{"id":1346,"date":"2021-04-30T19:26:09","date_gmt":"2021-04-30T10:26:09","guid":{"rendered":"http:\/\/www.ecobioinfo.com\/?p=1346"},"modified":"2022-06-05T22:12:22","modified_gmt":"2022-06-05T13:12:22","slug":"%ef%bd%81%ef%bd%89%e8%aa%b2%e9%a1%8c%ef%bc%93%ef%bc%9a%e6%a4%8d%e7%89%a9%e5%86%99%e7%9c%9f%e5%88%86%e9%a1%9e%ef%bc%88%ef%bc%96%ef%bc%89","status":"publish","type":"post","link":"http:\/\/www.ecobioinfo.com\/?p=1346","title":{"rendered":"\uff21\uff29\u8ab2\u984c\uff13\uff1a\u690d\u7269\u5199\u771f\u5206\u985e\uff08\uff16\uff09"},"content":{"rendered":"

\uff08\u300c \uff21\uff29\u8ab2\u984c\uff13\uff1a\u690d\u7269\u5199\u771f\u5206\u985e\uff08\uff15\uff09<\/a>\u300d\u306e\u7d9a\u304d\u3067\u3059\u3002\uff09<\/p>\n

\u300c\u690d\u7269\u5199\u771f\u5206\u985e\uff08\uff15\uff09\u300d\u3067\u4f5c\u6210\u3057\u305f\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3068OpenCV\u3092 \u5229\u7528\u3057\u3066\u52d5\u753b\u306e\u690d\u7269\u3092\u5f53\u3066\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3057\u305f\u3002
\n\uff08OpenCV\u306b\u3064\u3044\u3066\u306f\u300cOpenCV \u3092 Python Tensorflow \uff08Windows10\uff09\u74b0\u5883\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a>\u300d\u00a0\uff09<\/p>\n

(1)\u30d7\u30ed\u30b0\u30e9\u30e0(\u8a00\u8a9e Python\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb UTF-8\uff09
\nplant05_movie.py<\/a>
\n\uff08\u690d\u7269\u540d\u306b\u3064\u3044\u3066\u306f\u524d\u56de\u306e plant05_names.py<\/a> \u3092\u30a4\u30f3\u30dd\u30fc\u30c8\uff09<\/p>\n

\u30b5\u30f3\u30d7\u30eb\u30db\u30eb\u30c0\u30fc(data\/plantmovie\/sample\/)\u306b\u3042\u308b\u5404\u52d5\u753b\u306b\u6620\u3063\u3066\u3044\u308b\u690d\u7269\u3092\u63a8\u5b9a\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3059\u3002OpenCV\u306e\u52d5\u753b\u8aad\u307f\u8fbc\u307f\u6a5f\u80fd\u3092\u5229\u7528\u3057\u3066\u3001\u30b5\u30f3\u30d7\u30eb\u30d5\u30a9\u30eb\u30c0\u306b\u3042\u308bMP4\u52d5\u753b\u3092\u9806\u6b21\u8aad\u307f\u8fbc\u307f\u3001\u8aad\u307f\u8fbc\u3093\u3060\u52d5\u753b\u306e\u30d5\u30ec\u30fc\u30e0\u3092 TensorFlow, Keras \u3067\u6271\u3048\u308b\u753b\u50cf\u30c7\u30fc\u30bf\u306b\u5909\u63db\u5f8c\u3001\u690d\u7269\u540d\u306e\u63a8\u5b9a\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002
\n\u5143\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c224×224\u306a\u306e\u3067\u52d5\u753b\u306e\u753b\u50cf\u306e\u4e2d\u592e\u3092\u6b63\u65b9\u5f62\u306b\u5207\u308a\u51fa\u3057\u3066\u30b5\u30a4\u30ba\u5909\u66f4\u3057\u3066\u307e\u3059\u3002OpenCv\u306f\u753b\u50cf\u5f62\u5f0f\u304cBGR\u306a\u306e\u3067RGB\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u307e\u305f\u3001VGG16\u306epreprocess_input()\u306e\u4e2d\u3067\u306f\u3001\u753b\u50cf\u306e\u6b63\u898f\u5316\u3084RGB\u3054\u3068\u306e\u5e73\u5747\u5024\u3092\u5f15\u304f\u306a\u3069\u306e\u51e6\u7406\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u305d\u3046\u3067\u3059\u3002
\n\uff08\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306f\u3001VGG16\u3092\u5229\u7528\u3057\u305f\u8ee2\u79fb\u5b66\u7fd2<\/a>\u306a\u306e\u3067\u5fc5\u8981\u306b\u5fdc\u3058\u3066VGG16\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\uff09
\n\u7d50\u679c\u306f\u5168\u4f53\u306e\u78ba\u4fe1\u5ea6\u5e73\u5747\u3084\u500b\u5225\u306e\u753b\u50cf\u7d50\u679c\u306e\u826f\u597d\u306a\u78ba\u4fe1\u5ea6\u306e\u5e73\u5747\u306a\u3069\u3067\u8868\u793a\u3057\u3066\u307e\u3059\u3002<\/p>\n

(2) \u5206\u985e\u7528\u30b5\u30f3\u30d7\u30eb\u52d5\u753b\u3068\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb<\/p>\n

plant05_movie.zip<\/a><\/p>\n

\u30b5\u30f3\u30d7\u30eb\u52d5\u753b\u306b\u306f\u690d\u7269\u306e\u6620\u3063\u3066\u3044\u308b\u52d5\u753bMP4\u30d5\u30a1\u30a4\u30eb\u3001\u7e26\u30fb\u6a2a\u304c\u3042\u308a\u307e\u3059\u3002
\n\uff08\u97f3\u3092\u6d88\u3057\u3066\u3044\u306a\u3044\u306e\u3067\u98a8\u306e\u97f3\u304c\u3046\u308b\u3055\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\uff09<\/p>\n

(3) \u5b9f\u884c\u7d50\u679c
\n\u30b5\u30af\u30e9 sakura01.mp4, sakura02.mp4<\/p>\n

\"plant05_movie01\"<\/p>\n

\"plant05_movie02\"<\/p>\n

\u30b5\u30c4\u30ad satsuki01.mp4<\/p>\n

\"plant05_movie03\"<\/p>\n

\u30c4\u30c4\u30b8 tsutsuji01.mp4<\/p>\n

\"plant05_movie04\"<\/p>\n

 <\/p>\n

\u4eca\u56de\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u5b9f\u884c\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002
\nOS\uff1aWindows10
\n\u8a00\u8a9e\uff1aPython 3.6.5
\n\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff1aTensorflow 1.12.0, Keras 2.2.4, OpenCV 4.5.1
\n\u672c\u4f53\uff1a\u30de\u30a6\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc LM-iH700B2N
\nCPU\uff1a Intel Core i3-8100 CPU @ 3.60GHz
\n\u672c\u4f53\u30e1\u30e2\u30ea\uff1a 12 GByte
\n\u672c\u4f53\u96fb\u6e90\uff1a 500W
\n\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30dc\u30fc\u30c9\uff1aNVIDIA Geforce GTX1070 8G<\/p>\n

\uff082021\/4\/30 S.Onda\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"\uff08\u300c \uff21\uff29\u8ab2\u984c\uff13\uff1a\u690d\u7269\u5199\u771f\u5206\u985e\uff08\uff15\uff09\u300d\u306e\u7d9a\u304d\u3067\u3059\u3002\uff09 \u300c\u690d\u7269\u5199\u771f\u5206\u985e\uff08\uff15\uff09\u300d\u3067\u4f5c\u6210\u3057\u305f\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3068OpenCV\u3092 \u5229\u7528\u3057\u3066\u52d5\u753b\u306e\u690d\u7269\u3092\u5f53\u3066\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3057\u305f\u3002 \uff08OpenCV\u306b\u3064\u3044\u3066\u306f\u300cOpenCV \u3092 …","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-1346","post","type-post","status-publish","format-standard","hentry","category-ai_ecobio"],"_links":{"self":[{"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/posts\/1346","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1346"}],"version-history":[{"count":5,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/posts\/1346\/revisions"}],"predecessor-version":[{"id":1355,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/posts\/1346\/revisions\/1355"}],"wp:attachment":[{"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1346"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}