| /* | |
| * GStreamer | |
| * Copyright (C) 2005 Thomas Vander Stichele <thomas@apestaart.org> | |
| * Copyright (C) 2005 Ronald S. Bultje <rbultje@ronald.bitfreak.net> | |
| * Copyright (C) 2008 Michael Sheldon <mike@mikeasoft.com> | |
| * Copyright (C) 2009 Noam Lewis <jones.noamle@gmail.com> | |
| * | |
| * Permission is hereby granted, free of charge, to any person obtaining a | |
| * copy of this software and associated documentation files (the "Software"), | |
| * to deal in the Software without restriction, including without limitation | |
| * the rights to use, copy, modify, merge, publish, distribute, sublicense, | |
| * and/or sell copies of the Software, and to permit persons to whom the | |
| * Software is furnished to do so, subject to the following conditions: | |
| * | |
| * The above copyright notice and this permission notice shall be included in | |
| * all copies or substantial portions of the Software. | |
| * | |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING | |
| * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER | |
| * DEALINGS IN THE SOFTWARE. | |
| * | |
| * Alternatively, the contents of this file may be used under the | |
| * GNU Lesser General Public License Version 2.1 (the "LGPL"), in | |
| * which case the following provisions apply instead of the ones | |
| * mentioned above: | |
| * | |
| * This library is free software; you can redistribute it and/or | |
| * modify it under the terms of the GNU Library General Public | |
| * License as published by the Free Software Foundation; either | |
| * version 2 of the License, or (at your option) any later version. | |
| * | |
| * This library is distributed in the hope that it will be useful, | |
| * but WITHOUT ANY WARRANTY; without even the implied warranty of | |
| * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU | |
| * Library General Public License for more details. | |
| * | |
| * You should have received a copy of the GNU Library General Public | |
| * License along with this library; if not, write to the | |
| * Free Software Foundation, Inc., 51 Franklin St, Fifth Floor, | |
| * Boston, MA 02110-1301, USA. | |
| */ | |
| /** | |
| * SECTION:element-templatematch | |
| * | |
| * Performs template matching on videos and images, providing detected positions via bus messages. | |
| * | |
| * ## Example launch line | |
| * | |
| * |[ | |
| * gst-launch-1.0 videotestsrc ! videoconvert ! templatematch template=/path/to/file.jpg ! videoconvert ! xvimagesink | |
| * ]| | |
| */ | |
| #ifdef HAVE_CONFIG_H | |
| # include <config.h> | |
| #endif | |
| #include <glib/gi18n-lib.h> | |
| #include "gsttemplatematch.h" | |
| #include <opencv2/imgproc.hpp> | |
| #include <opencv2/imgcodecs.hpp> | |
| GST_DEBUG_CATEGORY_STATIC (gst_template_match_debug); | |
| #define GST_CAT_DEFAULT gst_template_match_debug | |
| #define DEFAULT_METHOD (3) | |
| /* Filter signals and args */ | |
| enum | |
| { | |
| /* FILL ME */ | |
| LAST_SIGNAL | |
| }; | |
| enum | |
| { | |
| PROP_0, | |
| PROP_METHOD, | |
| PROP_TEMPLATE, | |
| PROP_DISPLAY, | |
| }; | |
| /* the capabilities of the inputs and outputs. | |
| */ | |
| static GstStaticPadTemplate sink_factory = GST_STATIC_PAD_TEMPLATE ("sink", | |
| GST_PAD_SINK, | |
| GST_PAD_ALWAYS, | |
| GST_STATIC_CAPS (GST_VIDEO_CAPS_MAKE ("BGR")) | |
| ); | |
| static GstStaticPadTemplate src_factory = GST_STATIC_PAD_TEMPLATE ("src", | |
| GST_PAD_SRC, | |
| GST_PAD_ALWAYS, | |
| GST_STATIC_CAPS (GST_VIDEO_CAPS_MAKE ("BGR")) | |
| ); | |
| G_DEFINE_TYPE_WITH_CODE (GstTemplateMatch, gst_template_match, | |
| GST_TYPE_OPENCV_VIDEO_FILTER, | |
| GST_DEBUG_CATEGORY_INIT (gst_template_match_debug, "templatematch", 0, | |
| "Performs template matching on videos and images, providing detected positions via bus messages"); | |
| ); | |
| GST_ELEMENT_REGISTER_DEFINE (templatematch, "templatematch", | |
| GST_RANK_NONE, GST_TYPE_TEMPLATE_MATCH); | |
| static void gst_template_match_finalize (GObject * object); | |
| static void gst_template_match_set_property (GObject * object, guint prop_id, | |
| const GValue * value, GParamSpec * pspec); | |
| static void gst_template_match_get_property (GObject * object, guint prop_id, | |
| GValue * value, GParamSpec * pspec); | |
| static GstFlowReturn gst_template_match_transform_ip (GstOpencvVideoFilter * | |
| filter, GstBuffer * buf, cv::Mat img); | |
| /* initialize the templatematch's class */ | |
| static void | |
| gst_template_match_class_init (GstTemplateMatchClass * klass) | |
| { | |
| GObjectClass *gobject_class; | |
| GstOpencvVideoFilterClass *gstopencvbasefilter_class; | |
| GstElementClass *element_class = GST_ELEMENT_CLASS (klass); | |
| gobject_class = (GObjectClass *) klass; | |
| gstopencvbasefilter_class = (GstOpencvVideoFilterClass *) klass; | |
| gobject_class->finalize = gst_template_match_finalize; | |
| gobject_class->set_property = gst_template_match_set_property; | |
| gobject_class->get_property = gst_template_match_get_property; | |
| gstopencvbasefilter_class->cv_trans_ip_func = gst_template_match_transform_ip; | |
| g_object_class_install_property (gobject_class, PROP_METHOD, | |
| g_param_spec_int ("method", "Method", | |
| "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.", | |
| 0, 5, DEFAULT_METHOD, | |
| (GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS))); | |
| g_object_class_install_property (gobject_class, PROP_TEMPLATE, | |
| g_param_spec_string ("template", "Template", "Filename of template image", | |
| NULL, (GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS))); | |
| g_object_class_install_property (gobject_class, PROP_DISPLAY, | |
| g_param_spec_boolean ("display", "Display", | |
| "Sets whether the detected template should be highlighted in the output", | |
| TRUE, (GParamFlags) (G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS))); | |
| gst_element_class_set_static_metadata (element_class, | |
| "templatematch", | |
| "Filter/Effect/Video", | |
| "Performs template matching on videos and images, providing detected positions via bus messages.", | |
| "Noam Lewis <jones.noamle@gmail.com>"); | |
| gst_element_class_add_static_pad_template (element_class, &src_factory); | |
| gst_element_class_add_static_pad_template (element_class, &sink_factory); | |
| } | |
| /* initialize the new element | |
| * instantiate pads and add them to element | |
| * set pad callback functions | |
| * initialize instance structure | |
| */ | |
| static void | |
| gst_template_match_init (GstTemplateMatch * filter) | |
| { | |
| filter->templ = NULL; | |
| filter->display = TRUE; | |
| filter->reload_dist_image = TRUE; | |
| filter->method = DEFAULT_METHOD; | |
| gst_opencv_video_filter_set_in_place (GST_OPENCV_VIDEO_FILTER_CAST (filter), | |
| TRUE); | |
| } | |
| /* We take ownership of template here */ | |
| static void | |
| gst_template_match_load_template (GstTemplateMatch * filter, gchar * templ) | |
| { | |
| cv::Mat newTemplateImage; | |
| if (templ) { | |
| newTemplateImage = cv::imread (templ); | |
| if (newTemplateImage.empty ()) { | |
| /* Unfortunately OpenCV doesn't seem to provide any way of finding out | |
| why the image load failed, so we can't be more specific than FAILED: */ | |
| GST_ELEMENT_WARNING (filter, RESOURCE, FAILED, | |
| (_("OpenCV failed to load template image")), | |
| ("While attempting to load template '%s'", templ)); | |
| g_free (templ); | |
| templ = NULL; | |
| } | |
| } | |
| GST_OBJECT_LOCK (filter); | |
| g_free (filter->templ); | |
| filter->templ = templ; | |
| filter->cvTemplateImage = cv::Mat (newTemplateImage); | |
| filter->reload_dist_image = TRUE; | |
| GST_OBJECT_UNLOCK (filter); | |
| } | |
| static void | |
| gst_template_match_set_property (GObject * object, guint prop_id, | |
| const GValue * value, GParamSpec * pspec) | |
| { | |
| GstTemplateMatch *filter = GST_TEMPLATE_MATCH (object); | |
| switch (prop_id) { | |
| case PROP_METHOD: | |
| GST_OBJECT_LOCK (filter); | |
| switch (g_value_get_int (value)) { | |
| case 0: | |
| filter->method = cv::TM_SQDIFF; | |
| break; | |
| case 1: | |
| filter->method = cv::TM_SQDIFF_NORMED; | |
| break; | |
| case 2: | |
| filter->method = cv::TM_CCORR; | |
| break; | |
| case 3: | |
| filter->method = cv::TM_CCORR_NORMED; | |
| break; | |
| case 4: | |
| filter->method = cv::TM_CCOEFF; | |
| break; | |
| case 5: | |
| filter->method = cv::TM_CCOEFF_NORMED; | |
| break; | |
| } | |
| GST_OBJECT_UNLOCK (filter); | |
| break; | |
| case PROP_TEMPLATE: | |
| gst_template_match_load_template (filter, g_value_dup_string (value)); | |
| break; | |
| case PROP_DISPLAY: | |
| GST_OBJECT_LOCK (filter); | |
| filter->display = g_value_get_boolean (value); | |
| GST_OBJECT_UNLOCK (filter); | |
| break; | |
| default: | |
| G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec); | |
| break; | |
| } | |
| } | |
| static void | |
| gst_template_match_get_property (GObject * object, guint prop_id, | |
| GValue * value, GParamSpec * pspec) | |
| { | |
| GstTemplateMatch *filter = GST_TEMPLATE_MATCH (object); | |
| switch (prop_id) { | |
| case PROP_METHOD: | |
| g_value_set_int (value, filter->method); | |
| break; | |
| case PROP_TEMPLATE: | |
| g_value_set_string (value, filter->templ); | |
| break; | |
| case PROP_DISPLAY: | |
| g_value_set_boolean (value, filter->display); | |
| break; | |
| default: | |
| G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec); | |
| break; | |
| } | |
| } | |
| /* GstElement vmethod implementations */ | |
| static void | |
| gst_template_match_finalize (GObject * object) | |
| { | |
| GstTemplateMatch *filter; | |
| filter = GST_TEMPLATE_MATCH (object); | |
| g_free (filter->templ); | |
| filter->cvDistImage.release (); | |
| filter->cvTemplateImage.release (); | |
| G_OBJECT_CLASS (gst_template_match_parent_class)->finalize (object); | |
| } | |
| static void | |
| gst_template_match_match (cv::Mat input, cv::Mat templ, | |
| cv::Mat dist_image, double *best_res, cv::Point * best_pos, int method) | |
| { | |
| double dist_min = 0, dist_max = 0; | |
| cv::Point min_pos, max_pos; | |
| matchTemplate (input, templ, dist_image, method); | |
| minMaxLoc (dist_image, &dist_min, &dist_max, &min_pos, &max_pos); | |
| if ((cv::TM_SQDIFF_NORMED == method) || (cv::TM_SQDIFF == method)) { | |
| *best_res = dist_min; | |
| *best_pos = min_pos; | |
| if (cv::TM_SQDIFF_NORMED == method) { | |
| *best_res = 1 - *best_res; | |
| } | |
| } else { | |
| *best_res = dist_max; | |
| *best_pos = max_pos; | |
| } | |
| } | |
| /* chain function | |
| * this function does the actual processing | |
| */ | |
| static GstFlowReturn | |
| gst_template_match_transform_ip (GstOpencvVideoFilter * base, GstBuffer * buf, | |
| cv::Mat img) | |
| { | |
| GstTemplateMatch *filter; | |
| cv::Point best_pos; | |
| double best_res; | |
| GstMessage *m = NULL; | |
| filter = GST_TEMPLATE_MATCH (base); | |
| GST_LOG_OBJECT (filter, "Buffer size %u", (guint) gst_buffer_get_size (buf)); | |
| GST_OBJECT_LOCK (filter); | |
| if (!filter->cvTemplateImage.empty () && filter->reload_dist_image) { | |
| if (filter->cvTemplateImage.size ().width > img.size ().width) { | |
| GST_WARNING ("Template Image is wider than input image"); | |
| } else if (filter->cvTemplateImage.size ().height > img.size ().height) { | |
| GST_WARNING ("Template Image is taller than input image"); | |
| } else { | |
| GST_DEBUG_OBJECT (filter, "cv create (Size(%d-%d+1,%d) %d)", | |
| img.size ().width, filter->cvTemplateImage.size ().width, | |
| img.size ().height - filter->cvTemplateImage.size ().height + 1, | |
| CV_32FC1); | |
| filter->cvDistImage.create (cv::Size (img.size ().width - | |
| filter->cvTemplateImage.size ().width + 1, | |
| img.size ().height - filter->cvTemplateImage.size ().height + 1), | |
| CV_32FC1); | |
| filter->reload_dist_image = FALSE; | |
| } | |
| } | |
| if (!filter->cvTemplateImage.empty () && !filter->reload_dist_image) { | |
| GstStructure *s; | |
| gst_template_match_match (img, filter->cvTemplateImage, | |
| filter->cvDistImage, &best_res, &best_pos, filter->method); | |
| s = gst_structure_new ("template_match", | |
| "x", G_TYPE_UINT, best_pos.x, | |
| "y", G_TYPE_UINT, best_pos.y, | |
| "width", G_TYPE_UINT, filter->cvTemplateImage.size ().width, | |
| "height", G_TYPE_UINT, filter->cvTemplateImage.size ().height, | |
| "result", G_TYPE_DOUBLE, best_res, NULL); | |
| m = gst_message_new_element (GST_OBJECT (filter), s); | |
| if (filter->display) { | |
| cv::Point corner = best_pos; | |
| cv::Scalar color; | |
| if (filter->method == cv::TM_SQDIFF_NORMED | |
| || filter->method == cv::TM_CCORR_NORMED | |
| || filter->method == cv::TM_CCOEFF_NORMED) { | |
| /* Yellow growing redder as match certainty approaches 1.0. This can | |
| only be applied with method == *_NORMED as the other match methods | |
| aren't normalized to be in range 0.0 - 1.0 */ | |
| color = CV_RGB (255, 255 - pow (255, best_res), 32); | |
| } else { | |
| color = CV_RGB (255, 32, 32); | |
| } | |
| buf = gst_buffer_make_writable (buf); | |
| corner.x += filter->cvTemplateImage.size ().width; | |
| corner.y += filter->cvTemplateImage.size ().height; | |
| cv::rectangle (img, best_pos, corner, color, 3, 8, 0); | |
| } | |
| } | |
| GST_OBJECT_UNLOCK (filter); | |
| if (m) { | |
| gst_element_post_message (GST_ELEMENT (filter), m); | |
| } | |
| return GST_FLOW_OK; | |
| } |