{"id":1970,"date":"2025-11-28T00:38:04","date_gmt":"2025-11-27T15:38:04","guid":{"rendered":"http:\/\/www.ecobioinfo.com\/?p=1970"},"modified":"2025-11-28T13:31:02","modified_gmt":"2025-11-28T04:31:02","slug":"%e6%b7%b1%e5%b1%a4%e5%ad%a6%e7%bf%92-tensorflow-hub-%e3%82%a4%e3%83%b3%e3%82%b9%e3%83%88%e3%83%bc%e3%83%ab%e3%81%a8%e3%82%b5%e3%83%b3%e3%83%97%e3%83%ab%e3%83%97%e3%83%ad%e3%82%b0%e3%83%a9%e3%83%a0","status":"publish","type":"post","link":"https:\/\/www.ecobioinfo.com\/?p=1970","title":{"rendered":"\u6df1\u5c64\u5b66\u7fd2 TensorFlow HUB \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0"},"content":{"rendered":"

\u300c\u6df1\u5c64\u5b66\u7fd2\u3000Ubuntu 24.04 \u306b Tensorflow GPU \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a>\u300d
\n\u3067\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u74b0\u5883\u3092\u65b0\u3057\u304f\u3057\u305f\u306e\u3067\u3001\u3053\u306e\u74b0\u5883\u3067 TensorFlow HUB \u3092\u8a66\u3057\u3066\u3057\u307e\u3057\u305f\u3002<\/p>\n

TensorFlow HUB \u306f\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u3001tensorflow_hub \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u6700\u65b0\u306e\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n

TensorFlow HUB \u30b9\u30bf\u30fc\u30c8\u30ac\u30a4\u30c9\uff08\u516c\u5f0f\u30da\u30fc\u30b8\uff09
\nhttps:\/\/www.tensorflow.org\/hub\/tutorials?hl=ja<\/a><\/p>\n

(1) TensorFlow HUB \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p>\n

TensorFlow HUB \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08\u516c\u5f0f\u30da\u30fc\u30b8\uff09
\nhttps:\/\/www.tensorflow.org\/hub\/installation?hl=ja<\/a><\/p>\n

\u4eee\u60f3\u74b0\u5883\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb
\n(.venv):~\/pytorch\/tf$ pip install “tensorflow>=2.0.0”
\n(.venv):~\/pytorch\/tf$ pip install –upgrade tensorflow-hub<\/p>\n

(2) \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c<\/p>\n

\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3000\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\uff08\u516c\u5f0f\u30da\u30fc\u30b8\uff09
\nhttps:\/\/www.tensorflow.org\/hub\/tutorials\/object_detection?hl=ja<\/a><\/p>\n

\u57fa\u672c\u7684\u306b\u306f\u3001Jupyter notebook \u3067\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30bd\u30fc\u30b9\u3092\u30b3\u30d4\u30fc\u3057\u3066\u5b9f\u884c\u3059\u308c\u3070\u52d5\u304d\u307e\u3059\u3002
\n\uff08\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u306a\u3044\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u3064\u3044\u3066\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306a\u3069\u304c\u5fc5\u8981\u3067\u3059\u3002\uff09<\/p>\n

\u307e\u305a\u300c\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7 Imports and function definition\u300d\u306e\u30bd\u30fc\u30b9\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u7121\u3057\u30a8\u30e9\u30fc”ModuleNotFoundError: No module named ‘matplotlib'” \u304c\u51fa\u307e\u3057\u305f\u306e\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002<\/p>\n

(.venv):~\/pytorch\/tf$ pip install matplotlib<\/p>\n

\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u306b Imports and function definition \u30b5\u30f3\u30d7\u30eb\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5b9f\u884c<\/p>\n

\u5b9f\u884c\u7d50\u679c\uff08\u4e00\u90e8\u629c\u7c8b\uff09——————
\n2.20.0
\nThe following GPU devices are available: \/device:GPU:0
\n————————–<\/p>\n

TensorFlow\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u5229\u7528\u53ef\u80fd\u306a GPU \u306e\u8868\u793a\u304c\u554f\u984c\u306a\u304f\u51fa\u529b\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n

\u300c\u4f7f\u7528\u4f8b\u300d\u4ee5\u964d\u306e\u30bd\u30fc\u30b9\u3092\u30b3\u30d4\u30fc\u3057\u3066 Jupyter notebook \u3067\u5b9f\u884c\u3057\u3066\u3001\u6b86\u3069\u306f\u305d\u306e\u307e\u307e\u3067\u52d5\u304d\u307e\u3057\u305f\u3002
\n\u3053\u306e\u74b0\u5883\u3067\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u753b\u50cf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067 “HTTP Error 403” \u306e HTTPError \u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u304c\u3001\u3068\u308a\u3042\u3048\u305a\u30b5\u30f3\u30d7\u30eb\u753b\u50cf\u3092\u624b\u52d5\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u30ed\u30fc\u30ab\u30eb\u304b\u3089\u306e\u8aad\u307f\u8fbc\u307f\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u753b\u50cf\u306f\u30a6\u30a3\u30ad\u30e1\u30c7\u30a3\u30a2\u30fb\u30b3\u30e2\u30f3\u30ba\u304b\u3089\u7372\u5f97
\nhttps:\/\/commons.wikimedia.org\/wiki\/File:Naxos_Taverna.jpg<\/a><\/p>\n

\u30b5\u30f3\u30d7\u30eb\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e
\nimage_url = “https:\/\/upload.wikimedia.org\/wikipedia\/commons\/6\/60\/Naxos_Taverna.jpg”
\n\u306e\u90e8\u5206\u3092
\nimage_url = “file:\/\/\/home\/(user)\/pytorch\/tf\/Naxos_Taverna.jpg”
\n\u306b\u4fee\u6b63\u3057\u3066\u5b9f\u884c<\/p>\n

\u3053\u306e\u30da\u30fc\u30b8\u306e\u30b5\u30f3\u30d7\u30eb\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3067\u306f openimages_v4\/inception_resnet_v2\/1 \u306e\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

module_handle = “https:\/\/tfhub.dev\/google\/faster_rcnn\/openimages_v4\/inception_resnet_v2\/1”<\/p>\n

\u53c2\u8003\uff1a\u30e2\u30c7\u30eb\u306e\u30da\u30fc\u30b8
\nhttps:\/\/www.kaggle.com\/models\/tensorflow\/inception-resnet-v2<\/a>
\n\u53c2\u8003\uff1aopenimages_v4\u306e\u30da\u30fc\u30b8
\nhttps:\/\/storage.googleapis.com\/openimages\/web\/download_v4.html<\/a><\/p>\n

\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u753b\u50cf\u3067\u63a8\u8ad6\u5b9f\u884c\u7d50\u679c\uff08Jupyter notebook\u3067\u5b9f\u884c\u3057\u305f\u7d50\u679c\u3067\u3059\u3002\uff09
\n\"TensorFlowHUBsample\"<\/a><\/p>\n

\u307b\u307c\u30b5\u30f3\u30d7\u30eb\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u901a\u308a\u3067\u5b9f\u884c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n

(3) \u30b5\u30f3\u30d7\u30eb\u30d7\u30e9\u30b0\u30e9\u30e0\u306e\u5fdc\u7528<\/p>\n

\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u53c2\u8003\u306b\u3057\u3066\u3001\u30d5\u30a9\u30eb\u30c0\u5185\u306e\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u306e\u7279\u5b9a\u306e\u52d5\u7269\uff08\u3068\u308a\u3042\u3048\u305a\u30af\u30de\uff09\u306e\u691c\u51fa\u3092\u884c\u3046\u7c21\u5358\u306a Python \u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u81ea\u4f5c\u3057\u3066\u307f\u307e\u3057\u305f\u3002
\n(\u7df4\u7fd2\u306e\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3059\u3002\u8a73\u7d30\u306e\u52d5\u4f5c\u78ba\u8a8d\u306f\u884c\u3063\u3066\u3044\u307e\u305b\u3093\u3002)<\/p>\n

Python\u30d7\u30ed\u30b0\u30e9\u30e0\uff08\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb UTF-8\uff09
\ntf_od_pic_sample.py<\/a><\/p>\n

\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u306e\u3042\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u9078\u629e\u3057\u3066\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3092\u9806\u6b21\u8aad\u307f\u8fbc\u307f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u691c\u51fa\u3001\u63a8\u8ad6\u7d50\u679c\u3067\u8a72\u5f53\u3059\u308b\u30af\u30e9\u30b9\u306e\u3042\u308b\u753b\u50cf\u306b\u306f\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u3092\u63cf\u753b\u3057\u3066\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n

\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u4ee5\u4e0b\u306e\u90e8\u5206\u3067\u30e2\u30c7\u30eb\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u30af\u30e9\u30b9\u540d\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

# \u5bfe\u8c61\u306e\u30af\u30e9\u30b9
\n# \u5fc5\u8981\u306b\u5fdc\u3058\u3066\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u30af\u30e9\u30b9\u540d\u3092\u6307\u5b9a
\n# \u30af\u30de
\nTARGET_CLASSES = [ “Bear”, “Brown bear” ]<\/p>\n

\u3053\u3053\u3067\u306f Bear\uff08\u30af\u30de\u4e00\u822c\uff09\u3001Brown bear\uff08\u30d2\u30b0\u30de\uff09\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002
\n\uff08\u305d\u306e\u4e0b\u306b\u30b3\u30e1\u30f3\u30c8\u3068\u3057\u3066\u3001\u52d5\u7269\u95a2\u9023\u306e\u30af\u30e9\u30b9\u540d\u4e00\u89a7\u3092\u8a18\u8ff0\u3057\u3066\u304a\u304d\u307e\u3057\u305f\u3002\uff09<\/p>\n

\u4e0b\u8a18\u306e\u3088\u3046\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u7d50\u679c\u306e\u30af\u30e9\u30b9\u304b\u3089\u5fc5\u8981\u306a\u90e8\u5206\u306e\u307f\u3092\u5bfe\u8c61\u3068\u3059\u308b\u30ed\u30b8\u30c3\u30af\u3092\u52a0\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n

class_name = class_names[i].decode(“ascii”)
\n if (scores[i] >= min_score) and (class_name in TARGET_CLASSES) :<\/p>\n

\u51fa\u529b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306f\u3001\u5165\u529b\u30d5\u30a1\u30a4\u30eb\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u914d\u4e0b\u306b\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002\uff08\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u540d\uff1adetected+(\u6570\u5b57)\uff09<\/p>\n

\u5b9f\u884c\u4f8b\uff09
\n\u753b\u50cf\u306e\u3042\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea
\n\"\u5b9f\u884c\u524d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\"<\/a>
\n\u30c6\u30b9\u30c8\u306b\u4f7f\u7528\u3057\u305f\u753b\u50cf\u306f\u3001PhotoAC \u30d5\u30ea\u30fc\u7d20\u6750\u30b5\u30a4\u30c8<\/a>\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30d2\u30b0\u30de\u3068\u30c4\u30ad\u30ce\u30ef\u30b0\u30de\u306e\u753b\u50cf\u3001\u30c8\u30ec\u30a4\u30eb\u30ab\u30e1\u30e9\uff08\u300c\u30c8\u30ec\u30a4\u30eb\u30ab\u30e1\u30e9(\uff12) \u91ce\u751f\u52d5\u7269\u306e\u89b3\u5bdf\uff11<\/a>\u300d\uff09\u306e\u6620\u3057\u305f\uff08\u304a\u305d\u3089\u304f\uff09\u30c4\u30ad\u30ce\u30ef\u30b0\u30de\u306e\u4e00\u90e8\u3068\u3001\u30b7\u30ab\u3001\u9ce5\u306e\u753b\u50cf\u3067\u3059\u3002<\/p>\n

\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u9078\u629e
\n\"\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u9078\u629e\"<\/a>
\n\u5b9f\u884c\u7d50\u679c
\n\"\u5b9f\u884c\u7d50\u679c\"<\/a><\/p>\n

\u51fa\u529b\u3055\u308c\u305f\u753b\u50cf
\n\u30d2\u30b0\u30de
\n\"labeled_higuma001\"<\/a>
\n\u30d2\u30b0\u30de\u306f\u4e0a\u624b\u304f\u691c\u51fa\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n

\u30c4\u30ad\u30ce\u30ef\u30b0\u30de
\n\"labeled_tsukinowaguma001\"<\/a><\/p>\n

\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3067\u7279\u306b\u300c\u30c4\u30ad\u30ce\u30ef\u30b0\u30de\u300d\u306e\u30af\u30e9\u30b9\u306f\u7121\u3044\u3067\u3059\u304c\u3001\u5168\u8eab\u304c\u6620\u3063\u305f\u753b\u50cf\u3067\u306f Brown Bear 88%, Bear 61% \u3068\u3057\u3066\u691c\u51fa\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n

\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30af\u30de\u753b\u50cf\u306e\u3046\u3061\u4f53\u306e\u4e00\u90e8\u306e\u307f\u304c\u6620\u3063\u305f\u753b\u50cf\u3067\u306f\u6b63\u5e38\u306b\u691c\u51fa\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002
\n\"kuma_trail08\"<\/a><\/p>\n

\"kuma_trail13\"<\/a><\/p>\n

\"kuma_trail49\"<\/a><\/p>\n

\u3053\u308c\u3089\u306e\u753b\u50cf\u306f\u4eba\u9593\u304c\u76ee\u8996\u3057\u3066\u3082\u308f\u304b\u308a\u306b\u304f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

\u4eca\u56de\u306e\u30c6\u30b9\u30c8\u3067\u4f7f\u7528\u3057\u305f\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u306e\u4e00\u90e8\u306f\u30c8\u30ec\u30a4\u30eb\u30ab\u30e1\u30e9\uff08\u300c\u30c8\u30ec\u30a4\u30eb\u30ab\u30e1\u30e9(\uff12) \u91ce\u751f\u52d5\u7269\u306e\u89b3\u5bdf\uff11<\/a>\u300d\uff09\u306e\u6620\u3057\u305f\uff08\u304a\u305d\u3089\u304f\uff09\u30c4\u30ad\u30ce\u30ef\u30b0\u30de\u306e\u4e00\u90e8\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n

https:\/\/www.ecobioinfo.com\/wordpress\/wp-content\/uploads\/2025\/11\/DSCF0335kuma.mp4<\/a><\/video><\/div>\n

\u4eba\u9593\u304c\u5224\u5225\u3059\u308b\u306a\u3089\u4e00\u9023\u306e\u52d5\u304d\u304b\u3089\u7dcf\u5408\u7684\u5224\u65ad\u3067\uff08\u304a\u305d\u3089\u304f\uff09\u30af\u30de\u3068\u5206\u304b\u308b\u601d\u3044\u307e\u3059\u304c\u3001\u5358\u7d14\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u30e2\u30c7\u30eb\u306e\u5834\u5408\u3060\u3068\u5224\u65ad\u304c\u96e3\u3057\u3044\u5834\u5408\u3082\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002
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