{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#
حرکت انتقالی (Translation)
\n", "\n", "This an affine transform that simply shifts the position of an image.\n", "\n", "We use **cv2.warpAffine** to implement these transformations.\n", "\n", "\n", "OpenCV provides two transformation functions, ``cv.warpAffine`` and ``cv.warpPerspective``, with which you can perform all kinds of transformations. ``cv.warpAffine takes a 2x3 transformation matrix`` while ``cv.warpPerspective takes a 3x3 transformation matrix`` as input.\n", "https://docs.opencv.org/4.x/da/d6e/tutorial_py_geometric_transformations.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is an Affine Transformation?\n", "\n", "A transformation that can be expressed in the form of a matrix multiplication (linear transformation) followed by a vector addition (translation).\n", "\n", "From the above, we can use an Affine Transformation to express:\n", "\n", " Rotations (linear transformation)\n", " Translations (vector addition)\n", " Scale operations (linear transformation)\n", "\n", "you can see that, in essence, an Affine Transformation represents a relation between two images.\n", "\n", "https://docs.opencv.org/4.6.0/d4/d61/tutorial_warp_affine.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Translation\n", "\n", "Translation is the shifting of an object's location. If you know the shift in the (x,y) direction and let it be (tx,ty), you can create the transformation matrix M as follows:\n", "\n", "$$M= \\begin{bmatrix} 1 & 0 & t_{x} \\\\ 0 & 1 & t_{y} \\end{bmatrix}$$\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "image = cv2.imread('images/input.jpg')\n", "height, width, _ = image.shape\n", "\n", "# | 1 0 Tx |\n", "# T = | 0 1 Ty |\n", "\n", "# T is our translation matrix\n", "T = np.float32([[1, 0, 100], [0, 1,30]])\n", "# We use warpAffine to transform the image using the matrix, T\n", "img_translation = cv2.warpAffine(image, T, (width+100, height+30))\n", "plt.imshow(img_translation[...,::-1])" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 1. 0. 100.]\n", " [ 0. 1. 30.]]\n" ] } ], "source": [ "# Let's take a look at T\n", "\n", "print (T)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }