computer-vision/opencv.ipynb
aj 83769a8449 added spatial colour and texture
added imload normalisation
added fixes for 0 edge histogram
2019-12-08 22:19:30 +00:00

422 lines
770 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Basic opencv\n",
"=================="
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe60c10f810>"
]
},
"execution_count": 10,
"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": [
"import cv2\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"\n",
"img = cv2.imread('sheep.png')\n",
"\n",
"plt.imshow(img[:,:,::-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"load images (matlab equiv)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(img)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([82, 88, 87], dtype=uint8)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"px = img[100, 100]\n",
"px"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fd67a6bc490>"
]
},
"execution_count": 22,
"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": [
"img[100:300, 100:200] = [255, 0, 0]\n",
"img[:, :, 2] = 0\n",
"plt.imshow(img[:,:,::-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"set pixels red"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(213, 320, 3)\n",
"uint8\n"
]
}
],
"source": [
"print(img.shape)\n",
"print(img.dtype)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([[0, 0, 0, ..., 0, 0, 0],\n",
" [0, 0, 0, ..., 0, 0, 0],\n",
" [0, 0, 0, ..., 0, 0, 0],\n",
" ...,\n",
" [0, 0, 0, ..., 0, 0, 0],\n",
" [0, 0, 0, ..., 0, 0, 0],\n",
" [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
" array([[103, 103, 104, ..., 104, 103, 102],\n",
" [103, 102, 104, ..., 104, 105, 102],\n",
" [101, 101, 103, ..., 105, 103, 102],\n",
" ...,\n",
" [104, 102, 86, ..., 116, 87, 86],\n",
" [117, 90, 79, ..., 83, 71, 100],\n",
" [210, 97, 87, ..., 84, 108, 101]], dtype=uint8),\n",
" array([[ 53, 53, 53, ..., 49, 52, 49],\n",
" [ 51, 50, 52, ..., 46, 46, 45],\n",
" [ 50, 48, 52, ..., 49, 49, 47],\n",
" ...,\n",
" [ 51, 42, 19, ..., 57, 35, 35],\n",
" [ 77, 37, 19, ..., 30, 28, 43],\n",
" [173, 52, 26, ..., 27, 56, 46]], dtype=uint8))"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b, g, r = cv2.split(img)\n",
"r, g, b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"fairly expensive"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"img = cv2.merge((b, g, r))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"BLUE = [255, 0, 0]\n",
"constant = cv2.copyMakeBorder(img, 10, 10, 10, 10, cv2.BORDER_CONSTANT, value=BLUE)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[255]], dtype=uint8)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = np.uint8([250])\n",
"y = np.uint8([10])\n",
"cv2.add(x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"use numpy integers"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"blended = cv2.addWeighted(img[0:200, 0:200], 0.8, img[0:200, 0:200], 0.2, 0)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fd67a432e90>"
]
},
"execution_count": 29,
"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": [
"img = cv2.imread('sheep.png')\n",
"img = cv2.normalize(img.astype('float'), None, alpha=0, beta=1, norm_type=cv2.NORM_MINMAX, dtype=cv2.CV_32F)\n",
"grayscale = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
"plt.imshow(grayscale)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe60db583d0>"
]
},
"execution_count": 5,
"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": [
"img = cv2.imread('sheep.png')\n",
"x = np.concatenate((img, img), axis=1)\n",
"plt.imshow(x)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe60dac5890>"
]
},
"execution_count": 6,
"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": [
"img = cv2.imread('sheep.png')\n",
"x = np.concatenate((img, img), axis=0)\n",
"plt.imshow(x)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe5ffd8e810>"
]
},
"execution_count": 18,
"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": [
"img = cv2.imread('sheep.png')\n",
"edges = cv2.Canny(img, 150, 220)\n",
"plt.imshow(edges)"
]
}
],
"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
}