{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Pattern detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this article it is explained the chessboard pattern and how it is detected. The pattern is used in the calibration processes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Chessboard pattern" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Pattern parameters\n", "rows = 6\n", "columns = 11\n", "square_width = 13" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import cv2\n", "\n", "# Load image\n", "image = cv2.imread('images/4.2. Camera calibration/captures/frame0.jpg')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5JzFjvXBEUUNExHQ6jf39/fjss8/i+Pg4zY28ePEiHjx4EKvVKuGFp0xy83aS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\nGxsbsbKyktJCdUyy7qOl4maoTHyg/uQErN1uF4yynqUrTgXgGVO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zWdgIljv0inNLRcn+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "def plot_image(image):\n", " f, axarr = plt.subplots(1, 1, figsize=(8,8))\n", " axarr.axis('off')\n", " axarr.imshow(image)\n", " axarr.plot()\n", "\n", "plot_image(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Corners detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find corners" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Convert image to 1 channel\n", "gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n", "\n", "# Find the chess board corners\n", "ret, corners = cv2.findChessboardCorners(gray, (columns, rows), flags=cv2.CALIB_CB_FAST_CHECK)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Subpixel accuracy" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# termination criteria\n", "criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 30, 0.001)\n", "\n", "# Find corners with subpixel accuracy\n", "cv2.cornerSubPix(gray, corners, (11, 11), (-1, -1), criteria)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Draw corners" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Draw corners into image\n", "image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n", "cv2.drawChessboardCorners(image, (columns, rows), corners, ret)\n", "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GevR73w1ZlmOPpRP0GXq93xtr21WAvwyIVeYxhaLCK+NVo9VJurL2aD70KmzKyzq26nUq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\nx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CUrcRx7S4YtT/RbBTLWeDBfKFwaKlejDE312vY3pTMXoqHLp6gOCK8L13c6QWp/Wq1W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LtFtcr10nzUcfjaKh8/qhCpflvpkM2m62ddKZoIE6xqHIyLaR/YyVdHc5m0efZbxo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\nkiR4pNlE1myiAKLt175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ulIAncdS8ph+avkKifEUgVAzMW7YoR/3lJL4u2+e77ECQkXT/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\nhVxO7TrplIhRds+JpiLR4PKdos5IiiIAMhkNpKs89M+RH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show image\n", "plot_image(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pose detection\n", "Pose refers to the coordinate system of the pattern. It is represented by a Rotation matrix and a Traslation vector. In order to determine this values Camera intrinsics parameters are needed. Those values are obtained in [Camera calibration](http://nbviewer.ipython.org/github/Jesus89/3DScanScience/blob/master/notebooks/4.2.%20Camera%20calibration.ipynb).\n", "\n", "\n", "![](http://nbviewer.ipython.org/github/Jesus89/3DScanScience/blob/master/notebooks/images/4.1.%20Pattern%20detection/pattern_pose.png)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Rotation matrix\n", "\n", "[[-0.04096853 -0.96650225 0.25336728]\n", " [ 0.99915986 -0.03990222 0.00934819]\n", " [ 0.00107487 0.2535374 0.96732499]]\n", "\n", "\n", "Translation vector\n", "\n", "[ 34.44493845 -65.9290978 216.55043397] mm\n", "\n", "\n", "Plane normal\n", "\n", "[ 0.25336728 0.00934819 0.96732499]\n", "\n", "\n", "Plane distance\n", "\n", "217.585548505 mm\n", "\n" ] } ], "source": [ "import numpy as np\n", "\n", "# Compute object points\n", "objp = np.zeros((rows * columns, 3), np.float32)\n", "objp[:, :2] = np.mgrid[0:columns, 0:rows].T.reshape(-1, 2)\n", "objp *= square_width\n", "\n", "# Camera calibration results\n", "camera_matrix = np.array([[1430, 0, 480],[0, 1430, 640],[0, 0, 1]])\n", "distortion_coefficients = np.array([0.0, 0.0, 0.0, 0.0, 0.0])\n", "\n", "# Compute pose\n", "ret, rvecs, tvecs = cv2.solvePnP(objp, corners, camera_matrix, distortion_coefficients)\n", "\n", "if ret:\n", " R = cv2.Rodrigues(rvecs)[0]\n", " t = tvecs.T[0]\n", " n = R.T[2]\n", " d = np.dot(n, t)\n", " print(\"\\nRotation matrix\\n\\n{0}\\n\".format(R))\n", " print(\"\\nTranslation vector\\n\\n{0} mm\\n\".format(t))\n", " print(\"\\nPlane normal\\n\\n{0}\\n\".format(n))\n", " print(\"\\nPlane distance\\n\\n{0} mm\\n\".format(d))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References\n", "* http://docs.opencv.org/doc/tutorials/calib3d/camera_calibration/camera_calibration.html" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }