{"id":1937,"date":"2020-10-07T13:19:09","date_gmt":"2020-10-07T04:19:09","guid":{"rendered":"https:\/\/raspi-katsuyou.com\/?p=1937"},"modified":"2020-10-09T08:37:56","modified_gmt":"2020-10-08T23:37:56","slug":"%e3%83%a9%e3%82%ba%e3%83%91%e3%82%a4%e3%81%a7-face-mask-detector-with-opencv-keras-tensorflo%ef%bd%97%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%a6%e3%81%bf%e3%81%9f","status":"publish","type":"post","link":"https:\/\/raspi-katsuyou.com\/index.php\/2020\/10\/07\/13\/19\/09\/1937\/","title":{"rendered":"\u30e9\u30ba\u30d1\u30a4\u3067 Face Mask Detector with OpenCV, Keras\/TensorFlo\uff57\u3092\u4f7f\u3063\u3066\u307f\u305f"},"content":{"rendered":"\n<p>\u30b3\u30ed\u30ca\u5bfe\u7b56\u3068\u3057\u3066\u4f53\u6e29\u6e2c\u5b9a\u3068\u30de\u30b9\u30af\u691c\u51fa\u306f\u5fc5\u9808\u3068\u601d\u3044\u3001<strong>COVID-19 face mask detector\u3000with OpenCV, Keras\/TensorFlo\uff57<\/strong>\u3092\u8a66\u3057\u3066\u307f\u305f\u306e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u3044\u305f\u306e\u306f\u3001\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u3067\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.pyimagesearch.com\/2020\/05\/04\/covid-19-face-mask-detector-with-opencv-keras-tensorflow-and-deep-learning\/\" data-type=\"URL\" data-id=\"https:\/\/www.pyimagesearch.com\/2020\/05\/04\/covid-19-face-mask-detector-with-opencv-keras-tensorflow-and-deep-learning\/\">https:\/\/www.pyimagesearch.com\/2020\/05\/04\/covid-19-face-mask-detector-with-opencv-keras-tensorflow-and-deep-learning\/<\/a><\/p>\n\n\n\n<p>\u4e0a\u8a18\u30b5\u30a4\u30c8\u304b\u3089\u30b3\u30fc\u30c9\u4e00\u5f0f\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3001\u30e9\u30ba\u30d1\u30a4\u306b\u8ee2\u9001\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-large-font-size\">Face mask detector with OpenCV, Keras\/TensorFlo\uff57\u3068\u306f\uff1f<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u304c\u300cFace mask detector with OpenCV, Keras\/TensorFlo\uff57\u300d\u306e\u69cb\u6210\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5927\u304d\u304f\u5206\u3051\u308b\u3068\u3001\u30de\u30b9\u30af\u691c\u51fa\u306e\u5b66\u7fd2\u30d5\u30a7\u30fc\u30ba\u3068\u9069\u7528\u30d5\u30a7\u30fc\u30ba\u306e2\u3064\u306b\u308f\u304b\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u30de\u30b9\u30af\u3042\u308a\u30fb\u306a\u3057\u753b\u50cf\u30c7\u30fc\u30bf\uff08dataset)\u3092\u5143\u306b\u5b66\u7fd2\u3057\u307e\u3059\u3002\u5b66\u7fd2\u30d5\u30a7\u30fc\u30ba\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u5b66\u7fd2\u6e08\u306e\u30e2\u30c7\u30eb\uff08mask_detector.model)\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u9069\u7528\u30d5\u30a7\u30fc\u30b9\u3067\u306f\u3001\u5148\u7a0b\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3001\u30de\u30b9\u30af\u691c\u51fa\u3092\u884c\u3044\u7d50\u679c\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"983\" height=\"506\" src=\"https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-1.png\" alt=\"\" class=\"wp-image-1941\" srcset=\"https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-1.png 983w, https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-1-300x154.png 300w, https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-1-768x395.png 768w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><figcaption>Face mask detector with OpenCV, Keras\/TensorFlo\uff57\u306e\u69cb\u6210\u56f3<\/figcaption><\/figure>\n\n\n\n<p class=\"has-large-font-size\">\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p>\n\n\n\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u307f\u308b\u3068\u3001TensorFlow\u3068imutils,sklearn\u304c\u5fc5\u8981\u306b\u306a\u308b\u306e\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u306fpip\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u307e\u3067\u306b\u3001\u81ea\u5206\u306e\u74b0\u5883\u306ePython\u3068Pip\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u4ee5\u4e0b\u3067\u3059\u3002Python\u306f\u6a19\u6e96\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ python3 -V\nPython 3.7.3\n$ pip3 -V\npip 20.2.3 from \/home\/xxx\/.local\/lib\/python3.7\/site-packages\/pip (python 3.7)<\/pre>\n\n\n\n<p>\u307e\u305a\u3001TensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ pip3 install tensorflow<\/pre>\n\n\n\n<p>\u7d9a\u3044\u3066\u3001imutils,sklearn\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ pip3 install imutils sklearn<\/pre>\n\n\n\n<p>\u4ee5\u4e0a\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4f5c\u696d\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-large-font-size\">Phase1:\u30de\u30b9\u30af\u691c\u51fa\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2<\/p>\n\n\n\n<p>\u30de\u30b9\u30af\u3042\u308a\u30fb\u306a\u3057\u306e\u753b\u50cf\u30c7\u30fc\u30bf\uff08dataset)\u3092\u5143\u306b\u5b66\u7fd2\u3055\u305b\u307e\u3059\u3002<br>\u203b\u5f15\u6570\u201d&#8211;dataset&#8221;\u3067\u5b66\u7fd2\u5bfe\u8c61\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u6307\u5b9a\uff08dataset\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5185\u306b\u30b5\u30f3\u30d7\u30eb\u753b\u50cf\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u305d\u306e\u307e\u307e\u4f7f\u7528\u3057\u307e\u3059\uff09<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ python3 train_mask_detector.py --dataset dataset\n2020-10-07 10:02:27.370758: E tensorflow\/core\/platform\/hadoop\/hadoop_file_system.cc:132] HadoopFileSystem load error: libhdfs.so: cannot open shared object file: No such file or directory<\/pre>\n\n\n\n<p>tensorflow\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3067\u30a8\u30e9\u30fc\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u304c\u3001\u5f71\u97ff\u306f\u306a\u3055\u305d\u3046\u306a\u306e\u3067\u3001\u3068\u308a\u3042\u3048\u305a\u7121\u8996\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e9\u30ba\u30d1\u30a4\uff14\u3067\u5b66\u7fd2\u3055\u305b\u3088\u3046\u3068\u8a66\u307f\u305f\u306e\u3067\u3059\u304c\u3001\u30e9\u30ba\u30d1\u30a4\uff14(2GB)\u30e2\u30c7\u30eb\u3060\u3068\u30e1\u30e2\u30ea\u304c\u8db3\u308a\u305f\u3044\u307f\u305f\u3044\u3067\u9014\u4e2d\u3067\u843d\u3061\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u30ab\u30fc\u30cd\u30eb\u309264\u30d3\u30c3\u30c8\u5316\u3057\u3066\u3082\u30c0\u30e1\u3067\u3057\u305f\u3002\u3082\u3063\u3068\u30e1\u30e2\u30ea\u3092\u642d\u8f09\u3057\u3066\u3044\u308b\u30e2\u30c7\u30eb(4GB\/8GB)\u3060\u3068\u4e0a\u624b\u304f\u3044\u304f\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u624b\u5143\u306b\u306a\u3044\u306e\u3067\u65ad\u5ff5\u30fb\u30fb\u30fb<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Traceback (most recent call last):\nFile \"train_mask_detector.py\", line 66, in\ndata = np.array(data, dtype=\"float32\")\nValueError: array is too big; <code>arr.size * arr.dtype.itemsize<\/code> is larger than the maximum possible size.<\/pre>\n\n\n\n<p>\u3068\u308a\u3042\u3048\u305a\u3001Debian\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f64\u30d3\u30c3\u30c8PC(\u30e1\u30e2\u30ea\u3044\u3063\u3071\u3044\u7a4d\u3093\u3067\u308b\uff09\u3067\u5b66\u7fd2\u3055\u305b\u3066\u307f\u307e\u3057\u305f\u3002\u5b66\u7fd2\u304c\u7121\u4e8b\u306b\u5b8c\u4e86\u3059\u308b\u3068\u3001\u201dmask_detector.model\u201d\u3068\u201dplot.png&#8221;\u30d5\u30a1\u30a4\u30eb\u304c\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002\u5b9f\u884c\u7d50\u679c\u3092\u307f\u3066\u307f\u308b\u3068\u300120\u56de\u307b\u3069\u5b66\u7fd2\u3055\u305b\u3066\u4fe1\u983c\u6027\u3092\u4e0a\u3052\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">[INFO] compiling model\u2026\n[INFO] training head\u2026\nEpoch 1\/20\nWARNING:tensorflow:From \/home\/user1\/.local\/lib\/python3.7\/site-packages\/tensorflow\/python\/ops\/math_grad.py:1250: add_dispatch_support..wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nUse tf.where in 2.0, which has the same broadcast rule as np.where\n4\/4 [==============================] - 6s 2s\/step - loss: 0.9033 - acc: 0.5000 - val_loss: 0.5485 - val_acc: 0.7568\nEpoch 2\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.8019 - acc: 0.5938 - val_loss: 0.5715 - val_acc: 0.6216\nEpoch 3\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.7502 - acc: 0.6053 - val_loss: 0.5899 - val_acc: 0.5946\nEpoch 4\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.6791 - acc: 0.5965 - val_loss: 0.5493 - val_acc: 0.5946\nEpoch 5\/20\n4\/4 [==============================] - 4s 994ms\/step - loss: 0.6822 - acc: 0.6228 - val_loss: 0.5115 - val_acc: 0.6216\nEpoch 6\/20\n4\/4 [==============================] - 4s 956ms\/step - loss: 0.5556 - acc: 0.7105 - val_loss: 0.4572 - val_acc: 0.7027\nEpoch 7\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.5516 - acc: 0.7368 - val_loss: 0.3600 - val_acc: 0.7838\nEpoch 8\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.4679 - acc: 0.7807 - val_loss: 0.3677 - val_acc: 0.7838\nEpoch 9\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.4024 - acc: 0.8203 - val_loss: 0.3479 - val_acc: 0.7838\nEpoch 10\/20\n4\/4 [==============================] - 4s 975ms\/step - loss: 0.3760 - acc: 0.8684 - val_loss: 0.3092 - val_acc: 0.7838\nEpoch 11\/20\n4\/4 [==============================] - 4s 969ms\/step - loss: 0.3607 - acc: 0.8246 - val_loss: 0.3538 - val_acc: 0.7838\nEpoch 12\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.3129 - acc: 0.8772 - val_loss: 0.2926 - val_acc: 0.7838\nEpoch 13\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.3048 - acc: 0.8828 - val_loss: 0.3156 - val_acc: 0.8108\nEpoch 14\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.2768 - acc: 0.8947 - val_loss: 0.2923 - val_acc: 0.8108\nEpoch 15\/20\n4\/4 [==============================] - 4s 995ms\/step - loss: 0.2336 - acc: 0.9298 - val_loss: 0.2712 - val_acc: 0.8649\nEpoch 16\/20\n4\/4 [==============================] - 4s 952ms\/step - loss: 0.2683 - acc: 0.8947 - val_loss: 0.2412 - val_acc: 0.8649\nEpoch 17\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.2506 - acc: 0.9062 - val_loss: 0.2837 - val_acc: 0.8108\nEpoch 18\/20\n4\/4 [==============================] - 4s 912ms\/step - loss: 0.2548 - acc: 0.8900 - val_loss: 0.2290 - val_acc: 0.8649\nEpoch 19\/20\n4\/4 [==============================] - 4s 1s\/step - loss: 0.2065 - acc: 0.9453 - val_loss: 0.2376 - val_acc: 0.9189\nEpoch 20\/20\n4\/4 [==============================] - 4s 995ms\/step - loss: 0.2424 - acc: 0.9035 - val_loss: 0.2381 - val_acc: 0.9189\n[INFO] evaluating network\u2026\nprecision recall f1-score support\nwith_mask 0.87 1.00 0.93 20\nwithout_mask 1.00 0.82 0.90 17\n<code>accuracy 0.92 37<\/code>\nmacro avg 0.93 0.91 0.92 37\nweighted avg 0.93 0.92 0.92 37\n[INFO] saving mask detector model\u2026<\/pre>\n\n\n\n<p>\u5b66\u7fd2\u7d50\u679c\u306f\u3001\u51fa\u529b\u3055\u308c\u308b\u201dplot.png&#8221;\u30d5\u30a1\u30a4\u30eb\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Epoch#(\u5b66\u7fd2\u56de\u6570\uff09\u304c\u5897\u3048\u308b\u3054\u3068\u306bLoss\u304c\u4e0b\u304c\u3063\u3066\u3001Accuracy\u304c\u4e0a\u304c\u3063\u3066\u3044\u308b\u306e\u304c\u5206\u304b\u308a\u307e\u3059\u306d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"460\" src=\"https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-2.png\" alt=\"\" class=\"wp-image-1951\" srcset=\"https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-2.png 614w, https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-2-300x225.png 300w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><figcaption>\u5b66\u7fd2\u7d50\u679c\u306e\u30b0\u30e9\u30d5\uff08plot.png)<\/figcaption><\/figure>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u3053\u306e\u5b66\u7fd2\u6e08\u306e\u30e2\u30c7\u30eb\u3092\u30e9\u30ba\u30d1\u30a4\u306b\u30b3\u30d4\u30fc\u3057\u3066\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002\u305f\u3060\u3001\u521d\u671f\u72b6\u614b\u3067\u3082\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u304c\u5165\u3063\u3066\u308b\u3088\u3046\u306a\u306e\u3067\u3001\u5b66\u7fd2\u305b\u305a\u306b\u30de\u30b9\u30af\u691c\u51fa\u306e\u307f\u3092\u8a66\u3059\u3053\u3068\u3082\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-large-font-size\">Phase2:\u30de\u30b9\u30af\u691c\u51fa\u30c7\u30fc\u30bf\u306e\u9069\u7528<\/p>\n\n\n\n<p>\u5b66\u7fd2\u6e08\u306e\u30c7\u30fc\u30bf\u3092\u5143\u306b\u30b5\u30f3\u30d7\u30eb\u753b\u50cf\u3092\u4f7f\u3063\u3066\u30de\u30b9\u30af\u691c\u51fa\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ python3 detect_mask_image.py --image images\/pic1.jpeg<\/pre>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30eb\u753b\u50cf(pic1.jpeg)\u304b\u3089\u6b63\u3057\u304f\u30de\u30b9\u30af\u3092\u691c\u51fa\u3067\u304d\u3066\u3044\u307e\u3059\u3002<br>\u203b\u7dd1\u67a0\u3068\u7dd1\u6587\u5b57(Mask)\u304c\u30de\u30b9\u30af\u3042\u308a\u5224\u5b9a\u3067\u3001\u8d64\u67a0\u3068\u8d64\u6587\u5b57\uff08No_Mask)\u304c\u30de\u30b9\u30af\u306a\u3057\u5224\u5b9a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"597\" src=\"https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-3.png\" alt=\"\" class=\"wp-image-1955\" srcset=\"https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-3.png 840w, https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-3-300x213.png 300w, https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-3-768x546.png 768w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n\n\n\n<p>\u6b21\u306f\u6620\u50cf\u5165\u529b\u3092\u4f7f\u3063\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u30de\u30b9\u30af\u3042\u308a\u30fb\u306a\u3057\u3092\u691c\u51fa\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ python3 detect_mask_video.py<\/pre>\n\n\n\n<p>\u30de\u30b9\u30af\u3092\u3064\u3051\u305f\u308a\u3001\u306f\u305a\u3057\u305f\u308a\u3057\u3066\u6b63\u3057\u304f\u8a8d\u8b58\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30de\u30b9\u30af\u306a\u3057\u306e\u5834\u5408\u306f\u8d64\u67a0\u3068\u8d64\u6587\u5b57\uff08No_Mask)\u3067\u3001\u30de\u30b9\u30af\u3042\u308a\u306e\u5834\u5408\u306f\u7dd1\u67a0\u3068\u7dd1\u6587\u5b57(Mask)\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"301\" src=\"https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-4.png\" alt=\"\" class=\"wp-image-1957\" srcset=\"https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-4.png 692w, https:\/\/raspi-katsuyou.com\/wp-content\/uploads\/2020\/10\/image-4-300x130.png 300w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><\/figure>\n\n\n\n<p>\u30e9\u30ba\u30d1\u30a4\u3067\u691c\u51fa\u3059\u308b\u3068\u30d1\u30ef\u30fc\u4e0d\u8db3\u306a\u306e\u304b\u753b\u50cf\u304c\u30ab\u30af\u30ab\u30af\u306a\u308b\u306e\u3067\u3001\u4f53\u6e29\u6e2c\u5b9a\u7d50\u679c\u3092\u8868\u793a\u3059\u308b\u969b\u306b\u3001\u30de\u30b9\u30af\u691c\u51fa\u3092\u884c\u3063\u3066\u30de\u30b9\u30af\u6709\u7121\u306e\u7d50\u679c\u8868\u793a\u306e\u307f\u3059\u308b\u3088\u3046\u306b\u3059\u308c\u3070\u4f7f\u3048\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30b3\u30ed\u30ca\u798d\u3067\u3001\u30de\u30b9\u30af\u6709\u7121\u3092\u691c\u51fa\u3059\u308b\u5834\u5408\u306b\u306f\u3068\u3066\u3082\u52a9\u304b\u308a\u307e\u3059\u306d\u3002<\/p>\n\n\n\n<p>\u4f53\u6e29\u6e2c\u5b9a\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u8a66\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<div class=\"veu_socialSet veu_socialSet-position-after veu_contentAddSection\"><script>window.twttr=(function(d,s,id){var 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-->","protected":false},"excerpt":{"rendered":"<p>\u30b3\u30ed\u30ca\u5bfe\u7b56\u3068\u3057\u3066\u4f53\u6e29\u6e2c\u5b9a\u3068\u30de\u30b9\u30af\u691c\u51fa\u306f\u5fc5\u9808\u3068\u601d\u3044\u3001COVID-19 face mask detector\u3000with OpenCV, Keras\/TensorFlo\uff57\u3092\u8a66\u3057\u3066\u307f\u305f\u306e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u3044\u305f\u306e\u306f &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/raspi-katsuyou.com\/index.php\/2020\/10\/07\/13\/19\/09\/1937\/\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u30e9\u30ba\u30d1\u30a4\u3067 Face Mask Detector with OpenCV, Keras\/TensorFlo\uff57\u3092\u4f7f\u3063\u3066\u307f\u305f&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":1973,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"vkexunit_cta_each_option":"","footnotes":""},"categories":[41,36,6],"tags":[],"class_list":["post-1937","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-covid_19","category-camera","category-raspi-kakunin"],"_links":{"self":[{"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/posts\/1937","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/comments?post=1937"}],"version-history":[{"count":0,"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/posts\/1937\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/media\/1973"}],"wp:attachment":[{"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/media?parent=1937"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/categories?post=1937"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/raspi-katsuyou.com\/index.php\/wp-json\/wp\/v2\/tags?post=1937"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}