u3084\u3057\u3064\u3064\u3001\u5c0f\u3055\u306a\u7573\u307f\u8fbc\u307f\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u3067\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u3000ResNet\uff08Residual Networks\u306e\u7565\u79f0\uff09\u306f\u3001\u6df1\u5c64\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u304a\u3051\u308b\u4e00\u822c\u7684\u306a\u8ab2\u984c\u3067\u3042\u308b\u52fe\u914d\u6d88\u5931\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3067\u3001\u66f4\u306a\u308b\u9032\u5316\u3092\u9042\u3052\u307e\u3057\u305f\u3002ResNet\u306fMicrosoft Research\u306e\u7814\u7a76\u8005\u306b\u3088\u3063\u3066\u63d0\u6848\u3055\u308c\u305f\u3082\u306e\u3067\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u3067\u52fe\u914d\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u6d41\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306e\u30b9\u30ad\u30c3\u30d7\u63a5\u7d9a\uff08\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\uff09\u3068\u3044\u3046\u9769\u65b0\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u7279\u5fb4\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u6570\u767e\u5c64\u304b\u3089\u6570\u5343\u5c64\u306b\u308f\u305f\u308b\u6df1\u5c64\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b66\u7fd2\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001ImageNet\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306e\u30c8\u30c3\u30d75\u30a8\u30e9\u30fc\u7387\u30923.6%\u306b\u307e\u3067\u6291\u3048\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u307e\u3057\u305f\u3002ResNet\u306f\u3001\u975e\u5e38\u306b\u6df1\u3044\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3082\u6027\u80fd\u3092\u72a0\u7272\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u5b66\u7fd2\u3067\u304d\u308b\u3053\u3068\u3092\u8a3c\u660e\u3057\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u8ee2\u63db\u70b9\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u3000\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u5206\u91ce\u3067\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3092\u98db\u8e8d\u7684\u306b\u9032\u5c55\u3055\u305b\u307e\u3057\u305f\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u753b\u50cf\u5206\u985e<\/span><\/b><span data-contrast=\"auto\">\uff1a\u753b\u50cf\u3092\u7279\u5b9a\u306e\u30af\u30e9\u30b9\u306b\u5206\u985e\u3059\u308b\u80fd\u529b\u306f\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u5916\u898b\u304c\u4f3c\u3066\u3044\u308b\u52d5\u7269\u306e\u7a2e\u3084\u8eca\u4e21\u306e\u7a2e\u985e\u3092\u9ad8\u7cbe\u5ea6\u3067\u533a\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u7269\u4f53\u691c\u51fa<\/span><\/b><span data-contrast=\"auto\">\uff1a\u753b\u50cf\u5185\u306e\u8907\u6570\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8b58\u5225\u304a\u3088\u3073\u30ed\u30fc\u30ab\u30e9\u30a4\u30ba\u3059\u308b\u6280\u8853\u306f\u3001\u8457\u3057\u3044\u9032\u5316\u3092\u9042\u3052\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u3001\u81ea\u52d5\u904b\u8ee2\u306e\u3088\u3046\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u7279\u306b\u91cd\u8981\u3067\u3042\u308a\u3001\u6b69\u884c\u8005\u3001\u4ea4\u901a\u6a19\u8b58\u3001\u4ed6\u306e\u8eca\u4e21\u306a\u3069\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u691c\u51fa\u3059\u308b\u3053\u3068\u304c\u3001\u5b89\u5168\u6027\u306e\u78ba\u4fdd\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u753b\u50cf\u5206\u5272<\/span><\/b><span data-contrast=\"auto\">\uff1a\u753b\u50cf\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306f\u753b\u50cf\u306e\u7279\u5b9a\u306e\u90e8\u5206\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u7279\u306b\u533b\u7642\u5206\u91ce\u3067\u6709\u52b9\u3067\u3042\u308a\u3001\u533b\u7642\u30b9\u30ad\u30e3\u30f3\u3067\u7570\u306a\u308b\u7d44\u7e54\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u6b63\u78ba\u306a\u8a3a\u65ad\u306b\u5fc5\u8981\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">\u3000\u307e\u3068\u3081\u308b\u3068\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u8996\u899a\u30c7\u30fc\u30bf\u3092\u9ad8\u7cbe\u5ea6\u3067\u51e6\u7406\u30fb\u7406\u89e3\u3067\u304d\u308b\u5f37\u529b\u306a\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306b\u9769\u65b0\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002AlexNet\u3001VGGNet\u3001ResNet\u306e\u958b\u767a\u306b\u3088\u308a\u3001\u753b\u50cf\u95a2\u9023\u30bf\u30b9\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u305f\u3060\u3051\u3067\u306a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u306e\u65b0\u305f\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u53ef\u80fd\u6027\u304c\u5e83\u304c\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u4eca\u3082\u306a\u304a\u65b0\u3057\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u7d9a\u3051\u3066\u304a\u308a\u3001\u5206\u91ce\u5168\u4f53\u306e\u3055\u3089\u306a\u308b\u767a\u5c55\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<figure id=\"attachment_110653\" aria-describedby=\"caption-attachment-110653\" style=\"width: 959px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-110653\" src=\"https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=959%2C540&#038;ssl=1\" alt=\"Neural Network Architecture\" width=\"959\" height=\"540\" srcset=\"https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=1024%2C577&amp;ssl=1 1024w, https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=768%2C433&amp;ssl=1 768w, https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=1536%2C865&amp;ssl=1 1536w, https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=18%2C10&amp;ssl=1 18w, https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=750%2C423&amp;ssl=1 750w, https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=1140%2C642&amp;ssl=1 1140w, https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?resize=600%2C338&amp;ssl=1 600w, https:\/\/i0.wp.com\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Blogs-photos-3.jpg?w=1640&amp;ssl=1 1640w\" sizes=\"(max-width: 959px) 100vw, 959px\" data-no-auto-translation=\"\" \/><figcaption id=\"caption-attachment-110653\" class=\"wp-caption-text\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/figcaption><\/figure>\n<h2><span style=\"color: #4970ae;\"><b>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30d3\u30b8\u30e7\u30f3\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5fdc\u7528<\/b>\u00a0<\/span><\/h2>\n<p><span 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data-contrast=\"auto\">\u3000\u7269\u4f53\u8a8d\u8b58<\/span><\/b><span data-contrast=\"auto\">\uff1a\u3053\u3061\u3089\u306f\u3001\u591a\u304f\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u76e4\u3068\u306a\u308b\u6280\u8853\u3067\u3042\u308a\u3001\u6a5f\u68b0\u304c\u753b\u50cf\u5185\u306e\u7269\u4f53\u3092\u8b58\u5225\u30fb\u5206\u985e\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306b\u3088\u308a\u3001\u6570\u5343\u7a2e\u985e\u3082\u306e\u7570\u306a\u308b\u7269\u4f53\u3092\u9ad8\u7cbe\u5ea6\u3067\u8a8d\u8b58\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5b9f\u969b\u306e\u5229\u7528\u4f8b\u3068\u3057\u3066\u306f\u3001\u5c0f\u58f2\u696d\u754c\u306b\u304a\u3051\u308b\u81ea\u52d5\u7cbe\u7b97\u30b7\u30b9\u30c6\u30e0\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d0\u30fc\u30b3\u30fc\u30c9\u306a\u3057\u3067\u30ab\u30fc\u30c8\u5185\u306e\u5546\u54c1\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span><span 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data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<h2><span style=\"color: #4970ae;\"><b>\u7d50\u8ad6<\/b>\u00a0<\/span><\/h2>\n<p data-start=\"45\" data-end=\"406\"><span style=\"color: #000000;\">Deep learning is unlocking new frontiers in computer vision, enabling machines to interpret visual data with remarkable accuracy and power. As industries increasingly adopt <strong data-start=\"218\" data-end=\"254\">deep learning in computer vision<\/strong>, businesses have a unique opportunity to drive innovation\u2014from autonomous systems to advanced healthcare diagnostics and immersive digital experiences.<\/span><\/p>\n<p data-start=\"408\" data-end=\"704\"><span style=\"color: #000000;\"><strong data-start=\"408\" data-end=\"487\">Ready to leverage deep learning for cutting-edge computer vision solutions?<\/strong><\/span><br data-start=\"487\" data-end=\"490\" \/><span style=\"color: #000000;\">Contact Eastgate Software today to explore how our AI and custom software development services can help you build scalable, high-performance visual intelligence systems:<\/span> <em><span style=\"color: #4970ae;\"><strong><a class=\"decorated-link\" style=\"color: #4970ae;\" href=\"https:\/\/eastgate-software.com\/contact-us\/\" target=\"_new\" rel=\"noopener\" data-start=\"663\" data-end=\"704\">https:\/\/eastgate-software.com\/contact-us\/<\/a><\/strong><\/span><\/em><\/p>","protected":false},"excerpt":{"rendered":"<p>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u306f\u3001\u4eba\u9593\u306e\u8996\u899a\u30b7\u30b9\u30c6\u30e0\u3068\u540c\u69d8\u306b\u3001\u6a5f\u68b0\u304c\u5916\u754c\u304b\u3089\u306e\u8996\u899a\u60c5\u5831\u3092\u89e3\u91c8\u30fb\u7406\u89e3\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u4eba\u5de5\u77e5\u80fd\u306e\u4e00\u5206\u91ce\u3067\u3059\u3002\u9854\u8a8d\u8b58\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u3001\u533b\u7528\u753b\u50cf\u89e3\u6790\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u3067\u3042\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u8996\u899a\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3068\u5206\u6790\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u6280\u8853\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u306e\u767a\u5c55\u306b\u4e0d\u53ef\u6b20\u306a\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002Tractica\u306e\u30ec\u30dd\u30fc\u30c8\u306b\u3088\u308b\u3068\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u306e\u4e16\u754c\u5e02\u5834\u306f2022\u5e74\u307e\u3067\u306b1\u51465,486\u5104\u30c9\u30eb\u306b\u9054\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u304a\u308a\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u304c\u6700\u3082\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7814\u7a76\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3067\u3042\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u304c[\u2026]<\/p>","protected":false},"author":238283278,"featured_media":110655,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","inline_featured_image":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1428],"tags":[],"class_list":["post-110650","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- 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real-world applications transforming industries like healthcare, automotive, and entertainment.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/wp.eastgate-software.com\/jp\/understanding-deep-learning-for-computer-vision\/\" \/>\n<meta property=\"og:site_name\" content=\"Eastgate Software\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/EastgateSoftware\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-27T07:20:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-31T06:40:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/wp.eastgate-software.com\/wp-content\/uploads\/2024\/08\/Understanding-Deep-Learning-for-Computer-Vision-A-Beginners-Guide.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1640\" \/>\n\t<meta property=\"og:image:height\" content=\"924\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Nguyen Quan\" \/>\n<meta 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