mirror of
https://gitlab.freedesktop.org/gstreamer/gstreamer.git
synced 2024-12-04 23:46:43 +00:00
6db6d44ff5
- Add a new analytics-meta to store segmentation analysis result. Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6026>
467 lines
16 KiB
C
467 lines
16 KiB
C
/* GStreamer
|
|
* Copyright (C) 2024 Collabora Ltd
|
|
* @author: Daniel Morin <daniel.morin@collabora.com>
|
|
*
|
|
* gstanalyticssegmentationmtd.c
|
|
*
|
|
* 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.
|
|
*/
|
|
#ifdef HAVE_CONFIG_H
|
|
#include "config.h"
|
|
#endif
|
|
|
|
#include "gstanalyticssegmentationmtd.h"
|
|
#include <gst/video/video-info.h>
|
|
|
|
/**
|
|
* SECTION: gstanalyticssegmentationmtd
|
|
* @title: GstAnalyticsSegmentationMtd
|
|
* @short_description: An analytics metadata for image segmentation inside a
|
|
* #GstAnalyticsRelationMeta
|
|
* @symbols:
|
|
* - GstAnalyticsSegmentationMtd
|
|
* @see_also: #GstAnalyticsMtd, #GstAnalyticsRelationMeta
|
|
*
|
|
* This type of metadata holds information on which pixels belongs to
|
|
* a region of the image representing a type of object.
|
|
*
|
|
* It supports two types of segmentation, semantic or instance:
|
|
* * Semantic: All objects of the same type have the same id
|
|
* * Instance: Each instance of an object has a different id
|
|
*
|
|
* The results of the segmentation are stored in a #GstBuffer that has a
|
|
* #GstVideoMeta associated with it. This buffer is stored in the
|
|
* GstAnalyticsSegmentationMtd using
|
|
* #gst_analytics_relation_meta_add_segmentation_mtd(). The #GstBuffer
|
|
* containing the segmentation mask is image-like but the color values are
|
|
* arbitrary values, referred by region-id in this API, without meaning beyond
|
|
* specifying that two pixels in the original image with the same values in
|
|
* their corresponding mask value belong to the same region.
|
|
*
|
|
* To further describe a region, the #GstAnalyticsSegmentationMtd can be
|
|
* associated with other #GstAnalyticsMtd. Since region ids are
|
|
* generated by the segmentation process itself and are not always sequential,
|
|
* we use a map of indexes to region ids starting with 0 without discontinuity
|
|
* which facilitate N-to-N mapping with other #GstAnalyticsMtd. For
|
|
* example it can be associated with #GstAnalyticsClsMtd to describe the class
|
|
* of object matching the pixels of a segmented region.
|
|
*
|
|
* Example: Associate Instance Segmentation with Classification
|
|
*
|
|
* In the following example the segmentation process will fill segmask with
|
|
* values of 0 for background, 12 for the first region which correspond to a
|
|
* to a strawberry, 7 for the second region that also correspond to a
|
|
* strawberry in the image and 31 for the third region that correspond to a
|
|
* leaf in the image.
|
|
* region_ids is fill during segmentation post-processing
|
|
*
|
|
* region_ids:
|
|
* |region-index | region-id |
|
|
* |-------------|-----------|
|
|
* | 0 | 0 |
|
|
* | 1 | 12 |
|
|
* | 2 | 7 |
|
|
* | 3 | 31 |
|
|
*
|
|
* region_count = 4
|
|
*
|
|
* ``` C
|
|
* GstAnalyticsSegmentationMtd segmtd;
|
|
* GstAnalyticsClassificationMtd clsmtd;
|
|
* GstBuffer *segmask, *img;
|
|
* guint *region_ids;
|
|
* gsize region_count, class_count;
|
|
* gfloat *class_confidence;
|
|
* GQuark *classes;
|
|
*
|
|
* ... (segmentation filling segmask based on img)
|
|
*
|
|
* gst_analytics_relation_meta_add_segmentation_mtd (rmeta, segmask,
|
|
* GST_SEGMENTATION_TYPE_INSTANCE, region_count, region_ids, &segmtd);
|
|
* class_count = region_count;
|
|
*
|
|
* ... (class-index must match and correspond to region-index)
|
|
* classes [0] = g_quark_from_string ("background");
|
|
* classes [1] = g_quark_from_string ("strawberry");
|
|
* classes [2] = g_quark_from_string ("strawberry");
|
|
* classes [3] = g_quark_from_string ("leaf");
|
|
*
|
|
* ... (set confidence level for each class associated with a region
|
|
* ... where -1.0 mean undefined.)
|
|
* class_confidence [0] = -1.0;
|
|
* class_confidence [1] = 0.6;
|
|
* class_confidence [2] = 0.9;
|
|
* class_confidence [3] = 0.8;
|
|
*
|
|
* gst_analytics_relation_meta_add_cls_mtd (rmeta, class_count,
|
|
* class_confidence, classes, &clsmtd);
|
|
*
|
|
* gst_analytics_relation_meta_set_relation (rmeta,
|
|
* GST_ANALYTICS_REL_TYPE_RELATE_TO, segmtd.id, clsmtd.id);
|
|
* ```
|
|
*
|
|
* Example: Associate Semantic Segmentation with Classification
|
|
* Assuming the same context as for Instance Segmentation above but instead
|
|
* a semantic segmentation is performed, therefore region-id-12 and region-id-7
|
|
* are now represented by the same region-id-12
|
|
*
|
|
* region_ids: (here
|
|
* |region-index | region-id |
|
|
* |-------------|-----------|
|
|
* | 0 | 0 |
|
|
* | 1 | 12 |
|
|
* | 2 | 31 |
|
|
*
|
|
* Code remain the same except that we set all confidence level to undefined
|
|
* (-1.0).
|
|
*
|
|
* ```
|
|
* ... (class-index must match and correspond to region-index)
|
|
* classes [0] = g_quark_from_string ("background");
|
|
* classes [1] = g_quark_from_string ("strawberry");
|
|
* classes [2] = g_quark_from_string ("leaf");
|
|
*
|
|
* ... (set confidence level for each class associated with a region
|
|
* ... where -1.0 mean undefined.)
|
|
* class_confidence [0] = -1.0;
|
|
* class_confidence [1] = -1.0;
|
|
* class_confidence [2] = -1.0;
|
|
*
|
|
* gst_analytics_relation_meta_add_cls_mtd (rmeta, class_count,
|
|
* class_confidence, classes, &clsmtd);
|
|
*
|
|
* gst_analytics_relation_meta_set_relation (rmeta,
|
|
* GST_ANALYTICS_REL_TYPE_RELATE_TO, segmtd.id, clsmtd.id);
|
|
* ```
|
|
*
|
|
* Example: Retrieving class associated with a segmentation region-id-12
|
|
* This the typical case for an overlay as we visit the segmentation mask we
|
|
* we find region-id values
|
|
*
|
|
* ```
|
|
* gsize idx;
|
|
* gst_analytics_segmentation_mtd_get_region_index (&segmtd, &idx, 12);
|
|
* gst_analytics_relation_meta_get_direct_related (rmeta, segmtd.id,
|
|
* GST_ANALYTICS_REL_TYPE_RELATE_TO, gst_analytics_cls_mtd_get_type (),
|
|
* NULL, &clsmtd);
|
|
*
|
|
* GQuark region_class = gst_analytics_cls_mtd_get_quark (&segmtd, idx)
|
|
* ...
|
|
* ```
|
|
*
|
|
* Since: 1.26
|
|
*/
|
|
|
|
static void gst_analytics_segmentation_mtd_clear (GstBuffer * buffer,
|
|
GstAnalyticsMtd * mtd);
|
|
|
|
static gboolean
|
|
gst_analytics_segmentation_mtd_transform (GstBuffer * transbuf,
|
|
GstAnalyticsMtd * transmtd, GstBuffer * buffer, GQuark type, gpointer data);
|
|
|
|
static const GstAnalyticsMtdImpl segmentation_impl = {
|
|
"segmentation",
|
|
gst_analytics_segmentation_mtd_transform,
|
|
gst_analytics_segmentation_mtd_clear
|
|
};
|
|
|
|
/*
|
|
* GstAnalyticsSegMtdData:
|
|
* @type: #GstSegmentationType indicate if the mask values are object/region-id
|
|
* (in the case of instance segmentation) or object/region-type (in the case
|
|
* of semantic segmentation).
|
|
* @masks: #GstBuffer used to store segmentation masks
|
|
* @region_count: Number of region in the segmentation masks
|
|
* @region_ids: Indexed region ids
|
|
*
|
|
* Store segmentation results where each value represent a group to which
|
|
* belong the corresponding pixel from original image where segmentation was
|
|
* performed. All values equal in @masks form a mask defining all the
|
|
* pixel belonging to the same segmented region from the original image. The
|
|
* GstVideoMeta attached to the @masks, describe masks resolution, padding,
|
|
* format, ... The format in video meta has a special meaning in the context
|
|
* of the mask, GRAY8 mean that @masks value can take 256 values which mean
|
|
* 256 segmented region can be represented.
|
|
*
|
|
*/
|
|
typedef struct _GstAnalyticsSegMtdData
|
|
{
|
|
GstSegmentationType type;
|
|
GstBuffer *masks;
|
|
|
|
gint masks_loc_x;
|
|
gint masks_loc_y;
|
|
guint masks_loc_w;
|
|
guint masks_loc_h;
|
|
|
|
gsize region_count;
|
|
guint32 region_ids[]; /* Must be last */
|
|
} GstAnalyticsSegMtdData;
|
|
|
|
/**
|
|
* gst_analytics_segmentation_mtd_get_mtd_type:
|
|
*
|
|
* Get an instance of #GstAnalyticsMtdType that represent segmentation
|
|
* metadata type.
|
|
*
|
|
* Returns: A #GstAnalyticsMtdType type
|
|
*
|
|
* Since: 1.26
|
|
*/
|
|
GstAnalyticsMtdType
|
|
gst_analytics_segmentation_mtd_get_mtd_type (void)
|
|
{
|
|
return (GstAnalyticsMtdType) & segmentation_impl;
|
|
}
|
|
|
|
/**
|
|
* gst_analytics_segmentation_mtd_get_mask:
|
|
* @handle: Instance
|
|
* @masks_loc_x: (out caller-allocates)(nullable): Left coordinate of the
|
|
* rectangle corresponding to the mask in the image.
|
|
* @masks_loc_y: (out caller-allocates)(nullable): Top coordinate of the
|
|
* rectangle corresponding to the mask in the image.
|
|
* @masks_loc_w: (out caller-allocates)(nullable): Width of the rectangle
|
|
* corresponding to the mask in the image.
|
|
* @masks_loc_h: (out caller-allocates)(nullable): Height of the rectangle
|
|
* corresponding to the mask in the image.
|
|
*
|
|
* Get segmentation mask data.
|
|
*
|
|
* Returns: Segmentation mask data stored in a #GstBuffer
|
|
*
|
|
* Since: 1.26
|
|
*/
|
|
GstBuffer *
|
|
gst_analytics_segmentation_mtd_get_mask (const GstAnalyticsSegmentationMtd *
|
|
handle, gint * masks_loc_x, gint * masks_loc_y, guint * masks_loc_w, guint *
|
|
masks_loc_h)
|
|
{
|
|
GstAnalyticsSegMtdData *mtddata;
|
|
|
|
g_return_val_if_fail (handle, FALSE);
|
|
|
|
mtddata = gst_analytics_relation_meta_get_mtd_data (handle->meta, handle->id);
|
|
g_return_val_if_fail (mtddata != NULL, NULL);
|
|
|
|
if (masks_loc_x)
|
|
*masks_loc_x = mtddata->masks_loc_x;
|
|
if (masks_loc_y)
|
|
*masks_loc_y = mtddata->masks_loc_y;
|
|
if (masks_loc_w)
|
|
*masks_loc_w = mtddata->masks_loc_w;
|
|
if (masks_loc_h)
|
|
*masks_loc_h = mtddata->masks_loc_h;
|
|
|
|
return gst_buffer_ref (mtddata->masks);
|
|
}
|
|
|
|
/**
|
|
* gst_analytics_segmentation_mtd_get_region_index:
|
|
* @handle: Instance
|
|
* @index: (out caller-allocates)(not nullable): Region index
|
|
* @id: Region id
|
|
*
|
|
* Get region index of the region identified by @id.
|
|
*
|
|
* Returns: TRUE if a region with @id exist, otherwise FALSE
|
|
*
|
|
* Since: 1.26
|
|
*/
|
|
gboolean
|
|
gst_analytics_segmentation_mtd_get_region_index (const
|
|
GstAnalyticsSegmentationMtd * handle, gsize * index, guint id)
|
|
{
|
|
GstAnalyticsSegMtdData *mtddata;
|
|
|
|
g_return_val_if_fail (handle, FALSE);
|
|
g_return_val_if_fail (index != NULL, FALSE);
|
|
|
|
mtddata = gst_analytics_relation_meta_get_mtd_data (handle->meta, handle->id);
|
|
g_return_val_if_fail (mtddata != NULL, FALSE);
|
|
|
|
gsize i;
|
|
for (i = 0; i < mtddata->region_count; i++) {
|
|
if (mtddata->region_ids[i] == id) {
|
|
*index = i;
|
|
return TRUE;
|
|
}
|
|
}
|
|
return FALSE;
|
|
}
|
|
|
|
/**
|
|
* gst_analytics_segmentation_mtd_get_region_id:
|
|
* @handle: Instance
|
|
* @index: Region index
|
|
*
|
|
* Get id of the region corresponding to @index, which should be
|
|
* smaller than the return value of
|
|
* gst_analytics_segmentation_mtd_get_region_count()
|
|
*
|
|
* Returns: The region ID
|
|
*
|
|
* Since: 1.26
|
|
*/
|
|
guint
|
|
gst_analytics_segmentation_mtd_get_region_id (const
|
|
GstAnalyticsSegmentationMtd * handle, gsize index)
|
|
{
|
|
GstAnalyticsSegMtdData *mtddata;
|
|
|
|
g_return_val_if_fail (handle, 0);
|
|
|
|
mtddata = gst_analytics_relation_meta_get_mtd_data (handle->meta, handle->id);
|
|
g_return_val_if_fail (mtddata != NULL, 0);
|
|
g_return_val_if_fail (index < mtddata->region_count, 0);
|
|
|
|
return mtddata->region_ids[index];
|
|
}
|
|
|
|
/**
|
|
* gst_analytics_segmentation_mtd_get_region_count:
|
|
* @handle: Instance
|
|
*
|
|
* Get the regions count.
|
|
*
|
|
* Returns: Number of regions segmented
|
|
*
|
|
* Since: 1.26
|
|
*/
|
|
gsize
|
|
gst_analytics_segmentation_mtd_get_region_count (const
|
|
GstAnalyticsSegmentationMtd * handle)
|
|
{
|
|
GstAnalyticsSegMtdData *mtddata;
|
|
|
|
g_return_val_if_fail (handle, FALSE);
|
|
|
|
mtddata = gst_analytics_relation_meta_get_mtd_data (handle->meta, handle->id);
|
|
g_return_val_if_fail (mtddata != NULL, FALSE);
|
|
|
|
return mtddata->region_count;
|
|
}
|
|
|
|
/**
|
|
* gst_analytics_relation_meta_add_segmentation_mtd:
|
|
* @instance: Instance of #GstAnalyticsRelationMeta where to add segmentation
|
|
* instance.
|
|
* @buffer:(in)(transfer full): Buffer containing segmentation masks. @buffer
|
|
* must have a #GstVideoMeta attached
|
|
* @segmentation_type:(in): Segmentation type
|
|
* @region_count:(in): Number of regions in the masks
|
|
* @region_ids:(in) (array length=region_count): Arrays of region ids present in the mask.
|
|
* @masks_loc_x:(in): Left coordinate of the rectangle corresponding to the masks in the image.
|
|
* @masks_loc_y:(in): Top coordinate of the rectangle corresponding to the masks in the image.
|
|
* @masks_loc_w:(in): Width of the rectangle corresponding to the masks in the image.
|
|
* @masks_loc_h:(in): Height of the rectangle corresponding to the masks in the image.
|
|
* @segmentation_mtd:(out)(not nullable): Handle update with newly added segmentation meta.
|
|
*
|
|
* Add analytics segmentation metadata to @instance. The rectangle (@masks_loc_x,
|
|
* @mask_loc_y, @mask_loc_w, @mask_loc_h) define a area of the image that
|
|
* correspond to the segmentation masks stored in @buffer. For example if the
|
|
* segmentation masks stored in @buffer describe the segmented regions for the
|
|
* entire image the rectangular area will be (@masks_loc_x = 0, @masks_loc_y = 0,
|
|
* @masks_loc_w = image_width, @masks_loc_h = image_height).
|
|
*
|
|
* Returns: TRUE if added successfully, otherwise FALSE
|
|
*
|
|
* Since: 1.26
|
|
*/
|
|
gboolean
|
|
gst_analytics_relation_meta_add_segmentation_mtd (GstAnalyticsRelationMeta *
|
|
instance, GstBuffer * buffer, GstSegmentationType segmentation_type,
|
|
gsize region_count, guint * region_ids, gint masks_loc_x, gint masks_loc_y,
|
|
guint masks_loc_w, guint masks_loc_h, GstAnalyticsSegmentationMtd *
|
|
segmentation_mtd)
|
|
{
|
|
const gsize region_ids_size = sizeof (guint) * region_count;
|
|
const gsize size = sizeof (GstAnalyticsSegMtdData) + region_ids_size;
|
|
GstVideoMeta *vmeta = gst_buffer_get_video_meta (buffer);
|
|
g_return_val_if_fail (vmeta != NULL, FALSE);
|
|
g_return_val_if_fail (instance != NULL, FALSE);
|
|
g_return_val_if_fail (vmeta->format == GST_VIDEO_FORMAT_GRAY8 ||
|
|
vmeta->format == GST_VIDEO_FORMAT_GRAY16_BE ||
|
|
vmeta->format == GST_VIDEO_FORMAT_GRAY16_LE, FALSE);
|
|
|
|
GstAnalyticsSegMtdData *mtddata = NULL;
|
|
mtddata =
|
|
(GstAnalyticsSegMtdData *) gst_analytics_relation_meta_add_mtd (instance,
|
|
&segmentation_impl, size, segmentation_mtd);
|
|
|
|
if (mtddata) {
|
|
mtddata->masks = buffer;
|
|
mtddata->type = segmentation_type;
|
|
mtddata->region_count = region_count;
|
|
mtddata->masks_loc_x = masks_loc_x;
|
|
mtddata->masks_loc_y = masks_loc_y;
|
|
mtddata->masks_loc_w = masks_loc_w;
|
|
mtddata->masks_loc_h = masks_loc_h;
|
|
memcpy (mtddata->region_ids, region_ids, region_ids_size);
|
|
}
|
|
|
|
return mtddata != NULL;
|
|
}
|
|
|
|
static void
|
|
gst_analytics_segmentation_mtd_clear (GstBuffer * buffer, GstAnalyticsMtd * mtd)
|
|
{
|
|
GstAnalyticsSegMtdData *segdata;
|
|
segdata = gst_analytics_relation_meta_get_mtd_data (mtd->meta, mtd->id);
|
|
g_return_if_fail (segdata != NULL);
|
|
gst_clear_buffer (&segdata->masks);
|
|
}
|
|
|
|
static gboolean
|
|
gst_analytics_segmentation_mtd_transform (GstBuffer * transbuf,
|
|
GstAnalyticsMtd * transmtd, GstBuffer * buffer, GQuark type, gpointer data)
|
|
{
|
|
GstAnalyticsSegMtdData *segdata;
|
|
if (GST_META_TRANSFORM_IS_COPY (type)) {
|
|
segdata = gst_analytics_relation_meta_get_mtd_data (transmtd->meta,
|
|
transmtd->id);
|
|
gst_buffer_ref (segdata->masks);
|
|
} else if (GST_VIDEO_META_TRANSFORM_IS_SCALE (type)) {
|
|
GstVideoMetaTransform *trans = data;
|
|
gint ow, oh, nw, nh;
|
|
|
|
ow = GST_VIDEO_INFO_WIDTH (trans->in_info);
|
|
nw = GST_VIDEO_INFO_WIDTH (trans->out_info);
|
|
oh = GST_VIDEO_INFO_HEIGHT (trans->in_info);
|
|
nh = GST_VIDEO_INFO_HEIGHT (trans->out_info);
|
|
|
|
segdata = gst_analytics_relation_meta_get_mtd_data (transmtd->meta,
|
|
transmtd->id);
|
|
|
|
segdata->masks_loc_x *= nw;
|
|
segdata->masks_loc_x /= ow;
|
|
|
|
segdata->masks_loc_w *= nw;
|
|
segdata->masks_loc_w /= ow;
|
|
|
|
segdata->masks_loc_y *= nh;
|
|
segdata->masks_loc_y /= oh;
|
|
|
|
segdata->masks_loc_h *= nh;
|
|
segdata->masks_loc_h /= oh;
|
|
|
|
if (transbuf != buffer) {
|
|
gst_buffer_ref (segdata->masks);
|
|
}
|
|
}
|
|
|
|
return TRUE;
|
|
}
|