{"id":271,"date":"2022-07-06T16:01:54","date_gmt":"2022-07-06T07:01:54","guid":{"rendered":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/?p=271"},"modified":"2022-07-06T16:38:33","modified_gmt":"2022-07-06T07:38:33","slug":"7-6%e6%b0%b4-%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\/07\/06\/7-6%e6%b0%b4-%e9%80%b2%e6%8d%97%e5%a0%b1%e5%91%8a\/","title":{"rendered":"7\/6(\u6c34) \u9032\u6357\u5831\u544a"},"content":{"rendered":"\n<p class=\"has-text-align-center has-accent-color has-text-color\"><strong>\u4eca\u9031\u3084\u3063\u305f\u3053\u3068<\/strong><\/p>\n\n\n\n<p>\u524d\u56de\u306e\u30a8\u30e9\u30fc\u304c\u3069\u3046\u3057\u3066\u3082\u76f4\u3089\u305a\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u3092\u518d\u4f5c\u6210\u3057\u3066\u3082\u753b\u50cf\u3092\u5909\u3048\u3066\u3082\u89e3\u6c7a\u3067\u304d\u306a\u304b\u3063\u305f\u306e\u3067\u3001YOLOv5\u5074\u3067dog\u306e\u753b\u50cf\u3092\u5b66\u7fd2\u3055\u305b\u3066\u3001\u3068\u308a\u3042\u3048\u305a\u7cbe\u5ea6\u3068\u901f\u5ea6\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>&lt;YOLOv5&gt;<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u753b\u50cf\u6570: train: 95\u679a, val: 28\u679a, test: 13\u679a<\/li><li>\u5b66\u7fd2\u30af\u30e9\u30b9: &#8216;dog&#8217;<\/li><li>\u5b66\u7fd2\u56de\u6570: 200\u56de<\/li><li>\u30e2\u30c7\u30eb: yolov5s.pt(\u6700\u8efd\u91cf\u30e2\u30c7\u30eb)<\/li><li>\u5b66\u7fd2\u74b0\u5883: Google Colaboratory(GPU)<\/li><li>\u5b66\u7fd2\u6642\u9593: \u7d0417\u520639\u79d2<\/li><li>\u63a8\u8ad6\u6642\u9593(\u30c6\u30b9\u30c8\u7528\u753b\u50cf5\u679a): \u7d0412\u79d2<\/li><\/ul>\n\n\n\n<p>&lt;SSD&gt;<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u753b\u50cf\u6570: 136\u679a<\/li><li>\u5b66\u7fd2\u30af\u30e9\u30b9: &#8216;dog&#8217;<\/li><li>\u5b66\u7fd2\u56de\u6570: 200\u56de<\/li><li>\u30e2\u30c7\u30eb: vgg16_reducedfc.pth<\/li><li>\u5b66\u7fd2\u74b0\u5883: Google Colaboratory(GPU)<\/li><li>\u5b66\u7fd2\u6642\u9593: \u7d0432\u520639\u79d2<\/li><li>\u63a8\u8ad6\u6642\u9593(\u30c6\u30b9\u30c8\u7528\u753b\u50cf5\u679a): \u7d0414\u79d2<\/li><\/ul>\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\/07\/test_img1-1-1024x768.jpg\" alt=\"\" class=\"wp-image-283\" width=\"335\" height=\"251\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img1-1-1024x768.jpg 1024w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img1-1-300x225.jpg 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img1-1-768x576.jpg 768w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img1-1.jpg 1200w\" sizes=\"auto, (max-width: 335px) 100vw, 335px\" \/><figcaption>YOLOv5(yolov5s)<\/figcaption><\/figure>\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\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.21.44.png\" alt=\"\" class=\"wp-image-286\" width=\"338\" height=\"254\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.21.44.png 559w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.21.44-300x225.png 300w\" sizes=\"auto, (max-width: 338px) 100vw, 338px\" \/><figcaption>SSD<\/figcaption><\/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\/07\/test_img2-1-1024x768.jpg\" alt=\"\" class=\"wp-image-287\" width=\"341\" height=\"255\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img2-1-1024x768.jpg 1024w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img2-1-300x225.jpg 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img2-1-768x576.jpg 768w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img2-1.jpg 1200w\" sizes=\"auto, (max-width: 341px) 100vw, 341px\" \/><figcaption>YOLOv5(yolov5s)<\/figcaption><\/figure>\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\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.26.44.png\" alt=\"\" class=\"wp-image-288\" width=\"342\" height=\"257\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.26.44.png 560w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.26.44-300x225.png 300w\" sizes=\"auto, (max-width: 342px) 100vw, 342px\" \/><figcaption>SSD<\/figcaption><\/figure>\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\/07\/test_img3-1.jpg\" alt=\"\" class=\"wp-image-289\" width=\"343\" height=\"229\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img3-1.jpg 600w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img3-1-300x200.jpg 300w\" sizes=\"auto, (max-width: 343px) 100vw, 343px\" \/><figcaption>YOLOv5(yolov5s)<\/figcaption><\/figure>\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\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.27.04.png\" alt=\"\" class=\"wp-image-290\" width=\"346\" height=\"230\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.27.04.png 560w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-11.27.04-300x200.png 300w\" sizes=\"auto, (max-width: 346px) 100vw, 346px\" \/><figcaption>SSD<\/figcaption><\/figure>\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\/07\/test_img4-1.jpeg\" alt=\"\" class=\"wp-image-305\" width=\"345\" height=\"193\" \/><figcaption>YOLOv5(yolov5s)<\/figcaption><\/figure>\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\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.27.29.png\" alt=\"\" class=\"wp-image-306\" width=\"346\" height=\"195\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.27.29.png 559w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.27.29-300x169.png 300w\" sizes=\"auto, (max-width: 346px) 100vw, 346px\" \/><figcaption>SSD<\/figcaption><\/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\/07\/test_img5-1-1024x746.jpg\" alt=\"\" class=\"wp-image-307\" width=\"348\" height=\"253\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img5-1-1024x746.jpg 1024w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img5-1-300x219.jpg 300w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img5-1-768x560.jpg 768w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img5-1-1536x1119.jpg 1536w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img5-1-2048x1492.jpg 2048w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img5-1-1200x874.jpg 1200w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/test_img5-1-1980x1443.jpg 1980w\" sizes=\"auto, (max-width: 348px) 100vw, 348px\" \/><figcaption>YOLOv5(yolov5s)<\/figcaption><\/figure>\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\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.27.44.png\" alt=\"\" class=\"wp-image-308\" width=\"348\" height=\"254\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.27.44.png 559w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.27.44-300x219.png 300w\" sizes=\"auto, (max-width: 348px) 100vw, 348px\" \/><figcaption>SSD<\/figcaption><\/figure>\n\n\n\n<p>\u7cbe\u5ea6\u81ea\u4f53\u306fSSD\u306e\u65b9\u304c\u826f\u3044\u6570\u5024\u3092\u51fa\u3057\u3066\u304a\u308a\u3001\u5358\u4f53\u306e\u691c\u51fa\u7cbe\u5ea6\u306f\u826f\u3044\u3067\u3059\u304c\u3001\u8907\u6570\u691c\u51fa\u306f\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br>YOLOv5(yolov5s)\u306f\u3042\u307e\u308a\u826f\u3044\u6570\u5024\u306f\u51fa\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u8907\u6570\u691c\u51fa\u304c\u3057\u3063\u304b\u308a\u3067\u304d\u3066\u3044\u3066\u3001\u63a8\u8ad6\u901f\u5ea6\u3082SSD\u3088\u308a\u9ad8\u901f\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001YOLOv5\u306e\u7cbe\u5ea6\u306b\u95a2\u3057\u3066\u3001\u5b66\u7fd2\u904e\u7a0b\u3092\u30b0\u30e9\u30d5\u3067\u78ba\u8a8d\u3059\u308b\u306860\u56de\u524d\u5f8c\u3067\u53ce\u675f\u3057\u3066\u3044\u308b\u3068\u601d\u308f\u308c\u308b\u306e\u3067\u3001\u904e\u5b66\u7fd2\u306b\u3088\u308a\u7cbe\u5ea6\u304c\u60aa\u304f\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"710\" height=\"560\" src=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.39.33.png\" alt=\"\" class=\"wp-image-310\" srcset=\"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.39.33.png 710w, https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-content\/uploads\/sites\/136\/2022\/07\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-07-06-14.39.33-300x237.png 300w\" sizes=\"auto, (max-width: 710px) 100vw, 710px\" \/><figcaption>YOLOv5\u306e\u5b66\u7fd2\u904e\u7a0b<\/figcaption><\/figure>\n\n\n\n<p>\u4eca\u56de\u306e\u7d50\u679c\u304b\u3089\u3001\u3053\u308c\u304b\u3089YOLOv5(\u6700\u8efd\u91cf\u306eyolov5s\u30e2\u30c7\u30eb)\u3092\u4f7f\u3063\u3066\u7269\u4f53\u691c\u51fa\u3092\u3084\u3063\u3066\u3044\u304f\u3053\u3068\u306b\u6c7a\u5b9a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center has-accent-color has-text-color\"><strong>\u6765\u9031\u3084\u308b\u3053\u3068<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>YOLO\u95a2\u9023\u306e\u8ad6\u6587\u3092\u8aad\u3080<\/li><li>\u7cbe\u5ea6\u5411\u4e0a\u65b9\u6cd5\u3092\u63a2\u3059<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u9031\u3084\u3063\u305f\u3053\u3068 \u524d\u56de\u306e\u30a8\u30e9\u30fc\u304c\u3069\u3046\u3057\u3066\u3082\u76f4\u3089\u305a\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u3092\u518d\u4f5c\u6210\u3057\u3066\u3082\u753b\u50cf\u3092\u5909\u3048\u3066\u3082\u89e3\u6c7a\u3067\u304d\u306a\u304b\u3063\u305f\u306e\u3067\u3001YOLOv5\u5074\u3067dog\u306e\u753b\u50cf\u3092\u5b66\u7fd2\u3055\u305b\u3066\u3001\u3068\u308a\u3042\u3048\u305a\u7cbe\u5ea6\u3068\u901f\u5ea6\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002 &lt;YO [&hellip;]<\/p>\n","protected":false},"author":139,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-271","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/posts\/271","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/users\/139"}],"replies":[{"embeddable":true,"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/comments?post=271"}],"version-history":[{"count":41,"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/posts\/271\/revisions"}],"predecessor-version":[{"id":324,"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/posts\/271\/revisions\/324"}],"wp:attachment":[{"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/media?parent=271"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/categories?post=271"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mm-lab.aitech.ac.jp\/k19236\/wp-json\/wp\/v2\/tags?post=271"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}