computer-vision/opencv.ipynb
2019-12-08 03:13:45 +00:00

294 lines
352 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Basic opencv\n",
"=================="
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe48289dc90>"
]
},
"execution_count": 37,
"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": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(img)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([74, 60, 48], dtype=uint8)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"px = img[100, 100]\n",
"px"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe48280f790>"
]
},
"execution_count": 38,
"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": 39,
"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": 40,
"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": 40,
"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": null,
"metadata": {},
"outputs": [],
"source": [
"img = cv2.merge((b, g, r))"
]
},
{
"cell_type": "code",
"execution_count": null,
"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": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[255]], dtype=uint8)"
]
},
"execution_count": 41,
"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": null,
"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": null,
"metadata": {},
"outputs": [],
"source": [
"grayscale = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)"
]
}
],
"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
}