Created
November 5, 2018 23:23
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import json\n", | |
"import keras as K\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib.patches as mpatches\n", | |
"import numpy as np\n", | |
"from skimage.filters import gaussian\n", | |
"from skimage.feature import canny\n", | |
"from skimage.morphology import label\n", | |
"from skimage.measure import regionprops" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fe88a7e66a0>" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(np.load('./dataset/images_arr/0.npy'), cmap=plt.cm.gray)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fe88a77dcf8>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(np.load('./dataset/mask/0.npy'), cmap=plt.cm.gray)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/emerson/.local/share/virtualenvs/PIBIC-OWZ0dQWs/lib/python3.6/site-packages/keras/engine/topology.py:1271: UserWarning: The `Merge` layer is deprecated and will be removed after 08/2017. Use instead layers from `keras.layers.merge`, e.g. `add`, `concatenate`, etc.\n", | |
" return cls(**config)\n" | |
] | |
} | |
], | |
"source": [ | |
"with open('./PreTrainedNet/model_80_epochs.json', 'r') as file:\n", | |
" config = file.read()\n", | |
"\n", | |
"model = K.models.model_from_json(config)\n", | |
"model.load_weights('./PreTrainedNet/model_80_epochs.h5')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"original_image = np.load('./dataset/images_arr/0.npy')\n", | |
"image = original_image.reshape((1, 512, 512, 1))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 38.4 s, sys: 2.63 s, total: 41 s\n", | |
"Wall time: 28.6 s\n" | |
] | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"prediction = model.predict(image)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fe8884ce080>" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"reshaped_image = prediction[0].reshape((512, 512))\n", | |
"plt.imshow(reshaped_image)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fe87c4302b0>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"image_label = label(canny(gaussian(reshaped_image), sigma=3))\n", | |
"plt.imshow(image_label)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure()\n", | |
"ax = fig.add_subplot(1, 1, 1)\n", | |
"plt.imshow(original_image, cmap=plt.cm.gray)\n", | |
"plt.axis('off')\n", | |
"\n", | |
"def show_region(region):\n", | |
" minr, minc, maxr, maxc = region.bbox\n", | |
" patch = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr, fill=False, edgecolor='red')\n", | |
" ax.add_patch(patch)\n", | |
"\n", | |
"[*map(show_region, regionprops(image_label))]\n", | |
"plt.show()" | |
] | |
} | |
], | |
"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": "3.6.0" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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