gstreamer/ext/opencv/gsthanddetect.cpp
Vanessa Chipirras Navalon 93b83edfe5 opencv: handdetect: Ported to OpenCV version 3.1
cvarrToMat() is added because it is compatible with all versions of Opencv
and the use of the class constructor Mat is eliminated because is deprecated
in 3.X versions. Included 'using namespace std' because it is needed for the
vector class in 3.X versions. This keeps compatibility with 2.4.

https://bugzilla.gnome.org/show_bug.cgi?id=760473
2016-03-30 22:12:47 +01:00

640 lines
23 KiB
C++

/*
* GStreamer hand gesture detection plugins
* Copyright (C) 2012 Andol Li <<andol@andol.info>>
* Copyright (C) 2013 Sreerenj Balachandran <sreerenj.balachandran@intel.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., 59 Temple Place - Suite 330,
* Boston, MA 02111-1307, USA.
*/
/**
* SECTION:video-filter-handdetect
*
* FIXME:operates hand gesture detection in video streams and images,
* and enable media operation e.g. play/stop/fast forward/back rewind.
*
* <refsect2>
* <title>Example launch line</title>
* |[
* gst-launch-1.0 autovideosrc ! videoconvert ! "video/x-raw, formt=RGB, width=320, height=240" ! \
* videoscale ! handdetect ! videoconvert ! xvimagesink
* ]|
* </refsect2>
*/
#ifdef HAVE_CONFIG_H
#include <config.h>
#endif
/* element header */
#include "gsthanddetect.h"
#include <opencv2/imgproc/imgproc_c.h>
GST_DEBUG_CATEGORY_STATIC (gst_handdetect_debug);
#define GST_CAT_DEFAULT gst_handdetect_debug
/* define HAAR files */
#define HAAR_FILE_FIST GST_HAAR_CASCADES_DIR G_DIR_SEPARATOR_S "fist.xml"
#define HAAR_FILE_PALM GST_HAAR_CASCADES_DIR G_DIR_SEPARATOR_S "palm.xml"
using namespace cv;
using namespace std;
/* Filter signals and args */
enum
{
/* FILL ME */
LAST_SIGNAL
};
enum
{
PROP_0,
PROP_DISPLAY,
PROP_PROFILE_FIST,
PROP_PROFILE_PALM,
PROP_ROI_X,
PROP_ROI_Y,
PROP_ROI_WIDTH,
PROP_ROI_HEIGHT
};
/* 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 ("RGB"))
);
static GstStaticPadTemplate src_factory = GST_STATIC_PAD_TEMPLATE ("src",
GST_PAD_SRC,
GST_PAD_ALWAYS,
GST_STATIC_CAPS (GST_VIDEO_CAPS_MAKE ("RGB"))
);
static void gst_handdetect_set_property (GObject * object, guint prop_id,
const GValue * value, GParamSpec * pspec);
static void gst_handdetect_get_property (GObject * object, guint prop_id,
GValue * value, GParamSpec * pspec);
static gboolean gst_handdetect_set_caps (GstOpencvVideoFilter * transform,
gint in_width, gint in_height, gint in_depth, gint in_channels,
gint out_width, gint out_height, gint out_depth, gint out_channels);
static GstFlowReturn gst_handdetect_transform_ip (GstOpencvVideoFilter *
transform, GstBuffer * buffer, IplImage * img);
static CascadeClassifier *gst_handdetect_load_profile (GstHanddetect * filter,
gchar * profile);
static void gst_handdetect_navigation_interface_init (GstNavigationInterface *
iface);
static void gst_handdetect_navigation_send_event (GstNavigation * navigation,
GstStructure * structure);
G_DEFINE_TYPE_WITH_CODE (GstHanddetect, gst_handdetect,
GST_TYPE_OPENCV_VIDEO_FILTER,
G_IMPLEMENT_INTERFACE (GST_TYPE_NAVIGATION,
gst_handdetect_navigation_interface_init););
static void
gst_handdetect_navigation_interface_init (GstNavigationInterface * iface)
{
iface->send_event = gst_handdetect_navigation_send_event;
}
/* FIXME: this function used to parse the region of interests coordinates
* sending from applications when the hand gestures reach the defined regions of interests,
* at this moment this function is not doing anything significantly
* but will be CHANGED when the gstreamer is patched with new hand gesture events
*/
static void
gst_handdetect_navigation_send_event (GstNavigation * navigation,
GstStructure * structure)
{
GstHanddetect *filter = GST_HANDDETECT (navigation);
GstPad *peer;
if ((peer = gst_pad_get_peer (GST_BASE_TRANSFORM_CAST (filter)->sinkpad))) {
GstEvent *event;
event = gst_event_new_navigation (structure);
gst_pad_send_event (peer, event);
gst_object_unref (peer);
}
}
/* clean opencv images and parameters */
static void
gst_handdetect_finalize (GObject * obj)
{
GstHanddetect *filter = GST_HANDDETECT (obj);
if (filter->cvGray)
cvReleaseImage (&filter->cvGray);
g_free (filter->profile_fist);
g_free (filter->profile_palm);
delete (filter->best_r);
G_OBJECT_CLASS (gst_handdetect_parent_class)->finalize (obj);
}
/* initialise the HANDDETECT class */
static void
gst_handdetect_class_init (GstHanddetectClass * klass)
{
GObjectClass *gobject_class;
GstOpencvVideoFilterClass *gstopencvbasefilter_class;
GstElementClass *element_class = GST_ELEMENT_CLASS (klass);
gobject_class = (GObjectClass *) klass;
gstopencvbasefilter_class = (GstOpencvVideoFilterClass *) klass;
gstopencvbasefilter_class->cv_trans_ip_func = gst_handdetect_transform_ip;
gstopencvbasefilter_class->cv_set_caps = gst_handdetect_set_caps;
gobject_class->finalize = GST_DEBUG_FUNCPTR (gst_handdetect_finalize);
gobject_class->set_property = gst_handdetect_set_property;
gobject_class->get_property = gst_handdetect_get_property;
g_object_class_install_property (gobject_class,
PROP_DISPLAY,
g_param_spec_boolean ("display",
"Display",
"Whether the detected hands are highlighted in output frame",
TRUE, (GParamFlags)G_PARAM_READWRITE)
);
g_object_class_install_property (gobject_class,
PROP_PROFILE_FIST,
g_param_spec_string ("profile_fist",
"Profile_fist",
"Location of HAAR cascade file (fist gesture)",
HAAR_FILE_FIST, (GParamFlags)G_PARAM_READWRITE)
);
g_object_class_install_property (gobject_class,
PROP_PROFILE_PALM,
g_param_spec_string ("profile_palm",
"Profile_palm",
"Location of HAAR cascade file (palm gesture)",
HAAR_FILE_PALM, (GParamFlags)G_PARAM_READWRITE)
);
/* FIXME: property name needs fixing */
g_object_class_install_property (gobject_class,
PROP_ROI_X,
g_param_spec_int ("ROI_X",
"ROI_X",
"X of left-top pointer in region of interest \nGestures in the defined region of interest will emit messages",
0, INT_MAX, 0, (GParamFlags)G_PARAM_READWRITE)
);
/* FIXME: property name needs fixing */
g_object_class_install_property (gobject_class,
PROP_ROI_Y,
g_param_spec_int ("ROI_Y",
"ROI_Y",
"Y of left-top pointer in region of interest \nGestures in the defined region of interest will emit messages",
0, INT_MAX, 0, (GParamFlags)G_PARAM_READWRITE)
);
/* FIXME: property name needs fixing */
g_object_class_install_property (gobject_class,
PROP_ROI_WIDTH,
g_param_spec_int ("ROI_WIDTH",
"ROI_WIDTH",
"WIDTH of left-top pointer in region of interest \nGestures in the defined region of interest will emit messages",
0, INT_MAX, 0, (GParamFlags)G_PARAM_READWRITE)
);
/* FIXME: property name needs fixing */
g_object_class_install_property (gobject_class,
PROP_ROI_HEIGHT,
g_param_spec_int ("ROI_HEIGHT",
"ROI_HEIGHT",
"HEIGHT of left-top pointer in region of interest \nGestures in the defined region of interest will emit messages",
0, INT_MAX, 0, (GParamFlags)G_PARAM_READWRITE)
);
gst_element_class_set_static_metadata (element_class,
"handdetect",
"Filter/Effect/Video",
"Performs hand gesture detection on videos, providing detected hand positions via bus message and navigation event, and deals with hand gesture events",
"Andol Li <andol@andol.info>");
gst_element_class_add_static_pad_template (element_class, &src_factory);
gst_element_class_add_static_pad_template (element_class, &sink_factory);
}
/* initialise the new element
* instantiate pads and add them to element
* set pad call-back functions
* initialise instance structure
*/
static void
gst_handdetect_init (GstHanddetect * filter)
{
const gchar *haar_path;
haar_path = g_getenv ("GST_HAAR_CASCADES_PATH");
if (haar_path) {
filter->profile_fist = g_build_filename (haar_path, "fist.xml", NULL);
filter->profile_palm = g_build_filename (haar_path, "palm.xml", NULL);
} else {
filter->profile_fist = g_strdup (HAAR_FILE_FIST);
filter->profile_palm = g_strdup (HAAR_FILE_PALM);
}
filter->roi_x = 0;
filter->roi_y = 0;
filter->roi_width = 0;
filter->roi_height = 0;
filter->display = TRUE;
filter->cvCascade_fist =
gst_handdetect_load_profile (filter, filter->profile_fist);
filter->cvCascade_palm =
gst_handdetect_load_profile (filter, filter->profile_palm);
gst_opencv_video_filter_set_in_place (GST_OPENCV_VIDEO_FILTER_CAST (filter),
TRUE);
}
static void
gst_handdetect_set_property (GObject * object, guint prop_id,
const GValue * value, GParamSpec * pspec)
{
GstHanddetect *filter = GST_HANDDETECT (object);
switch (prop_id) {
case PROP_PROFILE_FIST:
g_free (filter->profile_fist);
if (filter->cvCascade_fist)
delete filter->cvCascade_fist;
filter->profile_fist = g_value_dup_string (value);
filter->cvCascade_fist =
gst_handdetect_load_profile (filter, filter->profile_fist);
break;
case PROP_PROFILE_PALM:
g_free (filter->profile_palm);
if (filter->cvCascade_palm)
delete filter->cvCascade_palm;
filter->profile_palm = g_value_dup_string (value);
filter->cvCascade_palm =
gst_handdetect_load_profile (filter, filter->profile_palm);
break;
case PROP_DISPLAY:
filter->display = g_value_get_boolean (value);
break;
case PROP_ROI_X:
filter->roi_x = g_value_get_int (value);
break;
case PROP_ROI_Y:
filter->roi_y = g_value_get_int (value);
break;
case PROP_ROI_WIDTH:
filter->roi_width = g_value_get_int (value);
break;
case PROP_ROI_HEIGHT:
filter->roi_height = g_value_get_int (value);
break;
default:
G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
break;
}
}
static void
gst_handdetect_get_property (GObject * object, guint prop_id, GValue * value,
GParamSpec * pspec)
{
GstHanddetect *filter = GST_HANDDETECT (object);
switch (prop_id) {
case PROP_DISPLAY:
g_value_set_boolean (value, filter->display);
break;
case PROP_PROFILE_FIST:
g_value_set_string (value, filter->profile_fist);
break;
case PROP_PROFILE_PALM:
g_value_set_string (value, filter->profile_palm);
break;
case PROP_ROI_X:
g_value_set_int (value, filter->roi_x);
break;
case PROP_ROI_Y:
g_value_set_int (value, filter->roi_y);
break;
case PROP_ROI_WIDTH:
g_value_set_int (value, filter->roi_width);
break;
case PROP_ROI_HEIGHT:
g_value_set_int (value, filter->roi_height);
break;
default:
G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
break;
}
}
/* GstElement vmethod implementations */
/* this function handles the link with other elements */
static gboolean
gst_handdetect_set_caps (GstOpencvVideoFilter * transform,
gint in_width, gint in_height, gint in_depth, gint in_channels,
gint out_width, gint out_height, gint out_depth, gint out_channels)
{
GstHanddetect *filter;
filter = GST_HANDDETECT (transform);
/* 320 x 240 is with the best detect accuracy, if not, give info */
if (in_width != 320 || in_height != 240)
GST_WARNING_OBJECT (filter,
"resize to 320 x 240 to have best detect accuracy.\n");
if (filter->cvGray)
cvReleaseImage (&filter->cvGray);
filter->cvGray =
cvCreateImage (cvSize (in_width, in_height), IPL_DEPTH_8U, 1);
return TRUE;
}
/* Hand detection function
* This function does the actual processing 'of hand detect and display'
*/
static GstFlowReturn
gst_handdetect_transform_ip (GstOpencvVideoFilter * transform,
GstBuffer * buffer, IplImage * img)
{
GstHanddetect *filter = GST_HANDDETECT (transform);
Rect *r;
GstStructure *s;
GstMessage *m;
unsigned int i;
vector < Rect > hands;
/* check detection cascades */
if (filter->cvCascade_fist && filter->cvCascade_palm) {
/* cvt to gray colour space for hand detect */
cvCvtColor (img, filter->cvGray, CV_RGB2GRAY);
/* detect FIST gesture fist */
Mat image = cvarrToMat(filter->cvGray);
Mat roi (image, Rect (filter->cvGray->origin,
filter->cvGray->origin, filter->cvGray->width,
filter->cvGray->height));
filter->cvCascade_fist->detectMultiScale (roi, hands, 1.1, 2,
CV_HAAR_DO_CANNY_PRUNING, cvSize (24, 24), cvSize (0, 0));
/* if FIST gesture detected */
if (!hands.empty ()) {
int min_distance, distance;
Rect temp_r;
CvPoint c;
/* Go through all detected FIST gestures to get the best one
* prev_r => previous hand
* best_r => best hand in this frame
*/
/* set min_distance for init comparison */
min_distance = img->width + img->height;
/* Init filter->prev_r */
temp_r = Rect (0, 0, 0, 0);
if (filter->prev_r == NULL)
filter->prev_r = &temp_r;
/* Get the best FIST gesture */
for (i = 0; i < hands.size(); i++) {
r = &hands[i];
distance = (int) sqrt (pow ((r->x - filter->prev_r->x),
2) + pow ((r->y - filter->prev_r->y), 2));
if (distance <= min_distance) {
min_distance = distance;
delete (filter->best_r);
filter->best_r = new Rect (*r);
}
}
/* Save best_r as prev_r for next frame comparison */
filter->prev_r = filter->best_r;
/* send msg to app/bus if the detected gesture falls in the region of interest */
/* get center point of gesture */
c = cvPoint (filter->best_r->x + filter->best_r->width / 2,
filter->best_r->y + filter->best_r->height / 2);
/* send message:
* if the center point is in the region of interest, OR,
* if the region of interest remains default as (0,0,0,0)*/
if ((c.x >= filter->roi_x && c.x <= (filter->roi_x + filter->roi_width)
&& c.y >= filter->roi_y
&& c.y <= (filter->roi_y + filter->roi_height))
|| (filter->roi_x == 0
&& filter->roi_y == 0
&& filter->roi_width == 0 && filter->roi_height == 0)) {
/* Define structure for message post */
s = gst_structure_new ("hand-gesture",
"gesture", G_TYPE_STRING, "fist",
"x", G_TYPE_INT,
(gint) (filter->best_r->x + filter->best_r->width * 0.5), "y",
G_TYPE_INT,
(gint) (filter->best_r->y + filter->best_r->height * 0.5), "width",
G_TYPE_INT, (gint) filter->best_r->width, "height", G_TYPE_INT,
(gint) filter->best_r->height, NULL);
/* Init message element */
m = gst_message_new_element (GST_OBJECT (filter), s);
/* Send message */
gst_element_post_message (GST_ELEMENT (filter), m);
#if 0
/* send event
* here we use mouse-move event instead of fist-move or palm-move event
* !!! this will CHANGE in the future !!!
* !!! by adding gst_navigation_send_hand_detect_event() in navigation.c !!!
*/
gst_navigation_send_mouse_event (GST_NAVIGATION (filter),
"mouse-move",
0,
(double) (filter->best_r->x + filter->best_r->width * 0.5),
(double) (filter->best_r->y + filter->best_r->height * 0.5));
#endif
}
/* Check filter->display,
* If TRUE, displaying red circle marker in the out frame */
if (filter->display) {
CvPoint center;
int radius;
center.x = cvRound ((filter->best_r->x + filter->best_r->width * 0.5));
center.y = cvRound ((filter->best_r->y + filter->best_r->height * 0.5));
radius =
cvRound ((filter->best_r->width + filter->best_r->height) * 0.25);
cvCircle (img, center, radius, CV_RGB (0, 0, 200), 1, 8, 0);
}
} else {
/* if NO FIST gesture, detecting PALM gesture */
filter->cvCascade_palm->detectMultiScale (roi, hands, 1.1, 2,
CV_HAAR_DO_CANNY_PRUNING, cvSize (24, 24), cvSize (0, 0));
/* if PALM detected */
if (!hands.empty ()) {
int min_distance, distance;
Rect temp_r;
CvPoint c;
if (filter->display) {
GST_DEBUG_OBJECT (filter, "%d PALM gestures detected\n",
(int) hands.size ());
}
/* Go through all detected PALM gestures to get the best one
* prev_r => previous hand
* best_r => best hand in this frame
*/
/* suppose a min_distance for init comparison */
min_distance = img->width + img->height;
/* Init filter->prev_r */
temp_r = Rect (0, 0, 0, 0);
if (filter->prev_r == NULL)
filter->prev_r = &temp_r;
/* Get the best PALM gesture */
for (i = 0; i < hands.size (); ++i) {
r = &hands[i];
distance = (int) sqrt (pow ((r->x - filter->prev_r->x),
2) + pow ((r->y - filter->prev_r->y), 2));
if (distance <= min_distance) {
min_distance = distance;
delete (filter->best_r);
filter->best_r = new Rect (*r);
}
}
/* Save best_r as prev_r for next frame comparison */
filter->prev_r = filter->best_r;
/* send msg to app/bus if the detected gesture falls in the region of interest */
/* get center point of gesture */
c = cvPoint (filter->best_r->x + filter->best_r->width / 2,
filter->best_r->y + filter->best_r->height / 2);
/* send message:
* if the center point is in the region of interest, OR,
* if the region of interest remains default as (0,0,0,0)*/
if (((gint) c.x >= filter->roi_x
&& (gint) c.x <= (filter->roi_x + filter->roi_width)
&& (gint) c.y >= filter->roi_y
&& (gint) c.y <= (filter->roi_y + filter->roi_height))
|| (filter->roi_x == 0 && filter->roi_y == 0
&& filter->roi_width == 0 && filter->roi_height == 0)) {
/* Define structure for message post */
s = gst_structure_new ("hand-gesture",
"gesture", G_TYPE_STRING, "palm",
"x", G_TYPE_INT,
(gint) (filter->best_r->x + filter->best_r->width * 0.5), "y",
G_TYPE_INT,
(gint) (filter->best_r->y + filter->best_r->height * 0.5),
"width", G_TYPE_INT, (gint) filter->best_r->width, "height",
G_TYPE_INT, (gint) filter->best_r->height, NULL);
/* Init message element */
m = gst_message_new_element (GST_OBJECT (filter), s);
/* Send message */
gst_element_post_message (GST_ELEMENT (filter), m);
#if 0
/* send event
* here we use mouse-move event instead of fist-move or palm-move event
* !!! this will CHANGE in the future !!!
* !!! by adding gst_navigation_send_hand_detect_event() in navigation.c !!!
*/
gst_navigation_send_mouse_event (GST_NAVIGATION (filter),
"mouse-move",
0,
(double) (filter->best_r->x + filter->best_r->width * 0.5),
(double) (filter->best_r->y + filter->best_r->height * 0.5));
/* or use another way to send upstream navigation event for debug
*
* GstEvent *event =
* gst_event_new_navigation (gst_structure_new
* ("application/x-gst-navigation", "event", G_TYPE_STRING,
* "mouse-move",
* "button", G_TYPE_INT, 0,
* "pointer_x", G_TYPE_DOUBLE,
* (double) (filter->best_r->x + filter->best_r->width * 0.5),
* "pointer_y", G_TYPE_DOUBLE,
* (double) (filter->best_r->y + filter->best_r->height * 0.5),
* NULL));
* gst_pad_send_event (GST_BASE_TRANSFORM_CAST (filter)->srcpad, event);
*/
#endif
}
/* Check filter->display,
* If TRUE, displaying red circle marker in the out frame */
if (filter->display) {
CvPoint center;
int radius;
center.x =
cvRound ((filter->best_r->x + filter->best_r->width * 0.5));
center.y =
cvRound ((filter->best_r->y + filter->best_r->height * 0.5));
radius =
cvRound ((filter->best_r->width + filter->best_r->height) * 0.25);
cvCircle (img, center, radius, CV_RGB (0, 0, 200), 1, 8, 0);
}
}
}
}
/* Push out the incoming buffer */
return GST_FLOW_OK;
}
static CascadeClassifier *
gst_handdetect_load_profile (GstHanddetect * filter, gchar * profile)
{
CascadeClassifier *cascade;
cascade = new CascadeClassifier (profile);
if (cascade->empty ()) {
GST_ERROR_OBJECT (filter, "Invalid profile file: %s", profile);
delete cascade;
return NULL;
}
return cascade;
}
/* Entry point to initialize the plug-in
* Initialize the plug-in itself
* Register the element factories and other features
*/
gboolean
gst_handdetect_plugin_init (GstPlugin * plugin)
{
GST_DEBUG_CATEGORY_INIT (gst_handdetect_debug,
"handdetect", 0, "opencv hand gesture detection");
return gst_element_register (plugin, "handdetect", GST_RANK_NONE,
GST_TYPE_HANDDETECT);
}