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f5992a6cdd
templatematch operates on BGR data. In fact, OpenCV's IplImage always stores color image data in BGR order -- this isn't documented at all in the OpenCV source code, but there are hints around the web (see for example http://www.cs.iit.edu/~agam/cs512/lect-notes/opencv-intro/opencv-intro.html#SECTION00041000000000000000 and http://www.comp.leeds.ac.uk/vision/opencv/iplimage.html ). gst_templatematch_load_template loads the template (the image to find) from disk using OpenCV's cvLoadImage, so it is stored in an IplImage in BGR order. But in gst_templatematch_chain, no OpenCV conversion functions are used: the imageData pointer of the IplImage for the video frame (the image to search in) is just set to point to the raw buffer data. Without this fix, that raw data is in RGB order, so the call to cvMatchTemplate ends up comparing the template's Blue channel against the frame's Red channel, producing very poor results.
478 lines
15 KiB
C
478 lines
15 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) 2009 Noam Lewis <jones.noamle@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-templatematch
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*
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* Performs template matching on videos and images, providing detected positions via bus messages.
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*
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* <refsect2>
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* <title>Example launch line</title>
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* |[
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* gst-launch-0.10 videotestsrc ! decodebin ! videoconvert ! templatematch template=/path/to/file.jpg ! videoconvert ! xvimagesink
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* ]|
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* </refsect2>
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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 <gst/gst.h>
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#include "../../gst-libs/gst/gst-i18n-plugin.h"
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#include "gstopencvutils.h"
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#include "gsttemplatematch.h"
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GST_DEBUG_CATEGORY_STATIC (gst_template_match_debug);
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#define GST_CAT_DEFAULT gst_template_match_debug
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#define DEFAULT_METHOD (3)
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/* Filter signals and args */
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enum
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{
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/* FILL ME */
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LAST_SIGNAL
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};
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enum
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{
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PROP_0,
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PROP_METHOD,
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PROP_TEMPLATE,
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PROP_DISPLAY,
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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 ("BGR"))
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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 ("BGR"))
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);
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G_DEFINE_TYPE (GstTemplateMatch, gst_template_match, GST_TYPE_ELEMENT);
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static void gst_template_match_finalize (GObject * object);
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static void gst_template_match_set_property (GObject * object, guint prop_id,
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const GValue * value, GParamSpec * pspec);
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static void gst_template_match_get_property (GObject * object, guint prop_id,
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GValue * value, GParamSpec * pspec);
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static gboolean gst_template_match_handle_sink_event (GstPad * pad,
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GstObject * parent, GstEvent * event);
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static GstFlowReturn gst_template_match_chain (GstPad * pad, GstObject * parent,
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GstBuffer * buf);
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static void gst_template_match_load_template (GstTemplateMatch * filter,
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gchar * template);
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static void gst_template_match_match (IplImage * input, IplImage * template,
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IplImage * dist_image, double *best_res, CvPoint * best_pos, int method);
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/* initialize the templatematch's class */
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static void
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gst_template_match_class_init (GstTemplateMatchClass * klass)
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{
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GObjectClass *gobject_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_template_match_finalize;
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gobject_class->set_property = gst_template_match_set_property;
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gobject_class->get_property = gst_template_match_get_property;
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g_object_class_install_property (gobject_class, PROP_METHOD,
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g_param_spec_int ("method", "Method",
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"Specifies the way the template must be compared with image regions. 0=SQDIFF, 1=SQDIFF_NORMED, 2=CCOR, 3=CCOR_NORMED, 4=CCOEFF, 5=CCOEFF_NORMED.",
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0, 5, DEFAULT_METHOD, G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS));
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g_object_class_install_property (gobject_class, PROP_TEMPLATE,
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g_param_spec_string ("template", "Template", "Filename of template image",
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NULL, G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS));
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g_object_class_install_property (gobject_class, PROP_DISPLAY,
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g_param_spec_boolean ("display", "Display",
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"Sets whether the detected template should be highlighted in the output",
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TRUE, G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS));
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gst_element_class_set_static_metadata (element_class,
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"templatematch",
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"Filter/Effect/Video",
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"Performs template matching on videos and images, providing detected positions via bus messages.",
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"Noam Lewis <jones.noamle@gmail.com>");
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gst_element_class_add_pad_template (element_class,
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gst_static_pad_template_get (&src_factory));
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gst_element_class_add_pad_template (element_class,
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gst_static_pad_template_get (&sink_factory));
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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_template_match_init (GstTemplateMatch * filter)
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{
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filter->sinkpad = gst_pad_new_from_static_template (&sink_factory, "sink");
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gst_pad_set_event_function (filter->sinkpad,
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GST_DEBUG_FUNCPTR (gst_template_match_handle_sink_event));
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gst_pad_set_chain_function (filter->sinkpad,
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GST_DEBUG_FUNCPTR (gst_template_match_chain));
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GST_PAD_SET_PROXY_CAPS (filter->sinkpad);
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filter->srcpad = gst_pad_new_from_static_template (&src_factory, "src");
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GST_PAD_SET_PROXY_CAPS (filter->srcpad);
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gst_element_add_pad (GST_ELEMENT (filter), filter->sinkpad);
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gst_element_add_pad (GST_ELEMENT (filter), filter->srcpad);
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filter->template = NULL;
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filter->display = TRUE;
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filter->cvTemplateImage = NULL;
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filter->cvDistImage = NULL;
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filter->cvImage = NULL;
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filter->method = DEFAULT_METHOD;
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}
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static void
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gst_template_match_set_property (GObject * object, guint prop_id,
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const GValue * value, GParamSpec * pspec)
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{
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GstTemplateMatch *filter = GST_TEMPLATE_MATCH (object);
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switch (prop_id) {
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case PROP_METHOD:
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GST_OBJECT_LOCK (filter);
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switch (g_value_get_int (value)) {
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case 0:
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filter->method = CV_TM_SQDIFF;
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break;
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case 1:
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filter->method = CV_TM_SQDIFF_NORMED;
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break;
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case 2:
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filter->method = CV_TM_CCORR;
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break;
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case 3:
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filter->method = CV_TM_CCORR_NORMED;
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break;
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case 4:
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filter->method = CV_TM_CCOEFF;
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break;
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case 5:
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filter->method = CV_TM_CCOEFF_NORMED;
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break;
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}
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GST_OBJECT_UNLOCK (filter);
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break;
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case PROP_TEMPLATE:
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gst_template_match_load_template (filter, g_value_dup_string (value));
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break;
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case PROP_DISPLAY:
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GST_OBJECT_LOCK (filter);
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filter->display = g_value_get_boolean (value);
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GST_OBJECT_UNLOCK (filter);
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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_template_match_get_property (GObject * object, guint prop_id,
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GValue * value, GParamSpec * pspec)
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{
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GstTemplateMatch *filter = GST_TEMPLATE_MATCH (object);
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switch (prop_id) {
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case PROP_METHOD:
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g_value_set_int (value, filter->method);
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break;
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case PROP_TEMPLATE:
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g_value_set_string (value, filter->template);
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break;
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case PROP_DISPLAY:
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g_value_set_boolean (value, filter->display);
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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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/* GstElement vmethod implementations */
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/* this function handles the link with other elements */
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static gboolean
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gst_template_match_handle_sink_event (GstPad * pad, GstObject * parent,
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GstEvent * event)
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{
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GstTemplateMatch *filter;
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GstVideoInfo info;
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gboolean res = TRUE;
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filter = GST_TEMPLATE_MATCH (parent);
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switch (GST_EVENT_TYPE (event)) {
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case GST_EVENT_CAPS:
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{
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GstCaps *caps;
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gst_event_parse_caps (event, &caps);
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gst_video_info_from_caps (&info, caps);
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if (filter->cvImage) {
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cvReleaseImageHeader (&filter->cvImage);
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}
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filter->cvImage =
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cvCreateImageHeader (cvSize (info.width, info.height), IPL_DEPTH_8U,
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3);
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break;
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}
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default:
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break;
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}
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res = gst_pad_event_default (pad, parent, event);
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return res;
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}
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static void
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gst_template_match_finalize (GObject * object)
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{
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GstTemplateMatch *filter;
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filter = GST_TEMPLATE_MATCH (object);
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g_free (filter->template);
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if (filter->cvImage) {
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cvReleaseImageHeader (&filter->cvImage);
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}
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if (filter->cvDistImage) {
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cvReleaseImage (&filter->cvDistImage);
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}
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if (filter->cvTemplateImage) {
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cvReleaseImage (&filter->cvTemplateImage);
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}
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G_OBJECT_CLASS (gst_template_match_parent_class)->finalize (object);
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}
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/* chain function
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* this function does the actual processing
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*/
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static GstFlowReturn
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gst_template_match_chain (GstPad * pad, GstObject * parent, GstBuffer * buf)
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{
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GstTemplateMatch *filter;
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CvPoint best_pos;
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double best_res;
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GstMapInfo info;
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GstMessage *m = NULL;
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filter = GST_TEMPLATE_MATCH (parent);
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if ((!filter) || (!buf)) {
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return GST_FLOW_OK;
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}
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GST_LOG_OBJECT (filter, "Buffer size %u", (guint) gst_buffer_get_size (buf));
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buf = gst_buffer_make_writable (buf);
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gst_buffer_map (buf, &info, GST_MAP_READWRITE);
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filter->cvImage->imageData = (char *) info.data;
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GST_OBJECT_LOCK (filter);
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if (filter->cvTemplateImage && !filter->cvDistImage) {
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if (filter->cvTemplateImage->width > filter->cvImage->width) {
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GST_WARNING ("Template Image is wider than input image");
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} else if (filter->cvTemplateImage->height > filter->cvImage->height) {
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GST_WARNING ("Template Image is taller than input image");
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} else {
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GST_DEBUG_OBJECT (filter, "cvCreateImage (Size(%d-%d+1,%d) %d, %d)",
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filter->cvImage->width, filter->cvTemplateImage->width,
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filter->cvImage->height - filter->cvTemplateImage->height + 1,
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IPL_DEPTH_32F, 1);
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filter->cvDistImage =
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cvCreateImage (cvSize (filter->cvImage->width -
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filter->cvTemplateImage->width + 1,
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filter->cvImage->height - filter->cvTemplateImage->height + 1),
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IPL_DEPTH_32F, 1);
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if (!filter->cvDistImage) {
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GST_WARNING ("Couldn't create dist image.");
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}
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}
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}
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if (filter->cvTemplateImage && filter->cvImage && filter->cvDistImage) {
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GstStructure *s;
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gst_template_match_match (filter->cvImage, filter->cvTemplateImage,
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filter->cvDistImage, &best_res, &best_pos, filter->method);
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s = gst_structure_new ("template_match",
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"x", G_TYPE_UINT, best_pos.x,
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"y", G_TYPE_UINT, best_pos.y,
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"width", G_TYPE_UINT, filter->cvTemplateImage->width,
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"height", G_TYPE_UINT, filter->cvTemplateImage->height,
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"result", G_TYPE_DOUBLE, best_res, NULL);
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m = gst_message_new_element (GST_OBJECT (filter), s);
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if (filter->display) {
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CvPoint corner = best_pos;
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CvScalar color;
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if (filter->method == CV_TM_SQDIFF_NORMED
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|| filter->method == CV_TM_CCORR_NORMED
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|| filter->method == CV_TM_CCOEFF_NORMED) {
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/* Yellow growing redder as match certainty approaches 1.0. This can
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only be applied with method == *_NORMED as the other match methods
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aren't normalized to be in range 0.0 - 1.0 */
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color = CV_RGB (255, 255 - pow (255, best_res), 32);
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} else {
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color = CV_RGB (255, 32, 32);
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}
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buf = gst_buffer_make_writable (buf);
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corner.x += filter->cvTemplateImage->width;
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corner.y += filter->cvTemplateImage->height;
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cvRectangle (filter->cvImage, best_pos, corner, color, 3, 8, 0);
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}
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}
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GST_OBJECT_UNLOCK (filter);
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if (m) {
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gst_element_post_message (GST_ELEMENT (filter), m);
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}
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return gst_pad_push (filter->srcpad, buf);
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}
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static void
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gst_template_match_match (IplImage * input, IplImage * template,
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IplImage * dist_image, double *best_res, CvPoint * best_pos, int method)
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{
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double dist_min = 0, dist_max = 0;
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CvPoint min_pos, max_pos;
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cvMatchTemplate (input, template, dist_image, method);
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cvMinMaxLoc (dist_image, &dist_min, &dist_max, &min_pos, &max_pos, NULL);
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if ((CV_TM_SQDIFF_NORMED == method) || (CV_TM_SQDIFF == method)) {
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*best_res = dist_min;
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*best_pos = min_pos;
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if (CV_TM_SQDIFF_NORMED == method) {
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*best_res = 1 - *best_res;
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}
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} else {
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*best_res = dist_max;
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*best_pos = max_pos;
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}
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}
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/* We take ownership of template here */
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static void
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gst_template_match_load_template (GstTemplateMatch * filter, gchar * template)
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{
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gchar *oldTemplateFilename = NULL;
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IplImage *oldTemplateImage = NULL, *newTemplateImage = NULL, *oldDistImage =
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NULL;
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if (template) {
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newTemplateImage = cvLoadImage (template, CV_LOAD_IMAGE_COLOR);
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if (!newTemplateImage) {
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/* Unfortunately OpenCV doesn't seem to provide any way of finding out
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why the image load failed, so we can't be more specific than FAILED: */
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GST_ELEMENT_WARNING (filter, RESOURCE, FAILED,
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(_("OpenCV failed to load template image")),
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("While attempting to load template '%s'", template));
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g_free (template);
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template = NULL;
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}
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}
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GST_OBJECT_LOCK (filter);
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oldTemplateFilename = filter->template;
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filter->template = template;
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oldTemplateImage = filter->cvTemplateImage;
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filter->cvTemplateImage = newTemplateImage;
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oldDistImage = filter->cvDistImage;
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/* This will be recreated in the chain function as required: */
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filter->cvDistImage = NULL;
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GST_OBJECT_UNLOCK (filter);
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cvReleaseImage (&oldDistImage);
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cvReleaseImage (&oldTemplateImage);
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g_free (oldTemplateFilename);
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}
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/* entry point to initialize the plug-in
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* initialize the plug-in itself
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* register the element factories and other features
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*/
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gboolean
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gst_template_match_plugin_init (GstPlugin * templatematch)
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{
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/* debug category for fltering log messages */
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GST_DEBUG_CATEGORY_INIT (gst_template_match_debug, "templatematch",
|
|
0,
|
|
"Performs template matching on videos and images, providing detected positions via bus messages");
|
|
|
|
return gst_element_register (templatematch, "templatematch", GST_RANK_NONE,
|
|
GST_TYPE_TEMPLATE_MATCH);
|
|
}
|