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@peter0749
Last active November 14, 2019 15:52
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"import numpy as np\n",
"from scipy.signal import convolve2d as convolve\n",
"import tqdm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"img = cv2.imread('./Lenna.jpg', cv2.IMREAD_GRAYSCALE).astype(np.float32)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"lap = np.array([[0,1,0],\n",
" [1,-4,1],\n",
" [0,1,0]], dtype=np.float32\n",
" )\n",
"smooth = np.array([\n",
" [1,2,1],\n",
" [2,4,2],\n",
" [1,2,1]], dtype=np.float32\n",
" )\n",
"smooth /= smooth.sum()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x1 = convolve(convolve(img, lap, mode='valid'), smooth, mode='valid')\n",
"x2 = convolve(convolve(img, smooth, mode='valid'), lap, mode='valid')\n",
"np.allclose(x1, x2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fix, ax = plt.subplots(1, 2, dpi=180)\n",
"ax[0].imshow(np.clip(x1, 0, 255).astype(np.uint8), cmap='gray')\n",
"ax[1].imshow(np.clip(x2, 0, 255).astype(np.uint8), cmap='gray')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10000/10000 [00:36<00:00, 273.29it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"accepted = True\n",
"for _ in tqdm.tqdm(range(10000)):\n",
" x = np.random.randn(128, 128)\n",
" fa = np.random.randn(3,3)\n",
" fb = np.random.randn(3,3)\n",
" x1 = convolve(convolve(x, fa, mode='valid'), fb, mode='valid')\n",
" x2 = convolve(convolve(x, fb, mode='valid'), fa, mode='valid')\n",
" if not np.allclose(x1, x2):\n",
" accepted = False\n",
" break\n",
"print(accepted)"
]
}
],
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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