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392 lines
13 KiB
C++
392 lines
13 KiB
C++
/*
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* GStreamer
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* Copyright (C) 2005 Thomas Vander Stichele <thomas@apestaart.org>
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* Copyright (C) 2005 Ronald S. Bultje <rbultje@ronald.bitfreak.net>
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* Copyright (C) 2008 Michael Sheldon <mike@mikeasoft.com>
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* Copyright (C) 2011 Robert Jobbagy <jobbagy.robert@gmail.com>
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*
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* Permission is hereby granted, free of charge, to any person obtaining a
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* copy of this software and associated documentation files (the "Software"),
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* to deal in the Software without restriction, including without limitation
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* the rights to use, copy, modify, merge, publish, distribute, sublicense,
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* and/or sell copies of the Software, and to permit persons to whom the
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* Software is furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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* FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
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* DEALINGS IN THE SOFTWARE.
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*
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* Alternatively, the contents of this file may be used under the
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* GNU Lesser General Public License Version 2.1 (the "LGPL"), in
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* which case the following provisions apply instead of the ones
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* mentioned above:
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*
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* This library is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Library General Public
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* License as published by the Free Software Foundation; either
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* version 2 of the License, or (at your option) any later version.
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*
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* This library is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Library General Public License for more details.
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*
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* You should have received a copy of the GNU Library General Public
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* License along with this library; if not, write to the
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* Free Software Foundation, Inc., 51 Franklin St, Fifth Floor,
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* Boston, MA 02110-1301, USA.
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*/
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/**
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* SECTION:element-faceblur
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*
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* Blurs faces in images and videos.
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*
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* ## Example launch line
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*
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* |[
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* gst-launch-1.0 autovideosrc ! videoconvert ! faceblur ! videoconvert ! autovideosink
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* ]|
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*/
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#ifdef HAVE_CONFIG_H
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# include <config.h>
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#endif
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#include <vector>
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#include "gstfaceblur.h"
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#include <opencv2/imgproc.hpp>
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GST_DEBUG_CATEGORY_STATIC (gst_face_blur_debug);
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#define GST_CAT_DEFAULT gst_face_blur_debug
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#define DEFAULT_PROFILE OPENCV_PREFIX G_DIR_SEPARATOR_S "share" \
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G_DIR_SEPARATOR_S OPENCV_PATH_NAME G_DIR_SEPARATOR_S "haarcascades" \
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G_DIR_SEPARATOR_S "haarcascade_frontalface_default.xml"
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#define DEFAULT_SCALE_FACTOR 1.25
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#if (CV_MAJOR_VERSION >= 4)
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#define DEFAULT_FLAGS CASCADE_DO_CANNY_PRUNING
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#else
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#define DEFAULT_FLAGS CV_HAAR_DO_CANNY_PRUNING
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#endif
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#define DEFAULT_MIN_NEIGHBORS 3
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#define DEFAULT_MIN_SIZE_WIDTH 30
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#define DEFAULT_MIN_SIZE_HEIGHT 30
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using namespace cv;
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using namespace std;
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enum
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{
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PROP_0,
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PROP_PROFILE,
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PROP_SCALE_FACTOR,
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PROP_MIN_NEIGHBORS,
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PROP_FLAGS,
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PROP_MIN_SIZE_WIDTH,
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PROP_MIN_SIZE_HEIGHT
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};
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/**
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* GstOpencvFaceDetectFlags:
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* @GST_CAMERABIN_FLAG_SOURCE_RESIZE: enable video crop and scale
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* after capture
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*
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* Flags parameter to OpenCV's cvHaarDetectObjects function.
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*/
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typedef enum
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{
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GST_OPENCV_FACE_BLUR_HAAR_DO_CANNY_PRUNING = (1 << 0)
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} GstOpencvFaceBlurFlags;
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#define GST_TYPE_OPENCV_FACE_BLUR_FLAGS (gst_opencv_face_blur_flags_get_type())
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static void
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register_gst_opencv_face_blur_flags (GType * id)
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{
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static const GFlagsValue values[] = {
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{(guint) GST_OPENCV_FACE_BLUR_HAAR_DO_CANNY_PRUNING,
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"Do Canny edge detection to discard some regions", "do-canny-pruning"},
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{0, NULL, NULL}
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};
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*id = g_flags_register_static ("GstOpencvFaceBlurFlags", values);
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}
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static GType
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gst_opencv_face_blur_flags_get_type (void)
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{
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static GType id;
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static GOnce once = G_ONCE_INIT;
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g_once (&once, (GThreadFunc) register_gst_opencv_face_blur_flags, &id);
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return id;
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}
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/* the capabilities of the inputs and outputs.
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*/
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static GstStaticPadTemplate sink_factory = GST_STATIC_PAD_TEMPLATE ("sink",
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GST_PAD_SINK,
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GST_PAD_ALWAYS,
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GST_STATIC_CAPS (GST_VIDEO_CAPS_MAKE ("RGB"))
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);
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static GstStaticPadTemplate src_factory = GST_STATIC_PAD_TEMPLATE ("src",
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GST_PAD_SRC,
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GST_PAD_ALWAYS,
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GST_STATIC_CAPS (GST_VIDEO_CAPS_MAKE ("RGB"))
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);
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G_DEFINE_TYPE_WITH_CODE (GstFaceBlur, gst_face_blur,
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GST_TYPE_OPENCV_VIDEO_FILTER, GST_DEBUG_CATEGORY_INIT (gst_face_blur_debug,
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"faceblur", 0, "Blurs faces in images and videos"););
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GST_ELEMENT_REGISTER_DEFINE (faceblur, "faceblur", GST_RANK_NONE,
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GST_TYPE_FACE_BLUR);
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static void gst_face_blur_set_property (GObject * object, guint prop_id,
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const GValue * value, GParamSpec * pspec);
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static void gst_face_blur_get_property (GObject * object, guint prop_id,
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GValue * value, GParamSpec * pspec);
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static gboolean gst_face_blur_set_caps (GstOpencvVideoFilter * transform,
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gint in_width, gint in_height, int in_cv_type,
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gint out_width, gint out_height, int out_cv_type);
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static GstFlowReturn gst_face_blur_transform_ip (GstOpencvVideoFilter *
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transform, GstBuffer * buffer, Mat img);
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static CascadeClassifier *gst_face_blur_load_profile (GstFaceBlur *
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filter, gchar * profile);
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/* Clean up */
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static void
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gst_face_blur_finalize (GObject * obj)
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{
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GstFaceBlur *filter = GST_FACE_BLUR (obj);
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filter->cvGray.release ();
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if (filter->cvCascade)
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delete filter->cvCascade;
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g_free (filter->profile);
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G_OBJECT_CLASS (gst_face_blur_parent_class)->finalize (obj);
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}
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/* initialize the faceblur's class */
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static void
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gst_face_blur_class_init (GstFaceBlurClass * klass)
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{
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GObjectClass *gobject_class;
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GstOpencvVideoFilterClass *gstopencvbasefilter_class;
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GstElementClass *element_class = GST_ELEMENT_CLASS (klass);
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gobject_class = (GObjectClass *) klass;
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gstopencvbasefilter_class = (GstOpencvVideoFilterClass *) klass;
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gstopencvbasefilter_class->cv_trans_ip_func = gst_face_blur_transform_ip;
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gstopencvbasefilter_class->cv_set_caps = gst_face_blur_set_caps;
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gobject_class->finalize = GST_DEBUG_FUNCPTR (gst_face_blur_finalize);
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gobject_class->set_property = gst_face_blur_set_property;
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gobject_class->get_property = gst_face_blur_get_property;
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g_object_class_install_property (gobject_class, PROP_PROFILE,
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g_param_spec_string ("profile", "Profile",
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"Location of Haar cascade file to use for face blurion",
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DEFAULT_PROFILE,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_FLAGS,
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g_param_spec_flags ("flags", "Flags", "Flags to cvHaarDetectObjects",
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GST_TYPE_OPENCV_FACE_BLUR_FLAGS, DEFAULT_FLAGS,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_SCALE_FACTOR,
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g_param_spec_double ("scale-factor", "Scale factor",
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"Factor by which the windows is scaled after each scan", 1.1, 10.0,
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DEFAULT_SCALE_FACTOR,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_MIN_NEIGHBORS,
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g_param_spec_int ("min-neighbors", "Minimum neighbors",
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"Minimum number (minus 1) of neighbor rectangles that makes up "
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"an object", 0, G_MAXINT, DEFAULT_MIN_NEIGHBORS,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_MIN_SIZE_WIDTH,
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g_param_spec_int ("min-size-width", "Minimum size width",
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"Minimum window width size", 0, G_MAXINT, DEFAULT_MIN_SIZE_WIDTH,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_MIN_SIZE_HEIGHT,
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g_param_spec_int ("min-size-height", "Minimum size height",
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"Minimum window height size", 0, G_MAXINT, DEFAULT_MIN_SIZE_HEIGHT,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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gst_element_class_set_static_metadata (element_class,
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"faceblur",
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"Filter/Effect/Video",
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"Blurs faces in images and videos",
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"Michael Sheldon <mike@mikeasoft.com>,Robert Jobbagy <jobbagy.robert@gmail.com>");
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gst_element_class_add_static_pad_template (element_class, &src_factory);
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gst_element_class_add_static_pad_template (element_class, &sink_factory);
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gst_type_mark_as_plugin_api (GST_TYPE_OPENCV_FACE_BLUR_FLAGS, (GstPluginAPIFlags) 0);
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}
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/* initialize the new element
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* instantiate pads and add them to element
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* set pad callback functions
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* initialize instance structure
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*/
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static void
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gst_face_blur_init (GstFaceBlur * filter)
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{
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filter->profile = g_strdup (DEFAULT_PROFILE);
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filter->cvCascade = gst_face_blur_load_profile (filter, filter->profile);
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filter->sent_profile_load_failed_msg = FALSE;
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filter->scale_factor = DEFAULT_SCALE_FACTOR;
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filter->min_neighbors = DEFAULT_MIN_NEIGHBORS;
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filter->flags = DEFAULT_FLAGS;
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filter->min_size_width = DEFAULT_MIN_SIZE_WIDTH;
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filter->min_size_height = DEFAULT_MIN_SIZE_HEIGHT;
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gst_opencv_video_filter_set_in_place (GST_OPENCV_VIDEO_FILTER_CAST (filter),
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TRUE);
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}
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static void
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gst_face_blur_set_property (GObject * object, guint prop_id,
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const GValue * value, GParamSpec * pspec)
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{
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GstFaceBlur *filter = GST_FACE_BLUR (object);
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switch (prop_id) {
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case PROP_PROFILE:
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g_free (filter->profile);
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if (filter->cvCascade)
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delete filter->cvCascade;
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filter->profile = g_value_dup_string (value);
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filter->cvCascade = gst_face_blur_load_profile (filter, filter->profile);
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filter->sent_profile_load_failed_msg = FALSE;
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break;
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case PROP_SCALE_FACTOR:
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filter->scale_factor = g_value_get_double (value);
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break;
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case PROP_MIN_NEIGHBORS:
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filter->min_neighbors = g_value_get_int (value);
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break;
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case PROP_MIN_SIZE_WIDTH:
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filter->min_size_width = g_value_get_int (value);
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break;
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case PROP_MIN_SIZE_HEIGHT:
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filter->min_size_height = g_value_get_int (value);
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break;
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case PROP_FLAGS:
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filter->flags = g_value_get_flags (value);
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break;
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default:
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G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
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break;
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}
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}
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static void
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gst_face_blur_get_property (GObject * object, guint prop_id,
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GValue * value, GParamSpec * pspec)
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{
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GstFaceBlur *filter = GST_FACE_BLUR (object);
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switch (prop_id) {
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case PROP_PROFILE:
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g_value_set_string (value, filter->profile);
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break;
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case PROP_SCALE_FACTOR:
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g_value_set_double (value, filter->scale_factor);
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break;
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case PROP_MIN_NEIGHBORS:
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g_value_set_int (value, filter->min_neighbors);
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break;
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case PROP_MIN_SIZE_WIDTH:
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g_value_set_int (value, filter->min_size_width);
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break;
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case PROP_MIN_SIZE_HEIGHT:
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g_value_set_int (value, filter->min_size_height);
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break;
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case PROP_FLAGS:
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g_value_set_flags (value, filter->flags);
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break;
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default:
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G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
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break;
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}
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}
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static gboolean
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gst_face_blur_set_caps (GstOpencvVideoFilter * transform,
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gint in_width, gint in_height, int in_cv_type,
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gint out_width, gint out_height, int out_cv_type)
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{
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GstFaceBlur *filter = GST_FACE_BLUR (transform);
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filter->cvGray.create (Size (in_width, in_height), CV_8UC1);
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return TRUE;
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}
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static GstFlowReturn
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gst_face_blur_transform_ip (GstOpencvVideoFilter * transform,
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GstBuffer * buffer, Mat img)
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{
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GstFaceBlur *filter = GST_FACE_BLUR (transform);
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vector < Rect > faces;
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unsigned int i;
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if (!filter->cvCascade) {
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if (filter->profile != NULL
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&& filter->sent_profile_load_failed_msg == FALSE) {
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GST_ELEMENT_WARNING (filter, RESOURCE, NOT_FOUND,
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("Profile %s is missing.", filter->profile),
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("missing faceblur profile file %s", filter->profile));
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filter->sent_profile_load_failed_msg = TRUE;
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}
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return GST_FLOW_OK;
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}
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cvtColor (img, filter->cvGray, COLOR_RGB2GRAY);
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filter->cvCascade->detectMultiScale (filter->cvGray, faces,
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filter->scale_factor, filter->min_neighbors, filter->flags,
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Size (filter->min_size_width, filter->min_size_height), Size (0, 0));
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if (!faces.empty ()) {
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for (i = 0; i < faces.size (); ++i) {
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Rect *r = &faces[i];
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Mat roi (img, Rect (r->x, r->y, r->width, r->height));
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blur (roi, roi, Size (11, 11));
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GaussianBlur (roi, roi, Size (11, 11), 0, 0);
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}
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}
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return GST_FLOW_OK;
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}
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static CascadeClassifier *
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gst_face_blur_load_profile (GstFaceBlur * filter, gchar * profile)
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{
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CascadeClassifier *cascade;
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cascade = new CascadeClassifier (profile);
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if (cascade->empty ()) {
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GST_ERROR_OBJECT (filter, "Invalid profile file: %s", profile);
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delete cascade;
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return NULL;
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}
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return cascade;
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}
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