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authorMiguel Casas-Sanchez <miguelecasassanchez@gmail.com>2013-05-27 11:20:07 +0200
committerSebastian Dröge <sebastian.droege@collabora.co.uk>2013-05-27 11:27:20 +0200
commit407f3e1856e3d7e79c9d743e4ae92538b6dad290 (patch)
treef0af2ba9bc1796cfe65284463c604319b95e3be5
parent116f7c0a775ff51a9b4832038e5f431a594a21e7 (diff)
downloadgstreamer-plugins-bad-407f3e1856e3d7e79c9d743e4ae92538b6dad290.tar.gz
opencv: Add colour image enhancement element based on Retinex algorithm
Add colour image enhancement element based on Retinex algorithm. Two types exist, namely basic and multiscale; both are described in this article: Rahman, Zia-ur, Daniel J. Jobson, and Glenn A. Woodell. "Multi-scale retinex for color image enhancement." Image Processing, 1996. Proceedings., International Conference on. Vol. 3. IEEE, 1996 Visually speaking the result looks a bit funny, but is pretty invariable to lightning changes, which is good for some applications, like image segmentation. https://bugzilla.gnome.org/show_bug.cgi?id=700977
-rw-r--r--ext/opencv/Makefile.am1
-rw-r--r--ext/opencv/gstopencv.c4
-rw-r--r--ext/opencv/gstretinex.c391
-rw-r--r--ext/opencv/gstretinex.h93
4 files changed, 489 insertions, 0 deletions
diff --git a/ext/opencv/Makefile.am b/ext/opencv/Makefile.am
index 4bf32e721..ad47916bb 100644
--- a/ext/opencv/Makefile.am
+++ b/ext/opencv/Makefile.am
@@ -20,6 +20,7 @@ libgstopencv_la_SOURCES = gstopencv.c \
gsttextoverlay.c \
gstmotioncells.c \
gstskindetect.c \
+ gstretinex.c \
motioncells_wrapper.cpp \
MotionCells.cpp
diff --git a/ext/opencv/gstopencv.c b/ext/opencv/gstopencv.c
index 7518d5393..ff9ead633 100644
--- a/ext/opencv/gstopencv.c
+++ b/ext/opencv/gstopencv.c
@@ -38,6 +38,7 @@
#include "gsttextoverlay.h"
#include "gsthanddetect.h"
#include "gstskindetect.h"
+#include "gstretinex.h"
static gboolean
plugin_init (GstPlugin * plugin)
@@ -87,6 +88,9 @@ plugin_init (GstPlugin * plugin)
if (!gst_skin_detect_plugin_init (plugin))
return FALSE;
+ if (!gst_retinex_plugin_init (plugin))
+ return FALSE;
+
return TRUE;
}
diff --git a/ext/opencv/gstretinex.c b/ext/opencv/gstretinex.c
new file mode 100644
index 000000000..8c64b803f
--- /dev/null
+++ b/ext/opencv/gstretinex.c
@@ -0,0 +1,391 @@
+/*
+ * GStreamer
+ * Copyright (C) 2013 Miguel Casas-Sanchez <miguelecasassanchez@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-retinex
+ *
+ * Basic and multiscale retinex for colour image enhancement, see article:
+ *
+ * Rahman, Zia-ur, Daniel J. Jobson, and Glenn A. Woodell. "Multi-scale retinex for
+ * color image enhancement." Image Processing, 1996. Proceedings., International
+ * Conference on. Vol. 3. IEEE, 1996.
+ *
+ * <refsect2>
+ * <title>Example launch line</title>
+ * |[
+ * gst-launch-1.0 videotestsrc ! decodebin ! videoconvert ! retinex ! videoconvert ! xvimagesink
+ * ]|
+ * </refsect2>
+ */
+
+#ifdef HAVE_CONFIG_H
+#include <config.h>
+#endif
+
+#include <gst/gst.h>
+#include "gstretinex.h"
+
+GST_DEBUG_CATEGORY_STATIC (gst_retinex_debug);
+#define GST_CAT_DEFAULT gst_retinex_debug
+
+/* Filter signals and args */
+enum
+{
+ /* FILL ME */
+ LAST_SIGNAL
+};
+
+enum
+{
+ PROP_0,
+ PROP_METHOD,
+ PROP_SCALES
+};
+typedef enum
+{
+ METHOD_BASIC,
+ METHOD_MULTISCALE
+} GstRetinexMethod;
+
+#define DEFAULT_METHOD METHOD_BASIC
+#define DEFAULT_SCALES 3
+
+#define GST_TYPE_RETINEX_METHOD (gst_retinex_method_get_type ())
+static GType
+gst_retinex_method_get_type (void)
+{
+ static GType etype = 0;
+ if (etype == 0) {
+ static const GEnumValue values[] = {
+ {METHOD_BASIC, "Basic retinex restoration", "basic"},
+ {METHOD_MULTISCALE, "Mutiscale retinex restoration", "multiscale"},
+ {0, NULL, NULL},
+ };
+ etype = g_enum_register_static ("GstRetinexMethod", values);
+ }
+ return etype;
+}
+
+G_DEFINE_TYPE (GstRetinex, gst_retinex, GST_TYPE_VIDEO_FILTER);
+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_retinex_set_property (GObject * object, guint prop_id,
+ const GValue * value, GParamSpec * pspec);
+static void gst_retinex_get_property (GObject * object, guint prop_id,
+ GValue * value, GParamSpec * pspec);
+
+static GstFlowReturn gst_retinex_transform_ip (GstBaseTransform * btrans,
+ GstBuffer * buf);
+static gboolean gst_retinex_set_caps (GstBaseTransform * btrans,
+ GstCaps * incaps, GstCaps * outcaps);
+
+static void gst_retinex_release_all_images (GstRetinex * filter);
+
+static gboolean gst_retinex_stop (GstBaseTransform * basesrc);
+
+/* initialize the retinex's class */
+static void
+gst_retinex_class_init (GstRetinexClass * klass)
+{
+ GObjectClass *gobject_class = (GObjectClass *) klass;
+ GstElementClass *element_class = GST_ELEMENT_CLASS (klass);
+ GstBaseTransformClass *btrans_class = (GstBaseTransformClass *) klass;
+
+ gobject_class->set_property = gst_retinex_set_property;
+ gobject_class->get_property = gst_retinex_get_property;
+
+ btrans_class->transform_ip = gst_retinex_transform_ip;
+ btrans_class->set_caps = gst_retinex_set_caps;
+ btrans_class->stop = gst_retinex_stop;
+
+ g_object_class_install_property (gobject_class, PROP_METHOD,
+ g_param_spec_enum ("method",
+ "Retinex method to use",
+ "Retinex method to use",
+ GST_TYPE_RETINEX_METHOD, DEFAULT_METHOD,
+ G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS));
+
+ g_object_class_install_property (gobject_class, PROP_SCALES,
+ g_param_spec_int ("scales", "scales",
+ "Amount of gaussian filters (scales) used in multiscale retinex", 1,
+ 4, DEFAULT_SCALES, G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS));
+
+ gst_element_class_set_static_metadata (element_class,
+ "Retinex image colour enhacement", "Filter/Effect/Video",
+ "Multiscale retinex for colour image enhancement",
+ "Miguel Casas-Sanchez <miguelecasassanchez@gmail.com>");
+
+ gst_element_class_add_pad_template (element_class,
+ gst_static_pad_template_get (&src_factory));
+ gst_element_class_add_pad_template (element_class,
+ gst_static_pad_template_get (&sink_factory));
+
+}
+
+
+/* initialize the new element
+ * instantiate pads and add them to element
+ * set pad calback functions
+ * initialize instance structure
+ */
+static void
+gst_retinex_init (GstRetinex * filter)
+{
+ filter->method = DEFAULT_METHOD;
+ filter->scales = DEFAULT_SCALES;
+ filter->current_scales = 0;
+ gst_base_transform_set_in_place (GST_BASE_TRANSFORM (filter), TRUE);
+}
+
+
+static void
+gst_retinex_set_property (GObject * object, guint prop_id,
+ const GValue * value, GParamSpec * pspec)
+{
+ GstRetinex *retinex = GST_RETINEX (object);
+
+ switch (prop_id) {
+ case PROP_METHOD:
+ retinex->method = g_value_get_enum (value);
+ break;
+ case PROP_SCALES:
+ retinex->scales = g_value_get_int (value);
+ break;
+ default:
+ G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
+ break;
+ }
+}
+
+static void
+gst_retinex_get_property (GObject * object, guint prop_id,
+ GValue * value, GParamSpec * pspec)
+{
+ GstRetinex *filter = GST_RETINEX (object);
+
+ switch (prop_id) {
+ case PROP_METHOD:
+ g_value_set_enum (value, filter->method);
+ break;
+ case PROP_SCALES:
+ g_value_set_int (value, filter->scales);
+ 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_retinex_set_caps (GstBaseTransform * btrans, GstCaps * incaps,
+ GstCaps * outcaps)
+{
+ GstRetinex *retinex = GST_RETINEX (btrans);
+ CvSize size;
+ GstVideoInfo info;
+ gst_video_info_from_caps (&info, incaps);
+
+ size = cvSize (info.width, info.height);
+
+ /* If cvRGB is already allocated, it means there's a cap modification,
+ so release first all the images. */
+ if (NULL != retinex->cvRGBin)
+ gst_retinex_release_all_images (retinex);
+
+ retinex->cvRGBin = cvCreateImageHeader (size, IPL_DEPTH_8U, 3);
+ retinex->cvRGBout = cvCreateImageHeader (size, IPL_DEPTH_8U, 3);
+
+ retinex->cvA = cvCreateImage (size, IPL_DEPTH_32F, 3);
+ retinex->cvB = cvCreateImage (size, IPL_DEPTH_32F, 3);
+ retinex->cvC = cvCreateImage (size, IPL_DEPTH_32F, 3);
+ retinex->cvD = cvCreateImage (size, IPL_DEPTH_32F, 3);
+
+ return TRUE;
+}
+
+/* Clean up */
+static gboolean
+gst_retinex_stop (GstBaseTransform * basesrc)
+{
+ GstRetinex *filter = GST_RETINEX (basesrc);
+
+ if (filter->cvRGBin != NULL)
+ gst_retinex_release_all_images (filter);
+
+ g_free (filter->weights);
+ filter->weights = NULL;
+ g_free (filter->sigmas);
+ filter->sigmas = NULL;
+
+ return TRUE;
+}
+
+static void
+gst_retinex_release_all_images (GstRetinex * filter)
+{
+ cvReleaseImage (&filter->cvRGBin);
+ cvReleaseImage (&filter->cvRGBout);
+
+ cvReleaseImage (&filter->cvA);
+ cvReleaseImage (&filter->cvB);
+ cvReleaseImage (&filter->cvC);
+ cvReleaseImage (&filter->cvD);
+}
+
+static GstFlowReturn
+gst_retinex_transform_ip (GstBaseTransform * btrans, GstBuffer * buf)
+{
+ GstRetinex *retinex = GST_RETINEX (btrans);
+ GstMapInfo info;
+ double sigma = 14.0;
+ int gain = 128;
+ int offset = 128;
+ int filter_size;
+
+ if (!gst_buffer_map (buf, &info, GST_MAP_READWRITE)) {
+ return GST_FLOW_ERROR;
+ }
+ retinex->cvRGBin->imageData = (char *) info.data;
+
+ /* Basic retinex restoration. The image and a filtered image are converted
+ to the log domain and subtracted.
+ O = Log(I) - Log(H(I))
+ where O is the output, H is a gaussian 2d filter and I is the input image. */
+ if (METHOD_BASIC == retinex->method) {
+ /* Compute log image */
+ cvConvert (retinex->cvRGBin, retinex->cvA);
+ cvLog (retinex->cvA, retinex->cvB);
+
+ /* Compute log of blured image */
+ filter_size = (int) floor (sigma * 6) / 2;
+ filter_size = filter_size * 2 + 1;
+
+ cvConvert (retinex->cvRGBin, retinex->cvD);
+ cvSmooth (retinex->cvD, retinex->cvD, CV_GAUSSIAN, filter_size, filter_size,
+ 0.0, 0.0);
+ cvLog (retinex->cvD, retinex->cvC);
+
+ /* Compute difference */
+ cvSub (retinex->cvB, retinex->cvC, retinex->cvA, NULL);
+
+ /* Restore */
+ cvConvertScale (retinex->cvA, retinex->cvRGBin, (float) gain,
+ (float) offset);
+ }
+ /* Multiscale retinex restoration. The image and a set of filtered images are
+ converted to the log domain and subtracted from the original with some set
+ of weights. Typicaly called with three equally weighted scales of fine,
+ medium and wide standard deviations.
+ O = Log(I) - sum_i [ wi * Log(H(I)) ]
+ where O is the output, H is a gaussian 2d filter and I is the input image
+ sum_i means summatory on var i with i in [0..scales) and wi are the weights */
+ else if (METHOD_MULTISCALE == retinex->method) {
+ /* allocate or reallocate the weights and sigmas according to scales */
+ if (retinex->current_scales != retinex->scales || !retinex->sigmas) {
+ retinex->weights =
+ (double *) g_realloc (retinex->weights,
+ sizeof (double) * retinex->scales);
+ retinex->sigmas =
+ (double *) g_realloc (retinex->sigmas,
+ sizeof (double) * retinex->scales);
+ for (int i = 0; i < retinex->scales; i++) {
+ retinex->weights[i] = 1.0 / (double) retinex->scales;
+ retinex->sigmas[i] = 10.0 + 4.0 * (double) retinex->scales;
+ }
+ retinex->current_scales = retinex->scales;
+ }
+
+ /* Compute log image */
+ cvConvert (retinex->cvRGBin, retinex->cvA);
+ cvLog (retinex->cvA, retinex->cvB);
+
+ /* Filter at each scale */
+ for (int i = 0; i < retinex->scales; i++) {
+ filter_size = (int) floor (retinex->sigmas[i] * 6) / 2;
+ filter_size = filter_size * 2 + 1;
+
+ cvConvert (retinex->cvRGBin, retinex->cvD);
+ cvSmooth (retinex->cvD, retinex->cvD, CV_GAUSSIAN, filter_size,
+ filter_size, 0.0, 0.0);
+ cvLog (retinex->cvD, retinex->cvC);
+
+ /* Compute weighted difference */
+ cvScale (retinex->cvC, retinex->cvC, retinex->weights[i], 0.0);
+ cvSub (retinex->cvB, retinex->cvC, retinex->cvB, NULL);
+ }
+
+ /* Restore */
+ cvConvertScale (retinex->cvB, retinex->cvRGBin, (float) gain,
+ (float) offset);
+ }
+
+ return GST_FLOW_OK;
+}
+
+/* entry point to initialize the plug-in
+ * initialize the plug-in itself
+ * register the element factories and other features
+ */
+gboolean
+gst_retinex_plugin_init (GstPlugin * plugin)
+{
+ /* debug category for fltering log messages
+ *
+ */
+ GST_DEBUG_CATEGORY_INIT (gst_retinex_debug, "retinex",
+ 0, "Multiscale retinex for colour image enhancement");
+
+ return gst_element_register (plugin, "retinex", GST_RANK_NONE,
+ GST_TYPE_RETINEX);
+}
diff --git a/ext/opencv/gstretinex.h b/ext/opencv/gstretinex.h
new file mode 100644
index 000000000..24a7c5e30
--- /dev/null
+++ b/ext/opencv/gstretinex.h
@@ -0,0 +1,93 @@
+/*
+ * GStreamer
+ * Copyright (C) 2013 Miguel Casas-Sanchez <miguelecasassanchez@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.
+ */
+
+#ifndef __GST_RETINEX_H__
+#define __GST_RETINEX_H__
+
+#include <gst/gst.h>
+#include <gst/video/video.h>
+#include <gst/video/gstvideofilter.h>
+
+#include <cv.h>
+
+G_BEGIN_DECLS
+/* #defines don't like whitespacey bits */
+#define GST_TYPE_RETINEX \
+ (gst_retinex_get_type())
+#define GST_RETINEX(obj) \
+ (G_TYPE_CHECK_INSTANCE_CAST((obj),GST_TYPE_RETINEX,GstRetinex))
+#define GST_RETINEX_CLASS(klass) \
+ (G_TYPE_CHECK_CLASS_CAST((klass),GST_TYPE_RETINEX,GstRetinexClass))
+#define GST_IS_RETINEX(obj) \
+ (G_TYPE_CHECK_INSTANCE_TYPE((obj),GST_TYPE_RETINEX))
+#define GST_IS_RETINEX_CLASS(klass) \
+ (G_TYPE_CHECK_CLASS_TYPE((klass),GST_TYPE_RETINEX))
+typedef struct _GstRetinex GstRetinex;
+typedef struct _GstRetinexClass GstRetinexClass;
+
+struct _GstRetinex
+{
+ GstVideoFilter element;
+ gint width, height;
+ gint method;
+ gint scales, current_scales;
+
+ double *weights;
+ double *sigmas;
+
+ IplImage *cvRGBin;
+ IplImage *cvRGBout;
+ IplImage *cvA, *cvB, *cvC, *cvD;
+};
+
+struct _GstRetinexClass
+{
+ GstVideoFilterClass parent_class;
+};
+
+GType gst_retinex_get_type (void);
+
+gboolean gst_retinex_plugin_init (GstPlugin * plugin);
+
+G_END_DECLS
+#endif /* __GST_RETINEX_H__ */