{"id":10617,"date":"2024-07-13T20:50:45","date_gmt":"2024-07-13T18:50:45","guid":{"rendered":"https:\/\/geopard.tech\/?p=10617"},"modified":"2024-07-13T20:50:51","modified_gmt":"2024-07-13T18:50:51","slug":"5g%e3%81%8c%e6%8c%81%e7%b6%9a%e5%8f%af%e8%83%bd%e3%81%aa%e8%be%b2%e6%a5%ad%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%aa%e3%82%a2%e3%83%ab%e3%82%bf%e3%82%a4%e3%83%a0%e5%ad%a6%e7%bf%92%e3%82%92%e5%8f%af","status":"publish","type":"post","link":"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/","title":{"rendered":"\u6301\u7d9a\u53ef\u80fd\u306a\u8fb2\u696d\u306b\u304a\u3051\u308b5G\u3092\u6d3b\u7528\u3057\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5b66\u7fd2\uff1a\u30c6\u30f3\u30b5\u30a4\u306b\u95a2\u3059\u308b\u7814\u7a76"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u3053\u306e\u5ea6\u3001\u30ce\u30eb\u30c8\u30e9\u30a4\u30f3\uff1d\u30f4\u30a7\u30b9\u30c8\u30d5\u30a1\u30fc\u30ec\u30f3\u5dde\u7d4c\u6e08\u30fb\u7523\u696d\u30fb\u6c17\u5019\u5909\u52d5\u30fb\u30a8\u30cd\u30eb\u30ae\u30fc\u7701\u304b\u3089\u306e\u90e8\u5206\u7684\u306a\u8cc7\u91d1\u63f4\u52a9\u3092\u53d7\u3051\u3066\u5b9f\u65bd\u3055\u308c\u305f\u300c\u6301\u7d9a\u53ef\u80fd\u306a\u8fb2\u696d\u306b\u304a\u3051\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5b66\u7fd2\u3092\u53ef\u80fd\u306b\u3059\u308b5G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u7121\u4e8b\u5b8c\u4e86\u3057\u305f\u3053\u3068\u3092\u3054\u5831\u544a\u3044\u305f\u3057\u307e\u3059\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/08\/image-2.png?w=1620&amp;ssl=1\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u53d6\u308a\u7d44\u307f\u306f\u3001\u8fb2\u696d\u306b\u304a\u3051\u308b5G\u6280\u8853\u306e\u5909\u9769\u306e\u53ef\u80fd\u6027\u3092\u63a2\u308b\u4e0a\u3067\u91cd\u8981\u306a\u4e00\u6b69\u3067\u3042\u308a\u3001\u7279\u306b\u30c6\u30f3\u30b5\u30a4\u683d\u57f9\u306e\u751f\u614b\u5b66\u7684\u3001\u7d4c\u6e08\u7684\u3001\u305d\u3057\u3066\u6301\u7d9a\u53ef\u80fd\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u30015G\u306e\u4f4e\u9045\u5ef6\u6027\u3092\u6d3b\u7528\u3057\u3066\u9ad8\u5ea6\u306a\u60c5\u5831\u6280\u8853\u30b7\u30b9\u30c6\u30e0\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7d71\u5408\u3057\u3001\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3084\u4f4d\u7f6e\u60c5\u5831\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u6642\u9593\u67a0\u5185\u3067\u5373\u5ea7\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"624\" height=\"386\" data-attachment-id=\"10624\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/picture-from-the-final-event-of-the-project-presentation-at-hochschule-hamm-lippstadt-hshl\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?fit=624%2C386&amp;ssl=1\" data-orig-size=\"624,386\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Picture from the final event of the project presentation at Hochschule Hamm-Lippstadt (HSHL)\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?fit=624%2C386&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?resize=624%2C386&#038;ssl=1\" alt=\"\u30cf\u30e0\uff1d\u30ea\u30c3\u30da\u30b7\u30e5\u30bf\u30c3\u30c8\u5fdc\u7528\u79d1\u5b66\u5927\u5b66\uff08HSHL\uff09\u3067\u958b\u50ac\u3055\u308c\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u767a\u8868\u4f1a\u306e\u6700\u7d42\u30a4\u30d9\u30f3\u30c8\u306e\u5199\u771f\" class=\"wp-image-10624\" style=\"width:836px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?w=624&amp;ssl=1 624w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?resize=300%2C186&amp;ssl=1 300w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/><figcaption class=\"wp-element-caption\">\u30cf\u30e0\uff1d\u30ea\u30c3\u30da\u30b7\u30e5\u30bf\u30c3\u30c8\u5fdc\u7528\u79d1\u5b66\u5927\u5b66\uff08HSHL\uff09\u3067\u958b\u50ac\u3055\u308c\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u767a\u8868\u4f1a\u306e\u6700\u7d42\u30a4\u30d9\u30f3\u30c8\u306e\u5199\u771f<\/figcaption><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-project-focus-and-partnership\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7126\u70b9\u3068\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">HSHL\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u306e\u5354\u529b\u3001\u304a\u3088\u3073Pfeifer &amp; Langen\u306e\u652f\u63f4\u306e\u3082\u3068\u3001\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u30d1\u30fc\u30c8\u30ca\u30fc\u6240\u6709\u306e\u5703\u5834\u306b\u304a\u3051\u308b\u30c6\u30f3\u30b5\u30a4\u683d\u57f9\u306e\u5168\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u7814\u7a76\u3059\u308b\u3053\u3068\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3057\u305f\u3002\u305d\u306e\u76ee\u7684\u306f\u30015G\u304c\u30ce\u30eb\u30c8\u30e9\u30a4\u30f3\uff1d\u30f4\u30a7\u30b9\u30c8\u30d5\u30a1\u30fc\u30ec\u30f3\u5dde\u306e\u8fb2\u696d\u5206\u91ce\u306b\u304a\u3044\u3066\u3044\u304b\u306b\u91cd\u8981\u306a\u6280\u8853\u89e6\u5a92\u3068\u306a\u308a\u5f97\u308b\u304b\u3092\u5b9f\u8a3c\u3057\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u52b9\u7387\u5316\u3092\u4fc3\u9032\u3059\u308b\u53ef\u80fd\u6027\u3092\u793a\u3059\u3053\u3068\u3067\u3057\u305f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-role-of-geopard-agriculture\">GeoPard\u8fb2\u696d\u306e\u5f79\u5272<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GeoPard Agriculture\u306f\u3001\u690d\u7269\u306e\u691c\u51fa\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u751f\u7523\u4e88\u6e2c\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u542b\u3080\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4e3b\u8981\u306a\u5074\u9762\u3092\u5b9a\u7fa9\u3057\u3001\u5b9f\u88c5\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3057\u305f\u3002\u5f53\u793e\u306f\u30015G\u8fb2\u696d\u74b0\u5883\u306b\u7279\u5316\u3057\u305f\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7AI\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u3001\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5185\u3067\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u9023\u643a\u3067\u304d\u308b\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-technological-integration\">\u6280\u8853\u7d71\u5408<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ad8\u5ea6\u306a\u8a08\u7b97\u80fd\u529b\u3092\u5099\u3048\u305f\u5805\u7262\u306a\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u4ecb\u3057\u3066\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u624b\u6cd5\u304c\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u3002AI\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u4ea4\u914d\u306e\u305f\u3073\u306b\u690d\u7269\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5206\u985e\u3057\u3001\u751f\u80b2\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u901a\u3057\u3066\u6210\u9577\u3092\u76e3\u8996\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u305f\u3081\u3060\u3051\u306e\u4e0d\u5fc5\u8981\u306a\u73fe\u5730\u8a2a\u554f\u3092\u6392\u9664\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u6280\u8853\u9769\u65b0\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u4ea4\u914d\u6642\u306b\u65bd\u80a5\u91cf\u3092\u52d5\u7684\u306b\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u80a5\u6599\u3084\u8fb2\u85ac\u3092\u6b63\u78ba\u306b\u6563\u5e03\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deployment-of-unmanned-vehicles\">\u7121\u4eba\u8eca\u4e21\u306e\u914d\u5099<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f5G\u306e\u4f4e\u9045\u5ef6\u6027\u3092\u6d3b\u7528\u3057\u3001\u690d\u7269\u306e\u76e3\u8996\u3068\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u305f\u3081\u306b\u7121\u4eba\u8eca\u4e21\u3092\u914d\u5099\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u8eca\u4e21\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u60c5\u5831\u3092\u53ce\u96c6\u3057\u3001\u8fb2\u696d\u6163\u884c\u3092\u3055\u3089\u306b\u6700\u9069\u5316\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-project-outcomes-enhancing-sugar-beet-production-with-5g-technology\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u679c\uff1a5G\u6280\u8853\u306b\u3088\u308b\u30c6\u30f3\u30b5\u30a4\u751f\u7523\u306e\u5411\u4e0a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u30c6\u30f3\u30b5\u30a4\u683d\u57f9\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u30015G\u6280\u8853\u304c\u30ce\u30eb\u30c8\u30e9\u30a4\u30f3\uff1d\u30f4\u30a7\u30b9\u30c8\u30d5\u30a1\u30fc\u30ec\u30f3\u5dde\u306e\u8fb2\u696d\u5206\u91ce\u306b\u304a\u3044\u3066\u5909\u9769\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u3092\u793a\u3057\u30015G\u6280\u8853\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u308b\u5927\u5e45\u306a\u6539\u5584\u70b9\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u679c\u3092\u52b9\u7387\u7684\u306b\u5b9f\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u305f\u3061\u306f\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u542b\u3080\u4f5c\u696d\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"810\" height=\"610\" data-attachment-id=\"10625\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/sugar-beet-test-field\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?fit=2048%2C1542&amp;ssl=1\" data-orig-size=\"2048,1542\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Sugar beet test field\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?fit=1024%2C771&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=810%2C610&#038;ssl=1\" alt=\"\u30c6\u30f3\u30b5\u30a4\u8a66\u9a13\u5703\u5834 \" class=\"wp-image-10625\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=300%2C226&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=1024%2C771&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=768%2C578&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=1536%2C1157&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=400%2C300&amp;ssl=1 400w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=200%2C150&amp;ssl=1 200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=1200%2C904&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u30c6\u30f3\u30b5\u30a4\u8a66\u9a13\u5703\u5834<\/figcaption><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-scenario-definition-considering-existing-geodata-and-ml-infrastructure\">\u65e2\u5b58\u306e\u5730\u7406\u30c7\u30fc\u30bf\u3068\u6a5f\u68b0\u5b66\u7fd2\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u8003\u616e\u3057\u305f\u30b7\u30ca\u30ea\u30aa\u5b9a\u7fa9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u30015G\u6280\u8853\u306e\u7d71\u5408\u306b\u3088\u3063\u3066\u3001\u30c6\u30f3\u30b5\u30a4\u751f\u7523\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306b\u304a\u3051\u308b\u5f93\u6765\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u3069\u306e\u3088\u3046\u306b\u5f37\u5316\u3067\u304d\u308b\u304b\u3092\u5b9f\u8a3c\u3057\u307e\u3057\u305f\u3002\u4e3b\u306a\u76ee\u7684\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u690d\u7269\u306e\u8a8d\u8b58\u3001\u76e3\u8996\u3001\u751f\u7523\u4e88\u6e2c\u306e\u305f\u3081\u306e\u3001\u3059\u3050\u306b\u5c0e\u5165\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa\u3092\u958b\u767a\u3057\u305f\u3002.<\/li>\n\n\n\n<li>\u3053\u308c\u3089\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u6b63\u5e38\u306b\u5c55\u958b\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6280\u8853\u8981\u4ef6\u3092\u78ba\u7acb\u3057\u305f\u3002.<\/li>\n\n\n\n<li>5G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u3082\u305f\u3089\u3059\u4ed8\u52a0\u4fa1\u5024\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3001\u95a2\u9023\u3059\u308b\u751f\u614b\u5b66\u7684\u304a\u3088\u3073\u7d4c\u6e08\u7684\u6307\u6a19\u3092\u7279\u5b9a\u3057\u3001\u8a55\u4fa1\u3057\u305f\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u6700\u5148\u7aef\u6280\u8853\u3092\u65e2\u5b58\u306e\u8fb2\u696d\u6163\u884c\u306b\u7d71\u5408\u3059\u308b\u3068\u3044\u3046\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u53d6\u308a\u7d44\u307f\u304c\u5f37\u8abf\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u30015G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u9ad8\u901f\u63a5\u7d9a\u3092\u6d3b\u7528\u3057\u3001\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3068\u30af\u30e9\u30a6\u30c9\u9593\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u51e6\u7406\u3092\u5bb9\u6613\u306b\u3057\u307e\u3057\u305f\u3002\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306f\u3001\u5927\u898f\u6a21\u306aAI\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u5c55\u958b\u306b\u4e0d\u53ef\u6b20\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3001AI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3068\u5c55\u958b\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3057\u305f\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5c64\u306f\u3001AI\u30e2\u30c7\u30eb\u304b\u3089\u5f97\u3089\u308c\u305f\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u793a\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-machine-learning-and-ai-in-the-context-of-5g\">5G\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u3068AI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d1\u30fc\u30c8\u306e\u7126\u70b9\u306f\u3001\u65e2\u5b58\u306e\u6a5f\u68b0\u5b66\u7fd2\u304a\u3088\u3073AI\u30b7\u30b9\u30c6\u30e0\u3092\u4e0a\u8a18\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u5408\u3055\u305b\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3057\u305f\u3002\u4e3b\u306a\u76ee\u6a19\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30b9\u30c6\u30e0\u306e\u76ee\u6a19\u3092\u5b9a\u7fa9\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u958b\u767a\u3059\u308b\u3002<\/li>\n\n\n\n<li>AI\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u8a3c\u306e\u305f\u3081\u306b\u3001\u6b63\u89e3\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u305f\u3002.<\/li>\n\n\n\n<li>\u690d\u7269\u306e\u8b58\u5225\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u7279\u5316\u3057\u305f\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u69cb\u7bc9\u3057\u3001\u6ce8\u91c8\u3092\u4ed8\u3051\u305f\u3002.<\/li>\n\n\n\n<li>AI\u30e2\u30c7\u30eb\u30925G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a4\u30f3\u30d5\u30e9\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3059\u308b\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u6bb5\u968e\u3067\u306f\u30015G\u6280\u8853\u3092\u5229\u7528\u3057\u305f\u643a\u5e2f\u96fb\u8a71SIM\u3092\u642d\u8f09\u3057\u305f\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3057\u305f\u3002\u30ec\u30a4\u30c6\u30f3\u30b7\u3084\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\uff08E2E\uff09\u30ec\u30a4\u30c6\u30f3\u30b7\u306a\u3069\u306e\u4e3b\u8981\u696d\u7e3e\u8a55\u4fa1\u6307\u6a19\uff08KPI\uff09\u304c\u7dbf\u5bc6\u306b\u76e3\u8996\u3055\u308c\u307e\u3057\u305f\u3002\u6e2c\u5b9a\u9805\u76ee\u306b\u306f\u3001\u53d7\u4fe1\u30c7\u30fc\u30bf\u30d1\u30b1\u30c3\u30c8\u306e\u4fe1\u983c\u6027\u3068\u53ef\u7528\u6027\u306e\u6b63\u78ba\u306a\u8a55\u4fa1\u3001\u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u30ec\u30fc\u30c8\u3068\u30d4\u30fc\u30af\u30c7\u30fc\u30bf\u30ec\u30fc\u30c8\u306e\u5206\u6790\u306a\u3069\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u4f1d\u9001\u5236\u5fa1\u30d7\u30ed\u30c8\u30b3\u30eb\uff08TCP\uff09\u3092\u4ecb\u3057\u3066\u9001\u4fe1\u3055\u308c\u308bMP4\u5f62\u5f0f\u306eUHD\u89e3\u50cf\u5ea6\u30d3\u30c7\u30aa\u306e\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3092\u524d\u63d0\u3068\u3057\u305f\u4eee\u5b9a\u304c\u7acb\u3066\u3089\u308c\u307e\u3057\u305f\u3002\u691c\u8a0e\u3055\u308c\u305f\u6f5c\u5728\u7684\u306a\u89e3\u6c7a\u7b56\u306b\u306f\u3001\u9023\u7d9a\u30d3\u30c7\u30aa\u30b9\u30c8\u30ea\u30fc\u30e0\u3067\u306f\u306a\u304f\u5358\u4e00\u753b\u50cf\u3067\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3001\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u76f4\u63a5\u57fa\u672c\u6700\u9069\u5316\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3001\u304a\u3088\u3073\u52b9\u7387\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u30e2\u30c7\u30eb\u91cf\u5b50\u5316\u6280\u8853\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cloud-infrastructure-and-aws-services\">\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068AWS\u30b5\u30fc\u30d3\u30b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001AWS\u306eLambda\u3001SageMaker\u3001S3\u3001CloudWatch\u3001RDS\u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3057\u305f\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u306e\u30b5\u30fc\u30d3\u30b9\u306fAI\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30c7\u30d7\u30ed\u30a4\u306b\u5fc5\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AWS Lambda\u306f\u3001\u52b9\u7387\u7684\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u7ba1\u7406\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u914d\u4fe1\u306b\u6d3b\u7528\u3055\u308c\u3001AWS SageMaker\u306f\u5805\u7262\u306a\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u3092\u5bb9\u6613\u306b\u3057\u307e\u3057\u305f\u3002S3\u3001CloudWatch\u3001RDS\u306a\u3069\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3084\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u904b\u7528\u306b\u4e0d\u53ef\u6b20\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30ed\u30b0\u306e\u4fdd\u5b58\u306b\u6b20\u304b\u305b\u307e\u305b\u3093\u3067\u3057\u305f\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"800\" height=\"490\" data-attachment-id=\"10627\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/aws-cloud-infrastructure\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?fit=800%2C490&amp;ssl=1\" data-orig-size=\"800,490\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"AWS cloud infrastructure\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?fit=800%2C490&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?resize=800%2C490&#038;ssl=1\" alt=\"AWS\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\" class=\"wp-image-10627\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?w=800&amp;ssl=1 800w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?resize=300%2C184&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?resize=768%2C470&amp;ssl=1 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">AWS\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u3057\u305f\u304c\u3063\u3066\u3001\u3053\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306f\u30015G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u51e6\u7406\u6a5f\u80fd\u3092\u652f\u3048\u3066\u3044\u305f\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5g-network-latency\">5G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u9045\u5ef6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">5G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u901a\u5e381\uff5e10\u30df\u30ea\u79d2\u3068\u3044\u3046\u8d85\u4f4e\u9045\u5ef6\u3092\u5b9f\u73fe\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u9045\u5ef6\u306f\u3001\u30e2\u30d0\u30a4\u30eb\u30c7\u30d0\u30a4\u30b9\u3068AWS\u30b5\u30fc\u30d0\u30fc\u9593\u3067\u30c7\u30fc\u30bf\u304c5G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4ecb\u3057\u3066\u4f1d\u9001\u3055\u308c\u308b\u306e\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u9ad8\u6027\u80fd\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u642d\u8f09\u3057\u305f\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u306e\u5199\u771f\u64ae\u5f71\u3084\u51e6\u7406\u901f\u5ea6\u306a\u3069\u3001\u30c7\u30d0\u30a4\u30b9\u56fa\u6709\u306e\u51e6\u7406\u80fd\u529b\u3082\u9045\u5ef6\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">5G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u4e0a\u306e\u30c7\u30fc\u30bf\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u901f\u5ea6\u3068\u5199\u771f\u306e\u30b5\u30a4\u30ba\u306f\u3001AWS\u3078\u306e\u30c7\u30fc\u30bf\u8ee2\u9001\u6642\u9593\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3057\u305f\u3002AWS\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d9\u30fc\u30b9\u306e\u691c\u51fa\u3084\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u30bf\u30b9\u30af\u306e\u51e6\u7406\u6642\u9593\u306b\u3088\u3063\u3066\u9045\u5ef6\u3092\u3055\u3089\u306b\u5897\u52a0\u3055\u305b\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u51e6\u7406\u6642\u9593\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8907\u96d1\u3055\u3068AWS\u30b5\u30fc\u30d3\u30b9\u306e\u52b9\u7387\u306b\u3088\u3063\u3066\u5909\u52d5\u3057\u307e\u3057\u305f\u3002\u51e6\u7406\u5f8c\u3001\u7d50\u679c\u306f\u30e2\u30d0\u30a4\u30eb\u30c7\u30d0\u30a4\u30b9\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u305d\u306e\u901f\u5ea6\u306f5G\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u901f\u5ea6\u3068\u7d50\u679c\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u306b\u3088\u3063\u3066\u5de6\u53f3\u3055\u308c\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-plant-recognition-using-ai\">AI\u3092\u7528\u3044\u305f\u690d\u7269\u8a8d\u8b58<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u690d\u7269\u8a8d\u8b58\u306e\u5206\u91ce\u3067\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u30d7\u30ed\u30bb\u30b9\u3068\u3057\u3066\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u57fa\u3065\u304f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8a13\u7df4\u3059\u308b\u305f\u3081\u306e\u690d\u7269\u753b\u50cf\u306e\u5305\u62ec\u7684\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u8449\u306e\u5f62\u3084\u82b1\u306e\u8272\u306a\u3069\u3001\u7279\u5b9a\u306e\u690d\u7269\u7a2e\u306b\u7279\u6709\u306e\u7279\u5fb4\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u3067\u3001\u30c6\u30f3\u30b5\u30a4\u3092\u4ed6\u306e\u690d\u7269\u3068\u533a\u5225\u3059\u308b\u3088\u3046\u306b\u8a13\u7df4\u3055\u308c\u307e\u3057\u305f\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"264\" data-attachment-id=\"10628\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/phenological-development-of-sugar-beet-plants\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?fit=2048%2C667&amp;ssl=1\" data-orig-size=\"2048,667\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Phenological development of sugar beet plants\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?fit=1024%2C334&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=810%2C264&#038;ssl=1\" alt=\"\u30c6\u30f3\u30b5\u30a4\u690d\u7269\u306e\u751f\u80b2\u6bb5\u968e\" class=\"wp-image-10628\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=300%2C98&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=1024%2C334&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=768%2C250&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=1536%2C500&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=1200%2C391&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u30c6\u30f3\u30b5\u30a4\u690d\u7269\u306e\u751f\u80b2\u6bb5\u968e\u3002\u51fa\u5178\uff1a <a href=\"https:\/\/www.mdpi.com\/2073-4395\/11\/7\/1277\" rel=\"nofollow\">https:\/\/www.mdpi.com\/2073-4395\/11\/7\/1277<\/a><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u3044\u3046\u690d\u7269\u8a8d\u8b58\u3068\u306f\u3001\u96d1\u8349\u306e\u691c\u51fa\u3068\u30c6\u30f3\u30b5\u30a4\u690d\u7269\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u3046\u30bf\u30b9\u30af\u3092\u6307\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u96d1\u8349\u691c\u51fa<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d1\u8349\u691c\u51fa\u306b\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u62e1\u5f35\u3068\u91cd\u307f\u4ed8\u304d\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u305b\u305fMobileNet-v3\u304c\u63a1\u7528\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u30010.984\u3068\u3044\u3046\u9ad8\u3044\u7cbe\u5ea6\u30680.998\u3068\u3044\u3046AUC\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7802\u7cd6\u5927\u6839\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u3067\u306f\u3001YOLACT\u3001ResNeSt\u3001SOLO\u3001U-net\u306a\u3069\u306e\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u3001\u753b\u50cf\u5185\u306e\u500b\u3005\u306e\u30c6\u30f3\u30b5\u30a4\u30b5\u30f3\u30d7\u30eb\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3057\u307e\u3057\u305f\u3002\u305d\u3057\u3066\u3001\u901f\u5ea6\u3084\u63a8\u8ad6\u6642\u9593\u306a\u3069\u306e\u69d8\u3005\u306a\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u3001\u6700\u3082\u52b9\u7387\u7684\u306a\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u307e\u3057\u305f\u3002\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7528\u306e\u30c7\u30fc\u30bf\u306f\u3001\u30c9\u30ed\u30fc\u30f3\u3067\u64ae\u5f71\u3057\u305fRGB\u753b\u50cf\u304b\u3089\u53d6\u5f97\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u8a3c\u306e\u305f\u3081\u306b\u30b5\u30a4\u30ba\u5909\u66f4\u3068\u6ce8\u91c8\u4ed8\u3051\u3092\u884c\u3044\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u696d\u3067\u306f\u3001\u690d\u7269\u306e\u5883\u754c\u3092\u6b63\u78ba\u306b\u533a\u5225\u3059\u308b\u30de\u30b9\u30af\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u65b9\u6cd5\u306b\u3088\u308a\u3001\u4eba\u9593\u306e\u6ce8\u91c8\u4f5c\u696d\u3092\u524a\u6e1b\u3057\u3064\u3064\u3001\u52b9\u7387\u3092\u6700\u9069\u5316\u3057\u307e\u3057\u305f\u3002\u56f0\u96e3\u306a\u30b5\u30f3\u30d7\u30eb\u306e\u30e9\u30d9\u30eb\u4ed8\u3051\u3092\u512a\u5148\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002\u53cd\u5fa9\u7684\u306a\u518d\u5b66\u7fd2\u3068\u4e0d\u78ba\u5b9f\u6027\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6226\u7565\u306f\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u3001\u69d8\u3005\u306a\u6210\u9577\u6bb5\u968e\u306b\u304a\u3044\u306698%\u3092\u8d85\u3048\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"355\" height=\"146\" data-attachment-id=\"10629\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/example-of-input-output-of-segmentation\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?fit=355%2C146&amp;ssl=1\" data-orig-size=\"355,146\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Example of input-output of segmentation\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?fit=355%2C146&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?resize=355%2C146&#038;ssl=1\" alt=\"\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u5165\u51fa\u529b\u4f8b\" class=\"wp-image-10629\" style=\"width:767px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?w=355&amp;ssl=1 355w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?resize=300%2C123&amp;ssl=1 300w\" sizes=\"(max-width: 355px) 100vw, 355px\" \/><figcaption class=\"wp-element-caption\">\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u5165\u51fa\u529b\u4f8b<\/figcaption><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30e2\u30c7\u30eb\u8a55\u4fa1<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u53b3\u5bc6\u306a\u30c7\u30fc\u30bf\u62e1\u5f35\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3057\u305f\u3002\u30e2\u30c7\u30eb\u306f\u3001Intersection over Union (IoU) \u3092\u542b\u3080\u3055\u307e\u3056\u307e\u306a\u6307\u6a19\u3092\u7528\u3044\u3066\u8a55\u4fa1\u3055\u308c\u307e\u3057\u305f\u3002\u69cb\u7bc9\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u5206\u6790\u306f\u3001\u300cplant seedlings v2\u300d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u3067\u5b9f\u884c\u3055\u308c\u300181% \u306e\u7cbe\u5ea6\u3092\u793a\u3057\u307e\u3057\u305f\u3002\u63a8\u8ad6\u6642\u9593\u306f\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u3054\u3068\u306b 1 \u56de\u306e\u307f\u5fc5\u8981\u306a 7 \u79d2\u9593\u306e\u521d\u671f\u5316\u671f\u9593\u306e\u5f8c\u3001\u7d04 320 \u30df\u30ea\u79d2\u304b\u304b\u308a\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3092\u6d3b\u7528\u3057\u305f\u690d\u7269\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3067\u306f\u3001\u30ab\u30e1\u30e9\u3068\u30bb\u30f3\u30b5\u30fc\u304c\u690d\u7269\u306e\u91cd\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068AI\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u3063\u3066\u5206\u6790\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u5206\u6790\u306f\u3001\u690d\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u8a55\u4fa1\u3057\u3001\u30b9\u30c8\u30ec\u30b9\u3001\u75c5\u6c17\u3001\u307e\u305f\u306f\u6210\u9577\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u305d\u306e\u4ed6\u306e\u8981\u56e0\u3092\u7279\u5b9a\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u3001\u8fb2\u696d\u751f\u7523\u6027\u306e\u6700\u9069\u5316\u304b\u3089\u3001\u68ee\u6797\u306a\u3069\u306e\u81ea\u7136\u751f\u614b\u7cfb\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u4fdd\u5168\u6d3b\u52d5\u306e\u652f\u63f4\u3001\u74b0\u5883\u5f71\u97ff\u306e\u7406\u89e3\u4fc3\u9032\u307e\u3067\u591a\u5c90\u306b\u6e21\u308b\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-object-detection-in-plant-monitoring\">\u30d7\u30e9\u30f3\u30c8\u76e3\u8996\u306b\u304a\u3051\u308b\u7269\u4f53\u691c\u51fa<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c6\u30f3\u30b5\u30a4\u306e\u690d\u7269\u4f53\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u305f\u5f8c\u306e\u6b21\u306e\u6bb5\u968e\u306f\u3001\u5065\u5eb7\u72b6\u614b\u3001\u6210\u9577\u3001\u305d\u306e\u4ed6\u306e\u8981\u56e0\u306b\u95a2\u3057\u3066\u5404\u690d\u7269\u306e\u7279\u6027\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u7269\u4f53\u691c\u51fa\u3067\u3059\u3002\u690d\u7269\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308b\u7269\u4f53\u691c\u51fa\u306b\u306f\u3001YOLOv4\u3001MobileNetV2\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u6a5f\u69cb\u3092\u5099\u3048\u305fVGG-19\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30e2\u30c7\u30eb\u304c\u7528\u3044\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3055\u308c\u305f\u30c6\u30f3\u30b5\u30a4\u306e\u753b\u50cf\u3092\u5206\u6790\u3057\u3001\u7279\u5b9a\u306e\u30b9\u30c8\u30ec\u30b9\u3084\u75c5\u5bb3\u9818\u57df\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u6b63\u78ba\u304b\u3064\u7684\u3092\u7d5e\u3063\u305f\u4ecb\u5165\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001ImageNet\u3067\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eResNet-18\u304a\u3088\u3073ResNet-34\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u3001\u75c5\u5bb3\u691c\u51fa\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u6210\u679c\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30c6\u30f3\u30b5\u30a4\u690d\u7269\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3059\u75c5\u5bb3\u306e\u8b58\u5225\u306b\u304a\u3044\u3066\u30010.88\u3068\u3044\u3046\u9a5a\u7570\u7684\u306a\u7cbe\u5ea6\u3092\u793a\u3057\u3001ROC\u66f2\u7dda\u4e0b\u9762\u7a4d\uff08AUC\uff09\u306f0.898\u3067\u3057\u305f\u3002\u30e2\u30c7\u30eb\u306f\u9ad8\u3044\u4e88\u6e2c\u4fe1\u983c\u6027\u3092\u793a\u3057\u3001\u75c5\u5bb3\u690d\u7269\u3068\u5065\u5168\u690d\u7269\u3092\u6b63\u78ba\u306b\u533a\u5225\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"414\" height=\"194\" data-attachment-id=\"10630\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/example-of-input-output-of-object-detection\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?fit=414%2C194&amp;ssl=1\" data-orig-size=\"414,194\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Example of input-output of object detection\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?fit=414%2C194&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?resize=414%2C194&#038;ssl=1\" alt=\"\u7269\u4f53\u691c\u51fa\u306e\u5165\u51fa\u529b\u4f8b\" class=\"wp-image-10630\" style=\"width:750px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?w=414&amp;ssl=1 414w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?resize=300%2C141&amp;ssl=1 300w\" sizes=\"(max-width: 414px) 100vw, 414px\" \/><figcaption class=\"wp-element-caption\">\u7269\u4f53\u691c\u51fa\u306e\u5165\u51fa\u529b\u4f8b<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u75c5\u5bb3\u691c\u51fa\u306b\u4f53\u7cfb\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u3001\u753b\u50cf\u3092\u6a19\u6e96\u5316\u3055\u308c\u305f\u30d1\u30c3\u30c1\u306b\u5206\u5272\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30d1\u30c3\u30c1\u306f\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u7dbf\u5bc6\u306a\u6ce8\u91c8\u4ed8\u3051\u3092\u884c\u3044\u3001\u75c5\u5bb3\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3066\u3044\u308b\u9818\u57df\u3092\u7279\u5b9a\u3057\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u7269\u4f53\u691c\u51fa\u306b\u3088\u3063\u3066\u690d\u7269\u306e\u5468\u56f2\u306b\u5883\u754c\u30dc\u30c3\u30af\u30b9\u3092\u63cf\u753b\u3059\u308b\u3053\u3068\u3067\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u690d\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u6b63\u78ba\u306b\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-plant-production-prediction\">\u690d\u7269\u751f\u7523\u4e88\u6e2c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u690d\u7269\u751f\u7523\u4e88\u6e2c\u306e\u5206\u91ce\u3067\u306f\u3001AI\u30e2\u30c7\u30eb\u306f\u6c17\u8c61\u6761\u4ef6\u3084\u571f\u58cc\u30d1\u30e9\u30e1\u30fc\u30bf\u306a\u3069\u306e\u74b0\u5883\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u4f5c\u7269\u306e\u53ce\u91cf\u3092\u4e88\u6e2c\u3057\u305f\u3002\u30a2\u30a4\u30bd\u30ec\u30fc\u30b7\u30e7\u30f3\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u7dda\u5f62\u56de\u5e30\u3001\u30ea\u30c3\u30b8\u56de\u5e30\u306a\u3069\u306e\u56de\u5e30\u30e2\u30c7\u30eb\u304c\u7528\u3044\u3089\u308c\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u5883\u754c\u30dc\u30c3\u30af\u30b9\u9818\u57df\u304b\u3089\u62bd\u51fa\u3055\u308c\u305f\u6570\u5024\u7684\u7279\u5fb4\u3068\u571f\u58cc\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u80a5\u6599\u6563\u5e03\u3092\u6700\u9069\u5316\u3059\u308b\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"1076\" data-attachment-id=\"10632\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/sugar-beet-on-test-field\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?fit=1542%2C2048&amp;ssl=1\" data-orig-size=\"1542,2048\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Sugar beet on test field\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?fit=771%2C1024&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=810%2C1076&#038;ssl=1\" alt=\"\u8a66\u9a13\u5703\u5834\u306e\u30c6\u30f3\u30b5\u30a4\" class=\"wp-image-10632\" style=\"width:700px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?w=1542&amp;ssl=1 1542w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=226%2C300&amp;ssl=1 226w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=771%2C1024&amp;ssl=1 771w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=768%2C1020&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=1157%2C1536&amp;ssl=1 1157w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=150%2C200&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=1200%2C1594&amp;ssl=1 1200w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u8a66\u9a13\u5703\u5834\u306e\u30c6\u30f3\u30b5\u30a4<\/figcaption><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-model-deployment-considerations\">\u30e2\u30c7\u30eb\u5c55\u958b\u306b\u95a2\u3059\u308b\u8003\u616e\u4e8b\u9805<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u958b\u767a\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306e\u5c55\u958b\u6226\u7565\u306f\u3001\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3068\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u4e21\u65b9\u306b\u3064\u3044\u3066\u8a55\u4fa1\u3055\u308c\u305f\u3002\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u306b\u30e2\u30c7\u30eb\u3092\u5c55\u958b\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3084\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u4f4e\u6e1b\u3068\u3044\u3063\u305f\u5229\u70b9\u304c\u5f97\u3089\u308c\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5236\u7d04\u306b\u3088\u308a\u3001\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u4e00\u65b9\u3001\u30af\u30e9\u30a6\u30c9\u5c55\u958b\u3067\u306f\u9ad8\u6027\u80fdGPU\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u63a8\u8ad6\u6642\u9593\u3092\u77ed\u7e2e\u3067\u304d\u308b\u3082\u306e\u306e\u3001\u8ffd\u52a0\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u306b\u4f9d\u5b58\u3059\u308b\u305f\u3081\u901a\u4fe1\u9045\u5ef6\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-comparative-analysis-with-5g-network\">5G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306e\u6bd4\u8f03\u5206\u6790<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u8f03\u5206\u6790\u306e\u7d50\u679c\u30015G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5229\u7528\u306f\u3001\u5f93\u6765\u306e4G\/WiFi\u74b0\u5883\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30c6\u30f3\u30b5\u30a4\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u6539\u5584\u306f\u3001\u5e73\u5747\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u6642\u9593\u3068\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6642\u9593\u306e\u77ed\u7e2e\u306b\u3088\u3063\u3066\u88cf\u4ed8\u3051\u3089\u308c\u30015G\u6280\u8853\u306b\u3088\u3063\u3066\u9054\u6210\u3055\u308c\u305f\u52b9\u7387\u6027\u306e\u5411\u4e0a\u3092\u660e\u78ba\u306b\u793a\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u6e96\u5099\u30d7\u30ed\u30bb\u30b9<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u6e96\u5099\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u5065\u5168\u306a\u690d\u7269\u3068\u75c5\u6c17\u306e\u690d\u7269\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3057\u3001\u96d1\u8349\u3092\u691c\u51fa\u3057\u3001\u751f\u80b2\u6bb5\u968e\u3092\u7279\u5b9a\u3057\u30014K\u306e\u751f\u30d3\u30c7\u30aa\u304b\u3089\u753b\u50cf\u3092\u62bd\u51fa\u3057\u307e\u3057\u305f\u3002\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u5747\u7b49\u5316\u3001\u753b\u50cf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001HSV\u8272\u7a7a\u9593\u5909\u63db\u306a\u3069\u306e\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u30c7\u30fc\u30bf\u3092\u5206\u6790\u7528\u306b\u6e96\u5099\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5065\u5eb7\u306a\u30c6\u30f3\u30b5\u30a4\u306e\u8449\u306e\u30b5\u30f3\u30d7\u30eb\u3068\u3001\u7070\u8272\u8449\u6591\u75c5\u306b\u304b\u304b\u3063\u305f\u30c8\u30a6\u30e2\u30ed\u30b3\u30b7\u306e\u8449\u306a\u3069\u306e\u75c5\u6c17\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u63a1\u53d6\u3057\u305f\u3002\u75c5\u5bb3\u306e\u7279\u5fb4\u62bd\u51fa\u306b\u306f\u3001\u8449\u3092\u80cc\u666f\u304b\u3089\u5206\u96e2\u3057\u3001\u753b\u50cf\u306e\u30b5\u30a4\u30ba\u3092\u5909\u66f4\u3001\u5909\u63db\u3001\u304a\u3088\u3073\u5408\u6210\u3057\u3066\u3001\u5206\u6790\u7528\u306e\u30ea\u30a2\u30eb\u306a\u30b5\u30f3\u30d7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u4f5c\u696d\u304c\u542b\u307e\u308c\u305f\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"200\" data-attachment-id=\"10633\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/annotation-process-for-segmentation\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?fit=2048%2C505&amp;ssl=1\" data-orig-size=\"2048,505\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Annotation process for segmentation\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Caption 3&lt;\/p&gt;\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?fit=1024%2C253&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=810%2C200&#038;ssl=1\" alt=\"\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\" class=\"wp-image-10633\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=300%2C74&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=1024%2C253&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=768%2C189&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=1536%2C379&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=1200%2C296&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9<\/figcaption><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a2\u30af\u30c6\u30a3\u30d6\u30e9\u30fc\u30cb\u30f3\u30b0\u30eb\u30fc\u30d7<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u80fd\u52d5\u7684\u306a\u5b66\u7fd2\u30eb\u30fc\u30d7\u304c\u958b\u59cb\u3055\u308c\u3001\u691c\u51fa\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5229\u7528\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30af\u30a8\u30ea\u3092\u751f\u6210\u3057\u3001\u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u304c\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3067\u3001\u53cd\u5fa9\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u30b5\u30a4\u30af\u30eb\u3092\u901a\u3058\u3066\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u7d99\u7d9a\u7684\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u57fa\u76e4\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30c7\u30fc\u30bf\u6ce8\u91c8<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u5805\u7262\u306a\u57fa\u76e4\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u6b63\u89e3\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u751f\u6210\u3057\u307e\u3057\u305f\u3002\u7279\u306b\u3001OpenAI\u304c\u958b\u767a\u3057\u305f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3067\u3042\u308bCLIP\u306f\u30014\u5104\u7d44\u3092\u8d85\u3048\u308b\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u30da\u30a2\u304b\u3089\u306a\u308b\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b66\u7fd2\u3055\u308c\u3066\u304a\u308a\u3001\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CLIP\u306f\u3001\u30d3\u30b8\u30e7\u30f3\u30fb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3092\u57fa\u76e4\u3068\u3057\u3066\u3001\u691c\u8a3c\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u9a5a\u7570\u7684\u306a95%\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3001\u7802\u7cd6\u5927\u6839\u3084\u96d1\u8349\u3068\u3044\u3063\u305f\u660e\u78ba\u306a\u30af\u30e9\u30b9\u306b\u753b\u50cf\u3092\u9ad8\u7cbe\u5ea6\u3067\u5206\u985e\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u305f\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u305f\u3081\u306e\u30c9\u30ed\u30fc\u30f3\u6280\u8853<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u63a1\u7528\u3055\u308c\u305f\u91cd\u8981\u306a\u6280\u8853\u306e\u4e00\u3064\u306f\u30014K\u52d5\u753b\u3092\u64ae\u5f71\u3067\u304d\u308bRGB\u30ab\u30e1\u30e9\u3092\u642d\u8f09\u3057\u305f\u30c9\u30ed\u30fc\u30f3\u306e\u4f7f\u7528\u3067\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30c9\u30ed\u30fc\u30f3\u306f\u3001\u5206\u6790\u7528\u306e\u8a73\u7d30\u306a\u753b\u50cf\uff08\u89e3\u50cf\u5ea63840\u00d72160\uff09\u3092\u63d0\u4f9b\u3057\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u753b\u50cf\u3092\u524d\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001VGGNet\uff08+38.52%\uff09\u3001ResNet50\uff08+21.14%\uff09\u3001DenseNet121\uff08+7.53%\uff09\u3001MobileNet\uff08+6.6%\uff09\u306a\u3069\u306e\u30e2\u30c7\u30eb\u3067\u9855\u8457\u306a\u6539\u5584\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u5747\u7b49\u5316\u306a\u3069\u306e\u6280\u8853\u3092\u7528\u3044\u3066\u753b\u50cf\u306e\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u3092\u9ad8\u3081\u3001HSV\u8272\u7a7a\u9593\u3078\u306e\u5909\u63db\u306b\u3088\u3063\u3066\u690d\u7269\u9818\u57df\u3092\u5f37\u8abf\u3057\u3001\u95a2\u9023\u3059\u308b\u7279\u5fb4\u3092\u969b\u7acb\u305f\u305b\u305f\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u50cf\u30c7\u30fc\u30bf\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068AI\u3092\u7528\u3044\u3066\u5408\u6210\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u751f\u6210\u3057\u305f\u3002\u30c7\u30fc\u30bf\u53ce\u96c6\u306f\u3001RGB\u30ab\u30e1\u30e9\u3092\u642d\u8f09\u3057\u305f\u30c9\u30ed\u30fc\u30f3\u3092\u7528\u3044\u3001\u9ad8\u5ea61m\uff5e4m\u3001\u901f\u5ea62m\/s\u4ee5\u4e0a\u3067\u98db\u884c\u3055\u305b\u3066\u884c\u3063\u305f\u3002.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"610\" data-attachment-id=\"10634\" 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