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February 11, 2018 05:07
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Prediction a webcamera photo by a neaural network that is trained by CIFAR-10 datas.
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Using TensorFlow backend.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from __future__ import print_function\n", | |
| "import keras\n", | |
| "from keras.datasets import cifar10\n", | |
| "from keras.models import load_model\n", | |
| "import os\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "%matplotlib inline\n", | |
| "\n", | |
| "import cv2\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from IPython import display\n", | |
| "\n", | |
| "from io import BytesIO\n", | |
| "from PIL import Image\n", | |
| "from PIL import ImageOps\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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I7JIBXUCk0k+eatRMJBEYOS2KmKGhZ1ie7hXon39yrm2NBxcHZMNc/NR6tj/E5vJyakdl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UVC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\nw3tNUguMIkjd6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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x13392df98>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "vc = cv2.VideoCapture(0)\n", | |
| "\n", | |
| "if vc.isOpened(): # try to get the first frame\n", | |
| " is_capturing, frame = vc.read()\n", | |
| " frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) # makes the blues image look real colored\n", | |
| " webcam_preview = plt.imshow(frame) \n", | |
| "else:\n", | |
| " is_capturing = False\n", | |
| "\n", | |
| "# Push ■ Button!!\n", | |
| "while is_capturing:\n", | |
| " try: # Lookout for a keyboardInterrupt to stop the script\n", | |
| " is_capturing, frame = vc.read()\n", | |
| " frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) # makes the blues image look real colored\n", | |
| " webcam_preview.set_data(frame)\n", | |
| " plt.draw()\n", | |
| " \n", | |
| " display.clear_output(wait=True)\n", | |
| " display.display(plt.gcf())\n", | |
| "\n", | |
| " plt.pause(0.1) # the pause time is = 1 / frameratef\n", | |
| " except KeyboardInterrupt:\n", | |
| " vc.release()\n", | |
| " is_capturing = False\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "<class 'numpy.ndarray'>\n", | |
| "(720, 1280, 3)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(type(frame))\n", | |
| "print(frame.shape)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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WVt0IV3cfRqQM9DmjFJVQSHIcnCtVfXiyPcXxv8hcaAegJ5BLKjG96FCfBX6jdLQbv6y9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\ne33v+ewvtltsd1IfBst5P5X6UETqaRhkU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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x13392deb8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "image = Image.fromarray(np.uint8(frame))\n", | |
| "image = image.resize((32, 32))\n", | |
| "\n", | |
| "resize_frame = np.asarray(image)\n", | |
| "plt.imshow(resize_frame)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# cifar10 category label name\n", | |
| "cifar10_labels = np.array([\n", | |
| " 'airplane',\n", | |
| " 'automobile',\n", | |
| " 'bird',\n", | |
| " 'cat',\n", | |
| " 'deer',\n", | |
| " 'dog',\n", | |
| " 'frog',\n", | |
| " 'horse',\n", | |
| " 'ship',\n", | |
| " 'truck'])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "'''\n", | |
| "LOAD MODEL\n", | |
| "'''\n", | |
| "\n", | |
| "# use ResNet\n", | |
| "model = load_model('cifar10_ResNet20v1_model.092.h5')\n", | |
| "\n", | |
| "# use CNN\n", | |
| "# model = load_model('keras_cifar10_trained_model.h5')\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "I think...\n", | |
| "----------------------------------------------\n", | |
| "[airplane] : 98.88%\n", | |
| "[automobile] : 0.05%\n", | |
| "[bird] : 0.0%\n", | |
| "[cat] : 1.01%\n", | |
| "[deer] : 0.0%\n", | |
| "[dog] : 0.0%\n", | |
| "[frog] : 0.0%\n", | |
| "[horse] : 0.0%\n", | |
| "[ship] : 0.06%\n", | |
| "[truck] : 0.0%\n", | |
| "----------------------------------------------\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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U4vqNEAwcnzU5RuPk5fcF5FgWpLBDqqi/zDMIgFdOfz6fsD4+YJokTp1RsKcd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\n5QH5AAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x136ea21d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "probability : 98.88%\n", | |
| "I think this is a [airplane].\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "'''\n", | |
| "PREDICTING\n", | |
| "'''\n", | |
| "\n", | |
| "def convertCIFER10Data(image):\n", | |
| " img = image.astype('float32')\n", | |
| " img /= 255\n", | |
| " c = np.zeros(32*32*3).reshape((1,32,32,3))\n", | |
| " c[0] = img\n", | |
| " return c\n", | |
| "\n", | |
| "\n", | |
| "data = convertCIFER10Data(resize_frame)\n", | |
| "\n", | |
| "plt.imshow(resize_frame)\n", | |
| "plt.axis('off')\n", | |
| "\n", | |
| "ret = model.predict(data, batch_size=1) \n", | |
| "#print(ret)\n", | |
| "print(\"I think...\")\n", | |
| "print(\"----------------------------------------------\")\n", | |
| "bestnum = 0.0\n", | |
| "bestclass = 0\n", | |
| "for n in [0,1,2,3,4,5,6,7,8,9]:\n", | |
| " print(\"[{}] : {}%\".format(cifar10_labels[n], round(ret[0][n]*100,2)))\n", | |
| " if bestnum < ret[0][n]:\n", | |
| " bestnum = ret[0][n]\n", | |
| " bestclass = n\n", | |
| " \n", | |
| "print(\"----------------------------------------------\")\n", | |
| " \n", | |
| "plt.show()\n", | |
| "print(\"probability : {}%\".format( round(bestnum*100,2) ))\n", | |
| "print(\"I think this is a [{}].\".format(cifar10_labels[bestclass]))\n" | |
| ] | |
| }, | |
| { | |
| "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": "3.5.1" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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