{"id":348,"date":"2022-10-13T16:13:07","date_gmt":"2022-10-13T07:13:07","guid":{"rendered":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/?p=348"},"modified":"2022-10-13T16:13:07","modified_gmt":"2022-10-13T07:13:07","slug":"10-13%e6%9c%a8-%e9%80%b2%e6%8d%97%e5%a0%b1%e5%91%8a","status":"publish","type":"post","link":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/2022\/10\/13\/10-13%e6%9c%a8-%e9%80%b2%e6%8d%97%e5%a0%b1%e5%91%8a\/","title":{"rendered":"10\/13(\u6728) \u9032\u6357\u5831\u544a"},"content":{"rendered":"\n<p class=\"has-text-align-center has-accent-color has-text-color\"><strong>\u3084\u3063\u305f\u3053\u3068<\/strong><\/p>\n\n\n\n<p>\u3000\u4e2d\u9593\u767a\u8868\u3067\u306e\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u305f\u3001\u5927\u304d\u3044\u7269\u4f53\u306b\u5c0f\u3055\u3044\u7269\u4f53\u304c\u5b8c\u5168\u306b\u91cd\u306a\u3063\u3066\u3044\u308b\u5834\u5408\u306eYOLOv5\u306e\u8abf\u67fb\u3092\u3057\u3066\u3044\u307e\u3057\u305f\u3002<br><br>\u3000\u4eca\u56de\u306e\u7814\u7a76\u3067\u306f\u4e0b\u306e\u753b\u50cf\u306e\u3088\u3046\u306b\u7d19\u5e63\u306e\u4e0a\u306b\u786c\u8ca8\u304c\u91cd\u306a\u308b\u72b6\u6cc1\u304c\u8ab2\u984c\u306b\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1107\" height=\"693\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0234-1-edited.jpg\" alt=\"\" class=\"wp-image-350\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0234-1-edited.jpg 1107w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0234-1-edited-300x188.jpg 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0234-1-edited-1024x641.jpg 1024w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0234-1-edited-768x481.jpg 768w\" sizes=\"auto, (max-width: 1107px) 100vw, 1107px\" \/><figcaption>1\u4e07\u5186\u672d\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u30015\u5186\u7389\u304c\u691c\u51fa\u3055\u308c\u3066\u3044\u306a\u3044<\/figcaption><\/figure>\n\n\n\n<ul class=\"has-normal-font-size wp-block-list\"><li><strong>\u53c2\u8003\u8a18\u4e8b\u30fb\u8ad6\u6587<\/strong><\/li><\/ul>\n\n\n\n<blockquote class=\"wp-block-quote has-normal-font-size is-layout-flow wp-block-quote-is-layout-flow\"><p>\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u7269\u4f53\u691c\u77e5\u6280\u8853 YOLOv5\u3092\u7528\u3044\u305f\u56f3\u9762\u8981\u7d20\u62bd\u51fa\u306e\u7814\u7a76\u300d(2022.3, \u795e\u6238\u5927\u5b66\u90fd\u5e02\u5b89\u5168\u7814\u7a76\u30bb\u30f3\u30bf\u30fc)<\/p><cite>http:\/\/www.rcuss.kobe-u.ac.jp\/publication\/Year2022\/pdfEach26\/26_03.pdf<br><\/cite><\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-deepsquare wp-block-embed-deepsquare\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/deepsquare.jp\/2020\/09\/yolo\/#outline__3_1_1\n<\/div><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p><a href=\"https:\/\/blog.negativemind.com\/2019\/02\/21\/general-object-recognition-yolo\/\">YOLO (You Only Look Once)\uff1a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u4e00\u822c\u7269\u4f53\u691c\u51fa\u624b\u6cd5<\/a><\/p><cite>https:\/\/blog.negativemind.com\/2019\/02\/21\/general-object-recognition-yolo\/<\/cite><\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>YOLO\u306e\u7269\u4f53\u691c\u51fa\u306e\u624b\u9806<ol><li>S\u00d7S\u306egrid cell\u306b\u5206\u5272<\/li><li>Bounding Box\u306e\u63a8\u5b9a<\/li><li>\u7269\u4f53\u306e\u7a2e\u985e\u306e\u63a8\u5b9a<\/li><li>Bounding Box\u3068class probability map\u306e\u7d50\u5408<\/li><\/ol><\/li><\/ul>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<p>\u3000YOLO\u306e\u69cb\u9020\u3084\u4ed6\u306e\u7269\u4f53\u691c\u51fa\u306e\u69cb\u9020\u3092\u8abf\u67fb\u3057\u305f\u7d50\u679c\u3001Bounding Box(\u77e9\u5f62\u9818\u57df)\u306e\u63a8\u5b9a\u306e\u969b\u306b\u3001<strong>Non-Maximum Suppression(NMS)<\/strong>\u3068\u3044\u3046\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u9069\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u91cd\u306a\u3063\u3066\u3044\u308b\u786c\u8ca8\u304c\u691c\u51fa\u3055\u308c\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u63a8\u6e2c\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"has-accent-color has-text-color wp-block-list\"><li><strong>Non-Maximum Suppression(NMS)<\/strong><\/li><\/ul>\n\n\n\n<p>\u3000\u7269\u4f53\u691c\u51fa\u30e2\u30c7\u30eb\u306f\u305f\u304f\u3055\u3093\u306e\u91cd\u306a\u308a\u3042\u3063\u305fBounding Box\u3092\u4e88\u6e2c\u3059\u308b\u304c\u3001\u3053\u308c\u306bNMS\u3068\u547c\u3070\u308c\u308b\u5f8c\u51e6\u7406\u3092\u52a0\u3048\u308b\u3053\u3068\u3067\u78ba\u5b9f\u6027\u306e\u9ad8\u3044Bounding Box\u306e\u307f\u3092\u6b8b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"866\" height=\"396\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/image1-1.png\" alt=\"\" class=\"wp-image-353\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/image1-1.png 866w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/image1-1-300x137.png 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/image1-1-768x351.png 768w\" sizes=\"auto, (max-width: 866px) 100vw, 866px\" \/><figcaption>\u5f8c\u51e6\u7406\u306e\u30a4\u30e1\u30fc\u30b8<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"has-accent-color has-text-color wp-block-list\"><li><strong>IoU(Intersection over Union)<\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized is-style-default\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-15.21.44.png\" alt=\"\" class=\"wp-image-356\" width=\"386\" height=\"298\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-15.21.44.png 612w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-15.21.44-300x232.png 300w\" sizes=\"auto, (max-width: 386px) 100vw, 386px\" \/><\/figure>\n\n\n\n<p>\u3000IoU\u3068\u306f\u3001\u753b\u50cf\u306e\u91cd\u306a\u308a\u306e\u5272\u5408\u3092\u8868\u3059\u5024\u3067\u3042\u308b\u3002<br>IoU\u5024\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u753b\u50cf\u304c\u91cd\u306a\u3063\u3066\u304a\u308a\u3001IoU\u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u3001\u753b\u50cf\u304c\u91cd\u306a\u3063\u3066\u3044\u306a\u3044\u72b6\u614b\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5b9f\u969b\u306bNMS\u306e\u95be\u5024\u3092\u8abf\u6574\u3059\u308c\u3070\u3001\u5b8c\u5168\u306a\u91cd\u306a\u308a\u3082\u691c\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3068\u8003\u3048\u3001\u4eca\u56de\u306fNMS\u95a2\u6570\u5185\u306e\u95be\u5024\u30920.25\u304b\u30890.50\u306b\u5909\u66f4\u3057\u3066\u3082\u3046\u4e00\u5ea6\u786c\u8ca8\u306e\u307f\u3092\u518d\u5b66\u7fd2\u3055\u305b\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u30e2\u30c7\u30eb : yolov5s.pt<\/li><li>\u5b66\u7fd2\u7528\u753b\u50cf : 210\u679a<\/li><li>\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba : 16<\/li><li>\u30a8\u30dd\u30c3\u30af : 100<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized is-style-default\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-12.24.07.png\" alt=\"\" class=\"wp-image-361\" width=\"506\" height=\"390\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-12.24.07.png 725w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-12.24.07-300x231.png 300w\" sizes=\"auto, (max-width: 506px) 100vw, 506px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized is-style-default\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0349-3-1024x768.jpeg\" alt=\"\" class=\"wp-image-362\" width=\"434\" height=\"325\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0349-3-1024x768.jpeg 1024w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0349-3-300x225.jpeg 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0349-3-768x576.jpeg 768w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0349-3-1200x900.jpeg 1200w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0349-3.jpeg 1500w\" sizes=\"auto, (max-width: 434px) 100vw, 434px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized is-style-default\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0350-3-1024x768.jpg\" alt=\"\" class=\"wp-image-363\" width=\"434\" height=\"325\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0350-3-1024x768.jpg 1024w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0350-3-300x225.jpg 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0350-3-768x576.jpg 768w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0350-3-1200x900.jpg 1200w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0350-3.jpg 1500w\" sizes=\"auto, (max-width: 434px) 100vw, 434px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized is-style-default\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0351-3-1024x768.jpg\" alt=\"\" class=\"wp-image-364\" width=\"435\" height=\"326\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0351-3-1024x768.jpg 1024w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0351-3-300x225.jpg 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0351-3-768x576.jpg 768w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0351-3-1200x900.jpg 1200w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0351-3.jpg 1500w\" sizes=\"auto, (max-width: 435px) 100vw, 435px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized is-style-default\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0352-3-1024x768.jpg\" alt=\"\" class=\"wp-image-365\" width=\"436\" height=\"327\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0352-3-1024x768.jpg 1024w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0352-3-300x225.jpg 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0352-3-768x576.jpg 768w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0352-3-1200x900.jpg 1200w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/IMG_0352-3.jpg 1500w\" sizes=\"auto, (max-width: 436px) 100vw, 436px\" \/><\/figure>\n\n\n\n<p>\u3000\u7d50\u679c\u3068\u3057\u3066\u8abf\u6574\u524d\u3068\u8abf\u6574\u5f8c\u3067\u306f\u3001\u60f3\u5b9a\u3068\u306f\u9006\u306b\u3001\u5b8c\u5168\u306a\u91cd\u306a\u308a\u3060\u3051\u3067\u306a\u304f\u4e00\u90e8\u306e\u91cd\u306a\u308a\u306b\u5bfe\u3057\u3066\u3082\u5f31\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3000\u5f8c\u3067\u30b3\u30fc\u30c9\u3092\u898b\u8fd4\u3057\u305f\u7d50\u679c\u3001\u3069\u3046\u3084\u3089\u8abf\u6574\u3057\u305f\u306e\u306f\u30b9\u30b3\u30a2\u306e\u95be\u5024\u3060\u3063\u305f\u3088\u3046\u3067\u3001\u305d\u306e\u305f\u3081\u3001\u9006\u306b\u7cbe\u5ea6\u304c\u60aa\u304f\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized is-style-default\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-0.57.10.png\" alt=\"\" class=\"wp-image-367\" width=\"355\" height=\"181\" \/><figcaption>\u3053\u3053\u3067iou_thres\u3067\u306f\u306a\u304fconf_thres\u3092\u5909\u66f4\u3057\u3066\u3057\u307e\u3063\u305f\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u3000\u6b21\u56de\u307e\u3067\u306b\u4e0a\u8a18\u306eNMS\u95a2\u6570\u306e\u4ed5\u69d8\u3092\u7406\u89e3\u3057\u3066\u3001IoU\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u306b\u7d50\u679c\u304c\u3069\u3046\u5909\u308f\u308b\u306e\u304b\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center has-accent-color has-text-color\"><strong>\u6b21\u56de\u307e\u3067\u306b\u3084\u308b\u3053\u3068<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>IoU\u3092\u8abf\u6574\u3057\u3066\u786c\u8ca8\u306e\u7269\u4f53\u691c\u51fa\u691c\u8a3c<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u3084\u3063\u305f\u3053\u3068 \u3000\u4e2d\u9593\u767a\u8868\u3067\u306e\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u305f\u3001\u5927\u304d\u3044\u7269\u4f53\u306b\u5c0f\u3055\u3044\u7269\u4f53\u304c\u5b8c\u5168\u306b\u91cd\u306a\u3063\u3066\u3044\u308b\u5834\u5408\u306eYOLOv5\u306e\u8abf\u67fb\u3092\u3057\u3066\u3044\u307e\u3057\u305f\u3002 \u3000\u4eca\u56de\u306e\u7814\u7a76\u3067\u306f\u4e0b\u306e\u753b\u50cf\u306e\u3088\u3046\u306b\u7d19\u5e63\u306e\u4e0a\u306b\u786c\u8ca8\u304c\u91cd\u306a\u308b\u72b6\u6cc1\u304c\u8ab2\u984c\u306b\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002  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