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Last active November 14, 2017 10:35
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MobileNetSSD with OpenCV
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MobileNetSSD with OpenCV\n",
"\n",
"- you can get trained model and prototxt : https://www.pyimagesearch.com/2017/09/11/object-detection-with-deep-learning-and-opencv/"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
" \n",
"# import the necessary packages\n",
"import numpy as np\n",
"import sys\n",
"from logging import getLogger, DEBUG, StreamHandler\n",
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"\n",
"def deep_learning_object_detection(image, prototxt, model):\n",
" logger = getLogger(__name__)\n",
" logger.setLevel(DEBUG)\n",
" handler = StreamHandler(sys.stderr)\n",
" handler.setLevel(DEBUG)\n",
" logger.addHandler(handler)\n",
"\n",
" # construct the argument parse and parse the arguments\n",
" CONFIDENCE = 0.2\n",
"\n",
" # initialize the list of class labels MobileNet SSD was trained to\n",
" # detect, then generate a set of bounding box colors for each class\n",
" CLASSES = [\"background\", \"aeroplane\", \"bicycle\", \"bird\", \"boat\",\"bottle\", \"bus\", \"car\", \"cat\", \"chair\", \"cow\", \"diningtable\",\n",
" \"dog\", \"horse\", \"motorbike\", \"person\", \"pottedplant\", \"sheep\", \"sofa\", \"train\", \"tvmonitor\"]\n",
" COLORS = np.random.uniform(0, 255, size=(len(CLASSES), 3))\n",
" \n",
" # load our serialized model from disk\n",
" logger.info(\"Loading model...\")\n",
"\n",
" net = cv2.dnn.readNetFromCaffe(prototxt, model)\n",
" \n",
" # load the input image and construct an input blob for the image\n",
" # by resizing to a fixed 300x300 pixels and then normalizing it\n",
" # (note: normalization is done via the authors of the MobileNet SSD\n",
" # implementation)\n",
" image = cv2.imread(image)\n",
" (h, w) = image.shape[:2]\n",
" blob = cv2.dnn.blobFromImage(cv2.resize(image, (300, 300)), 0.007843, (300, 300), 127.5)\n",
" \n",
" # pass the blob through the network and obtain the detections and\n",
" # predictions\n",
" logger.info(\"computing object detections...\")\n",
"\n",
" net.setInput(blob)\n",
" detections = net.forward()\n",
"\n",
" # loop over the detections\n",
" for i in np.arange(0, detections.shape[2]):\n",
" # extract the confidence (i.e., probability) associated with the\n",
" # prediction\n",
" confidence = detections[0, 0, i, 2]\n",
"\n",
" # filter out weak detections by ensuring the `confidence` is\n",
" # greater than the minimum confidence\n",
" if confidence > CONFIDENCE:\n",
" # extract the index of the class label from the `detections`,\n",
" # then compute the (x, y)-coordinates of the bounding box for\n",
" # the object\n",
" idx = int(detections[0, 0, i, 1])\n",
" box = detections[0, 0, i, 3:7] * np.array([w, h, w, h])\n",
" (startX, startY, endX, endY) = box.astype(\"int\")\n",
" \n",
" # display the prediction\n",
" label = \"{}: {:.2f}%\".format(CLASSES[idx], confidence * 100)\n",
" logger.info(label)\n",
"\n",
" cv2.rectangle(image, (startX, startY), (endX, endY), COLORS[idx], 2)\n",
" y = startY - 15 if startY - 15 > 15 else startY + 15\n",
" cv2.putText(image, label, (startX, y), cv2.FONT_HERSHEY_SIMPLEX, 0.5, COLORS[idx], 2)\n",
"\n",
" # show the output image\n",
" plt.imshow(image)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading model...\n",
"computing object detections...\n",
"car: 99.96%\n",
"car: 95.68%\n"
]
},
{
"data": {
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y+hOU+p5IZoIAiQ4EJypTECrVAzGIQ4BiFbHKkLI0U+aEsXAgUZMqDF0/qSL7DJgMNWVc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\nijAtKCgoqAD/BRNHTnsqFNHAAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110f97908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image = \"images/example_01.jpg\"\n",
"prototxt=\"MobileNetSSD_deploy.prototxt.txt\"\n",
"model=\"MobileNetSSD_deploy.caffemodel\"\n",
"\n",
"deep_learning_object_detection(image, prototxt, model)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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