157 lines
299 KiB
Plaintext
157 lines
299 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"import cv2\n",
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"import numpy as np\n",
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"from matplotlib import pyplot as plt\n",
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"\n",
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"import vision.io\n",
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"from vision.visualsearch import run_query\n",
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"from vision.descriptor.avg_RGB import extract_average_rgb\n",
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"import vision.descriptor.spatial as spatial"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# vision"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.image.AxesImage at 0x7f50f04e1210>"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x = vision.io.load_msrc('msrc/Images')\n",
|
|
"extract_average_rgb(images=x)\n",
|
|
"results = run_query(x)\n",
|
|
"plt.imshow(results.query_image.pixels)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.06465854988522113"
|
|
]
|
|
},
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"results.precision_recall.ap"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"4\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x7f35401c9a90>"
|
|
]
|
|
},
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"img = cv2.imread('sheep.png')[:,:,::-1]\n",
|
|
"\n",
|
|
"segments = spatial.grid_image(2, 2, img)\n",
|
|
"print(len(segments))\n",
|
|
"plt.imshow(segments[0])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"img = cv2.imread('sheep.png')[:,:,::-1]\n",
|
|
"\n",
|
|
"segments = spatial.extract_spatial_average_rgb(2, 2, img)"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.7.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
} |