Commit 2eaf99ee6ea6a65cb74d45cb6aec74b9c6bce7d3
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remove gabor
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openbr/plugins/imgproc/gabor.cpp deleted
| 1 | -/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * | |
| 2 | - * Copyright 2012 The MITRE Corporation * | |
| 3 | - * * | |
| 4 | - * Licensed under the Apache License, Version 2.0 (the "License"); * | |
| 5 | - * you may not use this file except in compliance with the License. * | |
| 6 | - * You may obtain a copy of the License at * | |
| 7 | - * * | |
| 8 | - * http://www.apache.org/licenses/LICENSE-2.0 * | |
| 9 | - * * | |
| 10 | - * Unless required by applicable law or agreed to in writing, software * | |
| 11 | - * distributed under the License is distributed on an "AS IS" BASIS, * | |
| 12 | - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * | |
| 13 | - * See the License for the specific language governing permissions and * | |
| 14 | - * limitations under the License. * | |
| 15 | - * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */ | |
| 16 | - | |
| 17 | -#include <opencv2/imgproc/imgproc.hpp> | |
| 18 | - | |
| 19 | -#include <openbr/plugins/openbr_internal.h> | |
| 20 | - | |
| 21 | -using namespace cv; | |
| 22 | - | |
| 23 | -namespace br | |
| 24 | -{ | |
| 25 | - | |
| 26 | -/*! | |
| 27 | - * \ingroup transforms | |
| 28 | - * \brief Implements a Gabor Filter | |
| 29 | - * \br_link http://en.wikipedia.org/wiki/Gabor_filter | |
| 30 | - * \author Josh Klontz \cite jklontz | |
| 31 | - */ | |
| 32 | -class GaborTransform : public UntrainableTransform | |
| 33 | -{ | |
| 34 | - Q_OBJECT | |
| 35 | - Q_ENUMS(Component) | |
| 36 | - Q_PROPERTY(float lambda READ get_lambda WRITE set_lambda RESET reset_lambda STORED false) | |
| 37 | - Q_PROPERTY(float theta READ get_theta WRITE set_theta RESET reset_theta STORED false) | |
| 38 | - Q_PROPERTY(float psi READ get_psi WRITE set_psi RESET reset_psi STORED false) | |
| 39 | - Q_PROPERTY(float sigma READ get_sigma WRITE set_sigma RESET reset_sigma STORED false) | |
| 40 | - Q_PROPERTY(float gamma READ get_gamma WRITE set_gamma RESET reset_gamma STORED false) | |
| 41 | - Q_PROPERTY(Component component READ get_component WRITE set_component RESET reset_component STORED false) | |
| 42 | - | |
| 43 | -public: | |
| 44 | - /*!< */ | |
| 45 | - enum Component { Real, | |
| 46 | - Imaginary, | |
| 47 | - Magnitude, | |
| 48 | - Phase }; | |
| 49 | - | |
| 50 | -private: | |
| 51 | - BR_PROPERTY(float, lambda, 0) | |
| 52 | - BR_PROPERTY(float, theta, 0) | |
| 53 | - BR_PROPERTY(float, psi, 0) | |
| 54 | - BR_PROPERTY(float, sigma, 0) | |
| 55 | - BR_PROPERTY(float, gamma, 0) | |
| 56 | - BR_PROPERTY(Component, component, Phase) | |
| 57 | - | |
| 58 | - Mat kReal, kImaginary; | |
| 59 | - | |
| 60 | - friend class GaborJetTransform; | |
| 61 | - | |
| 62 | - static void makeWavelet(float lambda, float theta, float psi, float sigma, float gamma, Mat &kReal, Mat &kImaginary) | |
| 63 | - { | |
| 64 | - float sigma_x = sigma; | |
| 65 | - float sigma_y = sigma/gamma; | |
| 66 | - | |
| 67 | - // Bounding box | |
| 68 | - const double nstds = 3; | |
| 69 | - int xmax = std::ceil(std::max(1.0, std::max(std::abs(nstds*sigma_x*cos(theta)), | |
| 70 | - std::abs(nstds*sigma_y*sin(theta))))); | |
| 71 | - int ymax = std::ceil(std::max(1.0, std::max(std::abs(nstds*sigma_x*sin(theta)), | |
| 72 | - std::abs(nstds*sigma_y*cos(theta))))); | |
| 73 | - | |
| 74 | - // Compute kernels | |
| 75 | - kReal.create(2*ymax+1, 2*xmax+1, CV_32FC1); | |
| 76 | - kImaginary.create(2*ymax+1, 2*xmax+1, CV_32FC1); | |
| 77 | - for (int y = -ymax; y <= ymax; y++) { | |
| 78 | - int row = y + ymax; | |
| 79 | - for (int x = -xmax; x <= xmax; x++) { | |
| 80 | - int col = x + xmax; | |
| 81 | - float x_prime = x*cos(theta) + y*sin(theta); | |
| 82 | - float y_prime = -x*sin(theta) + y*cos(theta); | |
| 83 | - float a = exp(-0.5 * (x_prime*x_prime + gamma*gamma*y_prime*y_prime)/(sigma*sigma)); | |
| 84 | - float b = 2*CV_PI*x_prime/lambda+psi; | |
| 85 | - kReal.at<float>(row, col) = a*cos(b); | |
| 86 | - kImaginary.at<float>(row, col) = a*sin(b); | |
| 87 | - } | |
| 88 | - } | |
| 89 | - | |
| 90 | - // Remove DC component, should only effect real kernel | |
| 91 | - subtract(kReal, mean(kReal), kReal); | |
| 92 | - subtract(kImaginary, mean(kImaginary), kImaginary); | |
| 93 | - } | |
| 94 | - | |
| 95 | - void init() | |
| 96 | - { | |
| 97 | - makeWavelet(lambda, theta, psi, sigma, gamma, kReal, kImaginary); | |
| 98 | - } | |
| 99 | - | |
| 100 | - void project(const Template &src, Template &dst) const | |
| 101 | - { | |
| 102 | - Mat real, imaginary, magnitude, phase; | |
| 103 | - if (component != Imaginary) | |
| 104 | - filter2D(src, real, -1, kReal); | |
| 105 | - if (component != Real) | |
| 106 | - filter2D(src, imaginary, -1, kImaginary); | |
| 107 | - if ((component == Magnitude) || (component == Phase)) | |
| 108 | - cartToPolar(real, imaginary, magnitude, phase); | |
| 109 | - | |
| 110 | - if (component == Real) dst = real; | |
| 111 | - else if (component == Imaginary) dst = imaginary; | |
| 112 | - else if (component == Magnitude) dst = magnitude; | |
| 113 | - else if (component == Phase) dst = phase; | |
| 114 | - else qFatal("Invalid component."); | |
| 115 | - } | |
| 116 | -}; | |
| 117 | - | |
| 118 | -BR_REGISTER(Transform, GaborTransform) | |
| 119 | - | |
| 120 | -/*! | |
| 121 | - * \ingroup transforms | |
| 122 | - * \brief A vector of gabor wavelets applied at a point. | |
| 123 | - * \author Josh Klontz \cite jklontz | |
| 124 | - */ | |
| 125 | -class GaborJetTransform : public UntrainableTransform | |
| 126 | -{ | |
| 127 | - Q_OBJECT | |
| 128 | - Q_ENUMS(br::GaborTransform::Component) | |
| 129 | - Q_PROPERTY(QList<float> lambdas READ get_lambdas WRITE set_lambdas RESET reset_lambdas STORED false) | |
| 130 | - Q_PROPERTY(QList<float> thetas READ get_thetas WRITE set_thetas RESET reset_thetas STORED false) | |
| 131 | - Q_PROPERTY(QList<float> psis READ get_psis WRITE set_psis RESET reset_psis STORED false) | |
| 132 | - Q_PROPERTY(QList<float> sigmas READ get_sigmas WRITE set_sigmas RESET reset_sigmas STORED false) | |
| 133 | - Q_PROPERTY(QList<float> gammas READ get_gammas WRITE set_gammas RESET reset_gammas STORED false) | |
| 134 | - Q_PROPERTY(br::GaborTransform::Component component READ get_component WRITE set_component RESET reset_component STORED false) | |
| 135 | - BR_PROPERTY(QList<float>, lambdas, QList<float>()) | |
| 136 | - BR_PROPERTY(QList<float>, thetas, QList<float>()) | |
| 137 | - BR_PROPERTY(QList<float>, psis, QList<float>()) | |
| 138 | - BR_PROPERTY(QList<float>, sigmas, QList<float>()) | |
| 139 | - BR_PROPERTY(QList<float>, gammas, QList<float>()) | |
| 140 | - BR_PROPERTY(GaborTransform::Component, component, GaborTransform::Phase) | |
| 141 | - | |
| 142 | - QList<Mat> kReals, kImaginaries; | |
| 143 | - | |
| 144 | - void init() | |
| 145 | - { | |
| 146 | - kReals.clear(); | |
| 147 | - kImaginaries.clear(); | |
| 148 | - foreach (float lambda, lambdas) | |
| 149 | - foreach (float theta, thetas) | |
| 150 | - foreach (float psi, psis) | |
| 151 | - foreach (float sigma, sigmas) | |
| 152 | - foreach (float gamma, gammas) { | |
| 153 | - Mat kReal, kImaginary; | |
| 154 | - GaborTransform::makeWavelet(lambda, theta, psi, sigma, gamma, kReal, kImaginary); | |
| 155 | - kReals.append(kReal); | |
| 156 | - kImaginaries.append(kImaginary); | |
| 157 | - } | |
| 158 | - } | |
| 159 | - | |
| 160 | - static float response(const cv::Mat &src, const QPointF &point, const Mat &kReal, const Mat &kImaginary, GaborTransform::Component component) | |
| 161 | - { | |
| 162 | - Rect roi(std::max(std::min((int)(point.x() - kReal.cols/2.f), src.cols - kReal.cols), 0), | |
| 163 | - std::max(std::min((int)(point.y() - kReal.rows/2.f), src.rows - kReal.rows), 0), | |
| 164 | - kReal.cols, | |
| 165 | - kReal.rows); | |
| 166 | - | |
| 167 | - float real = 0, imaginary = 0, magnitude = 0, phase = 0; | |
| 168 | - if (component != GaborTransform::Imaginary) { | |
| 169 | - Mat dst; | |
| 170 | - multiply(src(roi), kReal, dst); | |
| 171 | - real = sum(dst)[0]; | |
| 172 | - } | |
| 173 | - if (component != GaborTransform::Real) { | |
| 174 | - Mat dst; | |
| 175 | - multiply(src(roi), kImaginary, dst); | |
| 176 | - imaginary = sum(dst)[0]; | |
| 177 | - } | |
| 178 | - if ((component == GaborTransform::Magnitude) || (component == GaborTransform::Phase)) { | |
| 179 | - magnitude = sqrt(real*real + imaginary*imaginary); | |
| 180 | - phase = atan2(imaginary, real)*180/CV_PI; | |
| 181 | - } | |
| 182 | - | |
| 183 | - float dst = 0; | |
| 184 | - if (component == GaborTransform::Real) dst = real; | |
| 185 | - else if (component == GaborTransform::Imaginary) dst = imaginary; | |
| 186 | - else if (component == GaborTransform::Magnitude) dst = magnitude; | |
| 187 | - else if (component == GaborTransform::Phase) dst = phase; | |
| 188 | - else qFatal("Invalid component."); | |
| 189 | - return dst; | |
| 190 | - } | |
| 191 | - | |
| 192 | - void project(const Template &src, Template &dst) const | |
| 193 | - { | |
| 194 | - const QList<QPointF> points = src.file.points(); | |
| 195 | - dst = Mat(points.size(), kReals.size(), CV_32FC1); | |
| 196 | - for (int i=0; i<points.size(); i++) | |
| 197 | - for (int j=0; j<kReals.size(); j++) | |
| 198 | - dst.m().at<float>(i,j) = response(src, points[i], kReals[j], kImaginaries[j], component); | |
| 199 | - } | |
| 200 | -}; | |
| 201 | - | |
| 202 | -BR_REGISTER(Transform, GaborJetTransform) | |
| 203 | - | |
| 204 | -} // namespace br | |
| 205 | - | |
| 206 | -#include "imgproc/gabor.moc" |