Commit 9b8db88d974fff3c74b9d155f9b51bff595c8bfd
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780b1296
removed dlib
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226 deletions
openbr/plugins/classification/dlib.cpp deleted
| 1 | -#include <opencv2/imgproc/imgproc.hpp> | ||
| 2 | -#include <dlib/image_processing/frontal_face_detector.h> | ||
| 3 | -#include <dlib/image_processing.h> | ||
| 4 | -#include <dlib/opencv.h> | ||
| 5 | - | ||
| 6 | -#include "openbr/plugins/openbr_internal.h" | ||
| 7 | - | ||
| 8 | -#include <QTemporaryFile> | ||
| 9 | - | ||
| 10 | -using namespace std; | ||
| 11 | -using namespace dlib; | ||
| 12 | - | ||
| 13 | -namespace br | ||
| 14 | -{ | ||
| 15 | - | ||
| 16 | -/*! | ||
| 17 | - * \ingroup transforms | ||
| 18 | - * \brief Wrapper to dlib's landmarker. | ||
| 19 | - * \author Scott Klum \cite sklum | ||
| 20 | - */ | ||
| 21 | -class DLibShapeResourceMaker : public ResourceMaker<shape_predictor> | ||
| 22 | -{ | ||
| 23 | - | ||
| 24 | -private: | ||
| 25 | - shape_predictor *make() const | ||
| 26 | - { | ||
| 27 | - shape_predictor *sp = new shape_predictor(); | ||
| 28 | - dlib::deserialize(qPrintable(Globals->sdkPath + "/share/openbr/models/dlib/shape_predictor_68_face_landmarks.dat")) >> *sp; | ||
| 29 | - return sp; | ||
| 30 | - } | ||
| 31 | -}; | ||
| 32 | - | ||
| 33 | -class DLandmarkerTransform : public UntrainableTransform | ||
| 34 | -{ | ||
| 35 | - Q_OBJECT | ||
| 36 | - | ||
| 37 | -private: | ||
| 38 | - Resource<shape_predictor> shapeResource; | ||
| 39 | - | ||
| 40 | - void init() | ||
| 41 | - { | ||
| 42 | - shapeResource.setResourceMaker(new DLibShapeResourceMaker()); | ||
| 43 | - shapeResource.release(shapeResource.acquire()); // Pre-load one instance of the model | ||
| 44 | - } | ||
| 45 | - | ||
| 46 | - QPointF averagePoints(const QList<QPointF> &points, int rangeBegin, int rangeEnd) const | ||
| 47 | - { | ||
| 48 | - QPointF point; | ||
| 49 | - for (int i=rangeBegin; i<rangeEnd; i++) | ||
| 50 | - point += points[i]; | ||
| 51 | - point /= (rangeEnd-rangeBegin); | ||
| 52 | - return point; | ||
| 53 | - } | ||
| 54 | - | ||
| 55 | - void setFacePoints(Template &dst) const | ||
| 56 | - { | ||
| 57 | - const QList<QPointF> points = dst.file.points(); | ||
| 58 | - dst.file.set("RightEye", averagePoints(points, 36, 42)); | ||
| 59 | - dst.file.set("LeftEye" , averagePoints(points, 42, 48)); | ||
| 60 | - dst.file.set("Chin", points[8]); | ||
| 61 | - } | ||
| 62 | - | ||
| 63 | - void project(const Template &src, Template &dst) const | ||
| 64 | - { | ||
| 65 | - dst = src; | ||
| 66 | - | ||
| 67 | - shape_predictor *const sp = shapeResource.acquire(); | ||
| 68 | - | ||
| 69 | - cv::Mat cvImage = src.m(); | ||
| 70 | - if (cvImage.channels() == 3) | ||
| 71 | - cv::cvtColor(cvImage, cvImage, CV_BGR2GRAY); | ||
| 72 | - | ||
| 73 | - cv_image<unsigned char> cimg(cvImage); | ||
| 74 | - array2d<unsigned char> image; | ||
| 75 | - assign_image(image,cimg); | ||
| 76 | - | ||
| 77 | - rectangle r; | ||
| 78 | - if (src.file.rects().isEmpty()) { // If the image has no rects assume the whole image is a face | ||
| 79 | - r = rectangle(0, 0, cvImage.cols, cvImage.rows); | ||
| 80 | - } else { // Crop the image on the first rect | ||
| 81 | - const QRectF rect = src.file.rects().first(); | ||
| 82 | - r = rectangle(rect.left(), rect.top(), rect.right(), rect.bottom()); | ||
| 83 | - } | ||
| 84 | - | ||
| 85 | - full_object_detection shape = (*sp)(image, r); | ||
| 86 | - QList<QPointF> points; | ||
| 87 | - for (size_t i=0; i<shape.num_parts(); i++) | ||
| 88 | - points.append(QPointF(shape.part(i)(0), shape.part(i)(1))); | ||
| 89 | - dst.file.setPoints(points); | ||
| 90 | - setFacePoints(dst); | ||
| 91 | - | ||
| 92 | - shapeResource.release(sp); | ||
| 93 | - } | ||
| 94 | -}; | ||
| 95 | - | ||
| 96 | -BR_REGISTER(Transform, DLandmarkerTransform) | ||
| 97 | - | ||
| 98 | -/*! | ||
| 99 | - * \ingroup transforms | ||
| 100 | - * \brief Wrapper to dlib's trainable object detector. | ||
| 101 | - * \author Scott Klum \cite sklum | ||
| 102 | - */ | ||
| 103 | -class DObjectDetectorTransform : public Transform | ||
| 104 | -{ | ||
| 105 | - Q_OBJECT | ||
| 106 | - | ||
| 107 | - Q_PROPERTY(int winSize READ get_winSize WRITE set_winSize RESET reset_winSize STORED true) | ||
| 108 | - Q_PROPERTY(float C READ get_C WRITE set_C RESET reset_C STORED true) | ||
| 109 | - Q_PROPERTY(float epsilon READ get_epsilon WRITE set_epsilon RESET reset_epsilon STORED true) | ||
| 110 | - BR_PROPERTY(int, winSize, 80) | ||
| 111 | - BR_PROPERTY(float, C, 1) | ||
| 112 | - BR_PROPERTY(float, epsilon, .01) | ||
| 113 | - | ||
| 114 | -private: | ||
| 115 | - typedef scan_fhog_pyramid<pyramid_down<6> > image_scanner_type; | ||
| 116 | - mutable object_detector<image_scanner_type> detector; | ||
| 117 | - mutable QMutex mutex; | ||
| 118 | - | ||
| 119 | - void train(const TemplateList &data) | ||
| 120 | - { | ||
| 121 | - dlib::array<array2d<unsigned char> > samples; | ||
| 122 | - std::vector<std::vector<rectangle> > boxes; | ||
| 123 | - | ||
| 124 | - foreach (const Template &t, data) { | ||
| 125 | - if (!t.file.rects().isEmpty()) { | ||
| 126 | - cv_image<unsigned char> cimg(t.m()); | ||
| 127 | - | ||
| 128 | - array2d<unsigned char> image; | ||
| 129 | - assign_image(image,cimg); | ||
| 130 | - | ||
| 131 | - samples.push_back(image); | ||
| 132 | - | ||
| 133 | - std::vector<rectangle> b; | ||
| 134 | - foreach (const QRectF &r, t.file.rects()) | ||
| 135 | - b.push_back(rectangle(r.left(),r.top(),r.right(),r.bottom())); | ||
| 136 | - | ||
| 137 | - boxes.push_back(b); | ||
| 138 | - } | ||
| 139 | - } | ||
| 140 | - | ||
| 141 | - if (samples.size() == 0) | ||
| 142 | - qFatal("Training data has no bounding boxes."); | ||
| 143 | - | ||
| 144 | - image_scanner_type scanner; | ||
| 145 | - | ||
| 146 | - scanner.set_detection_window_size(winSize, winSize); | ||
| 147 | - structural_object_detection_trainer<image_scanner_type> trainer(scanner); | ||
| 148 | - trainer.set_num_threads(max(1,QThread::idealThreadCount())); | ||
| 149 | - trainer.set_c(C); | ||
| 150 | - trainer.set_epsilon(epsilon); | ||
| 151 | - | ||
| 152 | - if (Globals->verbose) | ||
| 153 | - trainer.be_verbose(); | ||
| 154 | - | ||
| 155 | - detector = trainer.train(samples, boxes); | ||
| 156 | - } | ||
| 157 | - | ||
| 158 | - void project(const Template &src, Template &dst) const | ||
| 159 | - { | ||
| 160 | - dst = src; | ||
| 161 | - cv_image<unsigned char> cimg(src.m()); | ||
| 162 | - array2d<unsigned char> image; | ||
| 163 | - assign_image(image,cimg); | ||
| 164 | - | ||
| 165 | - QMutexLocker locker(&mutex); | ||
| 166 | - std::vector<rectangle> dets = detector(image); | ||
| 167 | - locker.unlock(); | ||
| 168 | - | ||
| 169 | - for (size_t i=0; i<dets.size(); i++) | ||
| 170 | - dst.file.appendRect(QRectF(QPointF(dets[i].left(),dets[i].top()),QPointF(dets[i].right(),dets[i].bottom()))); | ||
| 171 | - } | ||
| 172 | - | ||
| 173 | - void store(QDataStream &stream) const | ||
| 174 | - { | ||
| 175 | - // Create local file | ||
| 176 | - QTemporaryFile tempFile; | ||
| 177 | - tempFile.open(); | ||
| 178 | - tempFile.close(); | ||
| 179 | - | ||
| 180 | - dlib::serialize(qPrintable(tempFile.fileName())) << detector; | ||
| 181 | - | ||
| 182 | - // Copy local file contents to stream | ||
| 183 | - tempFile.open(); | ||
| 184 | - QByteArray data = tempFile.readAll(); | ||
| 185 | - tempFile.close(); | ||
| 186 | - stream << data; | ||
| 187 | - } | ||
| 188 | - | ||
| 189 | - void load(QDataStream &stream) | ||
| 190 | - { | ||
| 191 | - // Copy local file contents from stream | ||
| 192 | - QByteArray data; | ||
| 193 | - stream >> data; | ||
| 194 | - | ||
| 195 | - // Create local file | ||
| 196 | - QTemporaryFile tempFile(QDir::tempPath()+"/model"); | ||
| 197 | - tempFile.open(); | ||
| 198 | - tempFile.write(data); | ||
| 199 | - tempFile.close(); | ||
| 200 | - | ||
| 201 | - // Load MLP from local file | ||
| 202 | - dlib::deserialize(qPrintable(tempFile.fileName())) >> detector; | ||
| 203 | - } | ||
| 204 | -}; | ||
| 205 | - | ||
| 206 | -BR_REGISTER(Transform, DObjectDetectorTransform) | ||
| 207 | - | ||
| 208 | -} // namespace br | ||
| 209 | - | ||
| 210 | -#include "dlib.moc" |
openbr/plugins/classification/dlib_source.cpp deleted
openbr/plugins/cmake/dlib.cmake deleted
| 1 | -set(BR_WITH_DLIB OFF CACHE BOOL "Build with DLib") | ||
| 2 | - | ||
| 3 | -if(${BR_WITH_DLIB}) | ||
| 4 | - ExternalProject_Add(dlib | ||
| 5 | - URL http://downloads.sourceforge.net/project/dclib/dlib/v18.16/dlib-18.16.tar.bz2 | ||
| 6 | - URL_MD5 e9e5449bc25370afce2d254327afac99 | ||
| 7 | - SOURCE_DIR "${PROJECT_SOURCE_DIR}/3rdparty/dlib-18.16" | ||
| 8 | - CONFIGURE_COMMAND "" | ||
| 9 | - BUILD_COMMAND "" | ||
| 10 | - INSTALL_COMMAND "") | ||
| 11 | - include_directories("${PROJECT_SOURCE_DIR}/3rdparty/dlib-18.16") | ||
| 12 | -else() | ||
| 13 | - set(BR_EXCLUDED_PLUGINS ${BR_EXCLUDED_PLUGINS} plugins/classification/dlib.cpp plugins/classification/dlib_source.cpp) | ||
| 14 | -endif() |