{"id":1102,"date":"2020-08-24T00:34:01","date_gmt":"2020-08-24T00:34:01","guid":{"rendered":"https:\/\/kukan-joho.plus\/?p=1102"},"modified":"2024-04-30T08:45:24","modified_gmt":"2024-04-30T08:45:24","slug":"%e7%be%a4%e8%a1%86%e3%81%ae%e5%af%86%e9%9b%86%e5%ba%a6%e3%82%84%e4%ba%ba%e6%95%b0%e3%82%92ai%e3%81%a7%e8%a7%a3%e6%9e%90%ef%bd%9c%e6%b7%b7%e9%9b%91%e5%8f%af%e8%a6%96%e5%8c%96%e3%81%ab%e5%bd%b9%e7%ab%8b","status":"publish","type":"post","link":"https:\/\/club.informatix.co.jp\/?p=1102","title":{"rendered":"\u5bc6\u96c6\u5ea6\u3084\u4eba\u6570\u3092AI\u3067\u8a08\u6e2c\uff5c\u6df7\u96d1\u3092\u53ef\u8996\u5316\u3059\u308b\u30ab\u30a6\u30f3\u30c8\u6280\u8853"},"content":{"rendered":"<p>\u3053\u3093\u306b\u3061\u306f\u3001<a href=\"https:\/\/www.informatix.co.jp\/\" target=\"_blank\" rel=\"noopener\">\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9<\/a>\u3067AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u696d\u52d9\u3092\u62c5\u5f53\u3057\u3066\u3044\u308b\u9234\u6728\u3067\u3059\u3002<\/p>\n<p>\u65b0\u578b\u30b3\u30ed\u30ca\u30a6\u30a3\u30eb\u30b9\u306e\u611f\u67d3\u62e1\u5927\u304c\u7d9a\u304f\u306a\u304b\u3001\u611f\u67d3\u9632\u6b62\u5bfe\u7b56\u3068\u3057\u30663\u5bc6\uff08\u5bc6\u9589\u30fb\u5bc6\u96c6\u30fb\u5bc6\u63a5\uff09\u56de\u907f\u304c\u91cd\u8981\u3060\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u4eca\u56de\u306fAI\u3092\u4f7f\u3063\u3066\u5bc6\u96c6\u5ea6\u3092\u691c\u77e5\u3001\u8a08\u6e2c\u3059\u308b\u6280\u8853\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69f629c4195b2\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69f629c4195b2\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/club.informatix.co.jp\/?p=1102\/#Crowd_Counting%EF%BC%88%E3%82%AF%E3%83%A9%E3%82%A6%E3%83%89_%E3%82%AB%E3%82%A6%E3%83%B3%E3%83%88%EF%BC%89%E3%81%A8%E3%81%AF\" >Crowd Counting\uff08\u30af\u30e9\u30a6\u30c9 \u30ab\u30a6\u30f3\u30c8\uff09\u3068\u306f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/club.informatix.co.jp\/?p=1102\/#%E5%AF%86%E9%9B%86%E5%BA%A6%E4%BA%88%E6%B8%AC%E3%81%AE%E9%9B%A3%E3%81%97%E3%81%95\" >\u5bc6\u96c6\u5ea6\u4e88\u6e2c\u306e\u96e3\u3057\u3055<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/club.informatix.co.jp\/?p=1102\/#Spatial_Divide-and-Conquer_Network%EF%BC%88S-DCNet%EF%BC%89\" >Spatial Divide-and-Conquer Network\uff08S-DCNet\uff09<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/club.informatix.co.jp\/?p=1102\/#S-DCNet%E3%81%AE%E6%A7%8B%E6%88%90\" >S-DCNet\u306e\u69cb\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/club.informatix.co.jp\/?p=1102\/#S-DCNet%E3%81%AE%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C\" >S-DCNet\u306e\u5b9f\u884c\u7d50\u679c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/club.informatix.co.jp\/?p=1102\/#%E3%81%8A%E3%82%8F%E3%82%8A%E3%81%AB\" >\u304a\u308f\u308a\u306b<\/a><\/li><\/ul><\/nav><\/div>\n\n<h2><span class=\"ez-toc-section\" id=\"Crowd_Counting%EF%BC%88%E3%82%AF%E3%83%A9%E3%82%A6%E3%83%89_%E3%82%AB%E3%82%A6%E3%83%B3%E3%83%88%EF%BC%89%E3%81%A8%E3%81%AF\"><\/span>Crowd Counting\uff08\u30af\u30e9\u30a6\u30c9 \u30ab\u30a6\u30f3\u30c8\uff09\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Crowd Counting\uff08\u30af\u30e9\u30a6\u30c9 \u30ab\u30a6\u30f3\u30c8\uff09\u3068\u306f\u3001\u5199\u771f\u306b\u5199\u3063\u305f\u7fa4\u8846\uff08Crowd\uff09\u306e\u4eba\u6570\u3084\u5bc6\u96c6\u5ea6\u5408\u3044\u3092\u6e2c\u308b\u6280\u8853\u306e\u3053\u3068\u3092\u3044\u3044\u307e\u3059\u3002<\/p>\n<p>\u30ab\u30a6\u30f3\u30c8\u6280\u8853\u306f\u3001\u7fa4\u8846\u306b\u9650\u3089\u305a\u3001\u8eca\u3084\u52d5\u690d\u7269\u306e\u6570\u3092\u8a08\u6e2c\u3059\u308b\u306a\u3069\u69d8\u3005\u306a\u3053\u3068\u306b\u5fdc\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u300cVisual Counting\uff08\u753b\u50cf\u304b\u3089\u6570\u3092\u5272\u308a\u51fa\u3059\u3053\u3068\uff09\u300d\u3084\u300cDensity Estimation\uff08\u5bc6\u96c6\u5ea6\u3092\u63a8\u5b9a\u3059\u308b\u3053\u3068\uff09\u300d\u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AF%86%E9%9B%86%E5%BA%A6%E4%BA%88%E6%B8%AC%E3%81%AE%E9%9B%A3%E3%81%97%E3%81%95\"><\/span>\u5bc6\u96c6\u5ea6\u4e88\u6e2c\u306e\u96e3\u3057\u3055<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4eba\u9593\u306e\u76ee\u3067\u6570\u3048\u308b\u969b\u306b\u3082\u4eba\u6570\u304c\u591a\u304f\u306a\u308b\u307b\u3069\u96e3\u6613\u5ea6\u304c\u4e0a\u304c\u308a\u307e\u3059\u304c\u3001\u30ab\u30a6\u30f3\u30c8\u6280\u8853\u3067\u3082\u4eba\u6570\u304c\u591a\u304f\u306a\u308b\u307b\u3069\u4e88\u6e2c\u304c\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u539f\u56e0\u3067\u3059\u3002<\/p>\n<p>\u539f\u7406\u7684\u306b\u306f\u3001\u3044\u304f\u3089\u3067\u3082\u5bc6\u96c6\u5ea6\u5408\u3044\u306e\u9ad8\u3044\u74b0\u5883\u3092\u60f3\u5b9a\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u5199\u771f\u306b\u306f\u9650\u308a\u304c\u3042\u308b\u306e\u3067\u3001\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u5199\u771f\u3092\u7528\u610f\u3067\u304d\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u5bc6\u96c6\u5ea6\u306e\u9ad8\u3044\u753b\u50cf\u307b\u3069\u4e88\u6e2c\u7cbe\u5ea6\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u672c\u7a3f\u3067\u7d39\u4ecb\u3059\u308bSpatial Divide-and-Conquer Network(S-DCNet)\u3067\u306f\u3001\u753b\u50cf\u3092\u5206\u5272\u3057\u30661\u679a\u306b\u5199\u308b\u4eba\u6570\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u304a\u304a\u3088\u305d20\u4eba\u4ee5\u4e0b\u306b\u306a\u308b\u3088\u3046\u306b\u5206\u5272\u3059\u308b\u306e\u304c\u826f\u3044\u3068\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Spatial_Divide-and-Conquer_Network%EF%BC%88S-DCNet%EF%BC%89\"><\/span>Spatial Divide-and-Conquer Network\uff08S-DCNet\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>S-DCNet\u306f\u3001\u7fa4\u8846\u306e\u753b\u50cf\u3092\u5165\u529b\u3057\u3001\u753b\u50cf\u306b\u5199\u3063\u305f\u4eba\u6570\u3092\u63a8\u5b9a\u3059\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n<p>\u753b\u50cf\u3092\u3044\u304f\u3064\u304b\u306e\u30b9\u30b1\u30fc\u30eb\u3067\u5206\u5272\u3057\u3066\u4eba\u6570\u3092\u63a8\u5b9a\u3057\u305f\u5f8c\u3001\u5404\u30b9\u30b1\u30fc\u30eb\u306e\u7d50\u679c\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6700\u7d42\u7684\u306a\u4eba\u6570\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p>\u5b66\u7fd2\u3059\u308b\u969b\u306b\u306f\u3001\u4eba\u6570\u3092\u6559\u5e2b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4e0e\u3048\u3066\u5b66\u7fd2\u3057\u307e\u3059\u3002\u6559\u5e2b\u30c7\u30fc\u30bf\u3082\u30b9\u30b1\u30fc\u30eb\u3054\u3068\u306b\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"S-DCNet%E3%81%AE%E6%A7%8B%E6%88%90\"><\/span>S-DCNet\u306e\u69cb\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>S-DCNet\u306e\u69cb\u6210\u3092\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>S-DCNet\u306e\u69cb\u6210\u306f\u4ee5\u4e0b\u306e\u56f3\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u56f3\u3067\u306f\u3001\u5165\u529b\u753b\u50cf\u309264\u00d764\u30d4\u30af\u30bb\u30eb\u3068\u3057\u3066\u30013\u3064\u306e\u30b9\u30b1\u30fc\u30eb\u3092\u4f7f\u3063\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u6210\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002S-DCNet\u306fVGG16\u5b66\u7fd2\u6e08\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u8ee2\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\u56f3\u4e2d\u306eConv\u306f\u3001VGG16\u306e\u5148\u982d\u304b\u30892\u3064\u306eCovolutional\u5c64\u30d6\u30ed\u30c3\u30af\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002Conv3\u3068Conv4\u3001Conv5\u306f\u3001\u305d\u308c\u4ee5\u964d\u306eConvolutinal\u5c64\u30d6\u30ed\u30c3\u30af\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n<p>S-DCNet\u306f\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u7570\u306a\u308b\u7279\u5fb4\u91cf(F0, F1, F2)\u3092\u4f5c\u6210\u3057\u4eba\u6570\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u307e\u305a\u3001F0\u3092\u4f7f\u3063\u3066\u753b\u50cf\u5168\u4f53\u306e\u4eba\u6570\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002classifier\u306e\u4e2d\u3067\u3055\u3089\u306b\u30c0\u30a6\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u306e\u3067\u3001C0\u306fF0\u3088\u308a\u3072\u3068\u56de\u308a\u5c0f\u3055\u306a\u884c\u5217\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<li>\u6b21\u306b\u3001F1\u3092\u4f7f\u3063\u30662\u00d72\u306b\u5206\u5272\u3057\u305f\u3068\u304d\u306e\u4eba\u6570(C1)\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<li>\u6700\u5f8c\u306b\u3001F2\u3092\u4f7f\u3063\u30664\u00d74\u306b\u5206\u5272\u3057\u305f\u3068\u304d\u306e\u4eba\u6570(C2)\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<p><span class=\"photoline\"><img decoding=\"async\" class=\"aligncenter wp-image-1207 size-medium\" src=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020-p\/07\/Figure4_left-300x256.png\" alt=\"\" width=\"300\" height=\"256\" \/><\/span><\/p>\n<p style=\"text-align: center;\">\u53c2\u8003\u6587\u732e[1]\u3088\u308a\u5f15\u7528<\/p>\n<p>classifier\u306e\u69cb\u6210\u3092\u3001\u30c6\u30fc\u30d6\u30eb1\u306b\u63b2\u8f09\u3057\u307e\u3059\u3002\u7279\u5fb4\u91cf(F0, F1, F2)\u306e\u5e73\u5747\u30d7\u30fc\u30ea\u30f3\u30b0\u3092\u53d6\u308b\u306e\u3067\u3001\u4eba\u6570\u63a8\u5b9a\u5024(C0, C1, C2)\u306f\u3072\u3068\u56de\u308a\u5c0f\u3055\u306a\u884c\u5217\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-11320\" src=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Table1.png\" alt=\"\" width=\"334\" height=\"187\" srcset=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Table1.png 334w, https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Table1-300x168.png 300w\" sizes=\"(max-width: 334px) 100vw, 334px\" \/><\/p>\n<p style=\"text-align: center;\">\u53c2\u8003\u6587\u732e[1]\u3088\u308a\u5f15\u7528<\/p>\n<p>3\u3064\u306e\u30b9\u30b1\u30fc\u30eb\u3067\u4eba\u6570(C0, C1, 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class=\"photoline\"><img decoding=\"async\" class=\"aligncenter wp-image-1338 size-medium\" src=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020-p\/08\/Figure4_right-298x300.png\" alt=\"\" width=\"298\" height=\"300\" \/><\/span><\/p>\n<p style=\"text-align: center;\">\u53c2\u8003\u6587\u732e[1]\u3088\u308a\u5f15\u7528<\/p>\n<p>\u3053\u306e\u4f8b\u3067\u306f3\u3064\u306e\u30b9\u30b1\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u304c\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u6570\u306f\u9078\u3076\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001VGG16\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u95a2\u4fc2\u4e0a\u30015\u3064\u306e\u30b9\u30b1\u30fc\u30eb\u304c\u4e0a\u9650\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"S-DCNet%E3%81%AE%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C\"><\/span>S-DCNet\u306e\u5b9f\u884c\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>S-DCNet\u306e\u5b9f\u884c\u7d50\u679c\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e0b\u56f3\u5de6\u7aef\u306eImage\u304c\u5165\u529b\u753b\u50cf\u3067\u3059\u3002\u4eba\u6570\u306e\u7279\u306b\u591a\u3044\u90e8\u5206\u306b\u8272\u304c\u3064\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u90e8\u5206\u306f\u4eba\u6570\u304c\u591a\u304f\u3066\u30aa\u30ea\u30b8\u30ca\u30eb\u30b9\u30b1\u30fc\u30eb\u3067\u4eba\u6570\u3092\u8a08\u6e2c\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u90e8\u5206\u3067\u3059\u3002<\/p>\n<p>\u771f\u3093\u4e2d\u306eW1\u306f\u30011\u6bb5\u968e\u7d30\u304b\u3044\u30b9\u30b1\u30fc\u30eb\u306e\u91cd\u307f\u3092\u53ef\u8996\u5316\u3057\u305f\u3082\u306e\u3067\u3059\u3002S-DCNet\u306f\u3001\u8272\u306e\u3064\u3044\u305f\u90e8\u5206\u3092\u7d30\u304b\u3044\u30b9\u30b1\u30fc\u30eb\u3067\u6e2c\u3063\u305f\u65b9\u304c\u826f\u3044\u3068\u5224\u65ad\u3057\u305f\u3088\u3046\u3067\u3059\u3002\u4eba\u6570\u306e\u591a\u3044\u90e8\u5206\u3068\u304a\u304a\u3088\u305d\u91cd\u306a\u3063\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n<p>\u53f3\u7aef\u306eW2\u306f\u3001\u3082\u30461\u6bb5\u968e\u7d30\u304b\u3044\u30b9\u30b1\u30fc\u30eb\u306e\u91cd\u307f\u3067\u3059\u3002\u3055\u3089\u306b\u5bc6\u96c6\u5ea6\u306e\u9ad8\u3044\u90e8\u5206\u306b\u8272\u304c\u3064\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span class=\"photoline\">S-DCNet\u306f\u3001\u3053\u306e\u3088\u3046\u306b\u6570\u3048\u3084\u3059\u3044\u30b9\u30b1\u30fc\u30eb\u3092\u9078\u3073\u306a\u304c\u3089\u6700\u7d42\u7684\u306a\u4eba\u6570\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-11321\" src=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Figure8-1-768x355-1.png\" alt=\"\" width=\"768\" height=\"355\" srcset=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Figure8-1-768x355-1.png 768w, https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Figure8-1-768x355-1-300x139.png 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/p>\n<p style=\"text-align: center;\">\u53c2\u8003\u6587\u732e[1]\u3088\u308a\u5f15\u7528<\/p>\n<p>\u5404\u7a2e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u5f93\u6765\u306e\u624b\u6cd5\u3068\u63a8\u5b9a\u7cbe\u5ea6\u3092\u6bd4\u8f03\u3057\u305f\u7d50\u679c\u3092\u63b2\u8f09\u3057\u307e\u3059\u3002\u30c6\u30fc\u30d6\u30eb6\u306b\u306f\u3001ShanghaiTech\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u305f\u969b\u306e\u6bd4\u8f03\u7d50\u679c\u304c\u63b2\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Part A\u306f\u5bc6\u96c6\u5ea6\u306e\u9ad8\u3044\u5199\u771f\u3092\u96c6\u3081\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001Part B\u306f\u5bc6\u96c6\u5ea6\u306e\u4f4e\u3044\u758e\u306a\u5199\u771f\u3092\u96c6\u3081\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<p>\u5bc6\u3068\u758e\u306e\u3069\u3061\u3089\u306e\u74b0\u5883\u3067\u3082\u9ad8\u3044\u7cbe\u5ea6\u3067\u4eba\u6570\u3092\u63a8\u5b9a\u3067\u304d\u308b\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3082\u9ad8\u3044\u7cbe\u5ea6\u3067\u63a8\u5b9a\u3067\u304d\u308b\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-11322\" src=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Table_result.png\" alt=\"\" width=\"690\" height=\"330\" srcset=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Table_result.png 690w, https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/08\/Table_result-300x143.png 300w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><\/p>\n<p style=\"text-align: center;\">\u53c2\u8003\u6587\u732e[1]\u3088\u308a\u5f15\u7528<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%8A%E3%82%8F%E3%82%8A%E3%81%AB\"><\/span>\u304a\u308f\u308a\u306b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4eca\u56de\u306f\u5bc6\u96c6\u5ea6\u3092\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u6280\u8853\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>S-DCNet\u306f\u4eba\u4ee5\u5916\u306b\u3082\u8fb2\u4f5c\u7269\u306e\u5bc6\u5ea6\u63a8\u5b9a\u306b\u3082\u5fdc\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4eba\u6570\u306e\u591a\u3044\u5834\u5408\u306b\u3082\u4f7f\u3048\u308b\u306e\u3067\u3001\u69d8\u3005\u306a\u30b7\u30fc\u30f3\u3078\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"st-header-flexwrap\" style=\"height: auto; width: 100%; box-sizing: border-box; background-color: #efefef; border-radius: 5px; border: solid #ccc 1px; padding: 20px; margin-bottom: 0px;\">\n<div class=\"st-header-flexbox\">\n<p class=\"st-header-flextitle\" style=\"font-size: 110%; color: #000;\">\u7269\u4f53\u691c\u51fa\u306a\u3069AI\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u306b\u95a2\u3059\u308b\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u3092\u627f\u3063\u3066\u3044\u307e\u3059<\/p>\n<p><span class=\"st-mybtn st-mybtn-mini\"><a style=\"background: #01579b; border-radius: 5px; font-weight: normal; color: #fff; box-shadow: 0 3px 0 #01579b;\" href=\"https:\/\/www.informatix.co.jp\/contact-us\/\" target=\"_blank\" rel=\"noopener\">\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044<i class=\"fa fa-after fa-angle-right st-css-no\" aria-hidden=\"true\"><\/i><\/a><\/span><\/p>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 70%;\">\u3010\u53c2\u8003\u6587\u732e\u3011<br \/>\n<\/span><span style=\"font-size: 70%;\">[1] Xiong, H., Lu, H., Liu, C., Liu, L., Cao, Z. and Shen, C. (2019). From Open Set to Closed Set: Counting Objects by Spatial Divide-and-Conquer. ,arXiv:1908.06473.<\/span><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u3067AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u696d\u52d9\u3092\u62c5\u5f53\u3057\u3066\u3044\u308b\u9234\u6728\u3067\u3059\u3002 \u65b0\u578b\u30b3\u30ed\u30ca\u30a6\u30a3\u30eb\u30b9\u306e\u611f\u67d3\u62e1\u5927\u304c\u7d9a\u304f\u306a\u304b\u3001\u611f\u67d3\u9632\u6b62\u5bfe\u7b56\u3068\u3057\u30663\u5bc6\uff08\u5bc6\u9589\u30fb\u5bc6\u96c6\u30fb\u5bc6\u63a5\uff09\u56de\u907f\u304c\u91cd\u8981\u3060\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002 \u305d\u3053\u3067\u4eca\u56de &#8230; <\/p>\n","protected":false},"author":12,"featured_media":11234,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[589,4],"tags":[699,594],"class_list":["post-1102","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-4","tag-699","tag-594"],"jetpack_featured_media_url":"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/Figure4_left.png","_links":{"self":[{"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1102","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1102"}],"version-history":[{"count":24,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1102\/revisions"}],"predecessor-version":[{"id":18889,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1102\/revisions\/18889"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/media\/11234"}],"wp:attachment":[{"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1102"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1102"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1102"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}