mirror of
https://gitlab.freedesktop.org/gstreamer/gstreamer.git
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408 lines
14 KiB
C++
408 lines
14 KiB
C++
/*
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* GStreamer
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* Copyright (C) 2020 Vivek R <123vivekr@gmail.com>
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* Copyright (C) 2021 Cesar Fabian Orccon Chipana <cfoch.fabian@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-cvtracker
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*
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* Performs object tracking on videos and stores it in video buffer metadata.
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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 v4l2src ! videoconvert ! cvtracker box-x=50 box-y=50 box-wdith=50 box-height=50 ! videoconvert ! xvimagesink
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* ```
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*
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* Since: 1.20
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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 "gstcvtracker.h"
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GST_DEBUG_CATEGORY_STATIC (gst_cvtracker_debug);
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#define GST_CAT_DEFAULT gst_cvtracker_debug
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#define DEFAULT_PROP_INITIAL_X 50
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#define DEFAULT_PROP_INITIAL_Y 50
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#define DEFAULT_PROP_INITIAL_WIDTH 50
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#define DEFAULT_PROP_INITIAL_HEIGHT 50
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enum
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{
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PROP_0,
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PROP_INITIAL_X,
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PROP_INITIAL_Y,
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PROP_INITIAL_WIDTH,
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PROP_INITIAL_HEIGHT,
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PROP_ALGORITHM,
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PROP_DRAW,
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};
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#define GST_OPENCV_TRACKER_ALGORITHM (tracker_algorithm_get_type ())
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/**
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* GstOpenCVTrackerAlgorithm:
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*
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* Since: 1.20
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*/
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static GType
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tracker_algorithm_get_type (void)
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{
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static GType algorithm = 0;
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static const GEnumValue algorithms[] = {
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{GST_OPENCV_TRACKER_ALGORITHM_BOOSTING, "the Boosting tracker", "Boosting"},
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{GST_OPENCV_TRACKER_ALGORITHM_CSRT, "the CSRT tracker", "CSRT"},
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{GST_OPENCV_TRACKER_ALGORITHM_KCF,
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"the KCF (Kernelized Correlation Filter) tracker",
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"KCF"},
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{GST_OPENCV_TRACKER_ALGORITHM_MEDIANFLOW, "the Median Flow tracker",
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"MedianFlow"},
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{GST_OPENCV_TRACKER_ALGORITHM_MIL, "the MIL tracker", "MIL"},
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{GST_OPENCV_TRACKER_ALGORITHM_MOSSE,
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"the MOSSE (Minimum Output Sum of Squared Error) tracker", "MOSSE"},
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{GST_OPENCV_TRACKER_ALGORITHM_TLD,
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"the TLD (Tracking, learning and detection) tracker",
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"TLD"},
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{0, NULL, NULL},
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};
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if (!algorithm) {
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algorithm =
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g_enum_register_static ("GstOpenCVTrackerAlgorithm", algorithms);
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}
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return algorithm;
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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 (GstCVTracker, gst_cvtracker,
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GST_TYPE_OPENCV_VIDEO_FILTER,
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GST_DEBUG_CATEGORY_INIT (gst_cvtracker_debug, "cvtracker", 0,
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"Performs object tracking on videos and stores it in video buffer "
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"metadata"));
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GST_ELEMENT_REGISTER_DEFINE (cvtracker, "cvtracker", GST_RANK_NONE,
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GST_TYPE_OPENCV_TRACKER);
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static void gst_cvtracker_set_property (GObject * object,
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guint prop_id, const GValue * value, GParamSpec * pspec);
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static void gst_cvtracker_get_property (GObject * object,
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guint prop_id, GValue * value, GParamSpec * pspec);
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static GstFlowReturn gst_cvtracker_transform_ip (GstOpencvVideoFilter
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* filter, GstBuffer * buf, cv::Mat img);
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static void
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gst_cvtracker_finalize (GObject * obj)
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{
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GstCVTracker *filter = GST_OPENCV_TRACKER (obj);
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filter->tracker.release ();
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filter->roi.release ();
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G_OBJECT_CLASS (gst_cvtracker_parent_class)->finalize (obj);
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}
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static void
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gst_cvtracker_class_init (GstCVTrackerClass * 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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gobject_class->finalize = GST_DEBUG_FUNCPTR (gst_cvtracker_finalize);
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gstopencvbasefilter_class = (GstOpencvVideoFilterClass *) klass;
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gstopencvbasefilter_class->cv_trans_ip_func = gst_cvtracker_transform_ip;
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gobject_class->set_property = gst_cvtracker_set_property;
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gobject_class->get_property = gst_cvtracker_get_property;
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/*
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* Tracker API in versions older than OpenCV 4.5.1 worked with a ROI based
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* on Rect<double>. However newer versions use Rect<int>. Running the same
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* tracker type on different versions may lead to round up errors.
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* To avoid inconsistencies from the GStreamer side depending on the OpenCV
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* version, use integer properties independently on the OpenCV.
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**/
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g_object_class_install_property (gobject_class, PROP_INITIAL_X,
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g_param_spec_uint ("object-initial-x", "Initial X coordinate",
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"Track object box's initial X coordinate", 0, G_MAXUINT,
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DEFAULT_PROP_INITIAL_X,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_INITIAL_Y,
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g_param_spec_uint ("object-initial-y", "Initial Y coordinate",
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"Track object box's initial Y coordinate", 0, G_MAXUINT,
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DEFAULT_PROP_INITIAL_Y,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_INITIAL_WIDTH,
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g_param_spec_uint ("object-initial-width", "Object Initial Width",
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"Track object box's initial width", 0, G_MAXUINT,
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DEFAULT_PROP_INITIAL_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_INITIAL_HEIGHT,
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g_param_spec_uint ("object-initial-height", "Object Initial Height",
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"Track object box's initial height", 0, G_MAXUINT,
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DEFAULT_PROP_INITIAL_HEIGHT,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_ALGORITHM,
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g_param_spec_enum ("algorithm", "Algorithm",
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"Algorithm for tracking objects", GST_OPENCV_TRACKER_ALGORITHM,
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GST_OPENCV_TRACKER_ALGORITHM_MEDIANFLOW,
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(GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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g_object_class_install_property (gobject_class, PROP_DRAW,
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g_param_spec_boolean ("draw-rect", "Display",
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"Draw rectangle around tracked object",
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TRUE, (GParamFlags) G_PARAM_READWRITE));
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gst_element_class_set_static_metadata (element_class,
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"cvtracker",
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"Filter/Effect/Video",
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"Performs object tracking on videos and stores it in video buffer metadata.",
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"Vivek R <123vivekr@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_OPENCV_TRACKER_ALGORITHM,
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(GstPluginAPIFlags) 0);
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}
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static void
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gst_cvtracker_init (GstCVTracker * filter)
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{
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filter->x = DEFAULT_PROP_INITIAL_X;
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filter->y = DEFAULT_PROP_INITIAL_Y;
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filter->width = DEFAULT_PROP_INITIAL_WIDTH;
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filter->height = DEFAULT_PROP_INITIAL_HEIGHT;
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#if CV_VERSION_MAJOR == 4 && CV_VERSION_MINOR >= 5 && CV_VERSION_REVISION >= 1
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filter->tracker = cv::legacy::upgradeTrackingAPI(
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cv::legacy::TrackerMedianFlow::create());
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#else
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filter->tracker = cv::TrackerMedianFlow::create();
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#endif
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filter->draw = TRUE;
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filter->post_debug_info = TRUE;
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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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filter->algorithm = GST_OPENCV_TRACKER_ALGORITHM_MEDIANFLOW;
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}
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static void
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gst_cvtracker_set_property (GObject * object, guint prop_id,
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const GValue * value, GParamSpec * pspec)
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{
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GstCVTracker *filter = GST_OPENCV_TRACKER (object);
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switch (prop_id) {
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case PROP_INITIAL_X:
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filter->x = g_value_get_uint (value);
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break;
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case PROP_INITIAL_Y:
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filter->y = g_value_get_uint (value);
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break;
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case PROP_INITIAL_WIDTH:
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filter->width = g_value_get_uint (value);
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break;
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case PROP_INITIAL_HEIGHT:
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filter->height = g_value_get_uint (value);
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break;
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case PROP_ALGORITHM:
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filter->algorithm = g_value_get_enum (value);
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break;
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case PROP_DRAW:
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filter->draw = g_value_get_boolean (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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create_cvtracker (GstCVTracker * filter)
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{
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switch (filter->algorithm) {
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case GST_OPENCV_TRACKER_ALGORITHM_BOOSTING:
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#if CV_VERSION_MAJOR == 4 && CV_VERSION_MINOR >= 5 && CV_VERSION_REVISION >= 1
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filter->tracker = cv::legacy::upgradeTrackingAPI(
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cv::legacy::TrackerBoosting::create());
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#else
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filter->tracker = cv::TrackerBoosting::create();
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#endif
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break;
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case GST_OPENCV_TRACKER_ALGORITHM_CSRT:
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filter->tracker = cv::TrackerCSRT::create ();
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break;
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case GST_OPENCV_TRACKER_ALGORITHM_KCF:
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filter->tracker = cv::TrackerKCF::create ();
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break;
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case GST_OPENCV_TRACKER_ALGORITHM_MEDIANFLOW:
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#if CV_VERSION_MAJOR == 4 && CV_VERSION_MINOR >= 5 && CV_VERSION_REVISION >= 1
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filter->tracker = cv::legacy::upgradeTrackingAPI(
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cv::legacy::TrackerMedianFlow::create());
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#else
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filter->tracker = cv::TrackerMedianFlow::create();
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#endif
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break;
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case GST_OPENCV_TRACKER_ALGORITHM_MIL:
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filter->tracker = cv::TrackerMIL::create ();
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break;
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case GST_OPENCV_TRACKER_ALGORITHM_MOSSE:
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#if CV_VERSION_MAJOR == 4 && CV_VERSION_MINOR >= 5 && CV_VERSION_REVISION >= 1
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filter->tracker = cv::legacy::upgradeTrackingAPI(
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cv::legacy::TrackerMOSSE::create());
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#else
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filter->tracker = cv::TrackerMOSSE::create ();
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#endif
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break;
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case GST_OPENCV_TRACKER_ALGORITHM_TLD:
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#if CV_VERSION_MAJOR == 4 && CV_VERSION_MINOR >= 5 && CV_VERSION_REVISION >= 1
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filter->tracker = cv::legacy::upgradeTrackingAPI(
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cv::legacy::TrackerTLD::create());
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#else
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filter->tracker = cv::TrackerTLD::create();
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#endif
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break;
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}
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}
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static void
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gst_cvtracker_get_property (GObject * object, guint prop_id,
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GValue * value, GParamSpec * pspec)
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{
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GstCVTracker *filter = GST_OPENCV_TRACKER (object);
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switch (prop_id) {
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case PROP_INITIAL_X:
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g_value_set_uint (value, filter->x);
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break;
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case PROP_INITIAL_Y:
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g_value_set_uint (value, filter->y);
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break;
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case PROP_INITIAL_WIDTH:
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g_value_set_uint (value, filter->width);
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break;
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case PROP_INITIAL_HEIGHT:
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g_value_set_uint (value, filter->height);
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break;
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case PROP_ALGORITHM:
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g_value_set_enum (value, filter->algorithm);
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break;
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case PROP_DRAW:
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g_value_set_boolean (value, filter->draw);
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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 GstFlowReturn
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gst_cvtracker_transform_ip (GstOpencvVideoFilter * base,
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GstBuffer * buf, cv::Mat img)
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{
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GstCVTracker *filter = GST_OPENCV_TRACKER (base);
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GstStructure *s;
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GstMessage *msg;
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if (filter->roi.empty ()) {
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#if CV_VERSION_MAJOR == 4 && CV_VERSION_MINOR >= 5 && CV_VERSION_REVISION >= 1
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filter->roi = new (cv::Rect);
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#else
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filter->roi = new (cv::Rect2d);
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#endif
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filter->roi->x = filter->x;
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filter->roi->y = filter->y;
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filter->roi->width = filter->width;
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filter->roi->height = filter->height;
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create_cvtracker (filter);
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filter->tracker->init (img, *filter->roi);
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} else if (filter->tracker->update (img, *filter->roi)) {
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#if (!(CV_VERSION_MAJOR == 4 && CV_VERSION_MINOR >= 5 && CV_VERSION_REVISION >= 1))
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/* Round values to avoid inconsistencies depending on the OpenCV version. */
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filter->roi->x = cvRound (filter->roi->x);
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filter->roi->y = cvRound (filter->roi->y);
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filter->roi->width = cvRound (filter->roi->width);
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filter->roi->height = cvRound (filter->roi->height);
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#endif
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s = gst_structure_new ("object",
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"x", G_TYPE_UINT, (guint) filter->roi->x,
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"y", G_TYPE_UINT, (guint) filter->roi->y,
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"width", G_TYPE_UINT, (guint) filter->roi->width,
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"height", G_TYPE_UINT, (guint) filter->roi->height, NULL);
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msg = gst_message_new_element (GST_OBJECT (filter), s);
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gst_buffer_add_video_region_of_interest_meta (buf, "object",
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filter->roi->x, filter->roi->y, filter->roi->width,
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filter->roi->height);
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gst_element_post_message (GST_ELEMENT (filter), msg);
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if (filter->draw)
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cv::rectangle (img, *filter->roi, cv::Scalar (255, 0, 0), 2, 1);
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if (!(filter->post_debug_info))
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filter->post_debug_info = TRUE;
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} else if (filter->post_debug_info) {
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GST_DEBUG_OBJECT (filter, "tracker lost");
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filter->post_debug_info = FALSE;
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}
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return GST_FLOW_OK;
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}
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