onnx: replace video-region-of-interest with analytics-meta

- Use analytics-meta/OD to transport object detection results

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5767>
This commit is contained in:
Daniel Morin 2023-12-05 12:21:37 -05:00 committed by GStreamer Marge Bot
parent 4425562661
commit 81051c16b6
2 changed files with 18 additions and 24 deletions

View file

@ -3,7 +3,7 @@
* Copyright (C) 2021 Collabora Ltd.
*
* gstssdobjectdetector.cpp
*
*
* 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
@ -54,7 +54,8 @@
#include <gst/gst.h>
#include <gst/video/video.h>
#include <gst/video/gstvideometa.h>
#include <gst/analytics/analytics.h>
#include "tensor/gsttensormeta.h"
GST_DEBUG_CATEGORY_STATIC (ssd_object_detector_debug);
@ -304,6 +305,8 @@ static gboolean
gst_ssd_object_detector_process (GstBaseTransform * trans, GstBuffer * buf)
{
GstTensorMeta *tmeta = NULL;
GstAnalyticsODMtd odmtd;
GstAnalyticsRelationMeta *rmeta;
GstSsdObjectDetector *self = GST_SSD_OBJECT_DETECTOR (trans);
// get all tensor metas
@ -311,6 +314,9 @@ gst_ssd_object_detector_process (GstBaseTransform * trans, GstBuffer * buf)
if (!tmeta) {
GST_WARNING_OBJECT (trans, "missing tensor meta");
return TRUE;
} else {
rmeta = gst_buffer_add_analytics_relation_meta (buf);
g_return_val_if_fail (rmeta != NULL, FALSE);
}
std::vector < GstMlBoundingBox > boxes =
@ -319,28 +325,15 @@ gst_ssd_object_detector_process (GstBaseTransform * trans, GstBuffer * buf)
self->score_threshold);
for (auto & b:boxes) {
auto vroi_meta = gst_buffer_add_video_region_of_interest_meta (buf,
GST_SSD_OBJECT_DETECTOR_META_NAME,
b.x0, b.y0,
b.width,
b.height);
if (!vroi_meta) {
GST_WARNING_OBJECT (trans,
"Unable to attach GstVideoRegionOfInterestMeta to buffer");
return FALSE;
}
auto s = gst_structure_new (GST_SSD_OBJECT_DETECTOR_META_PARAM_NAME,
GST_SSD_OBJECT_DETECTOR_META_FIELD_LABEL,
G_TYPE_STRING,
b.label.c_str (),
GST_SSD_OBJECT_DETECTOR_META_FIELD_SCORE,
G_TYPE_DOUBLE,
b.score,
NULL);
gst_video_region_of_interest_meta_add_param (vroi_meta, s);
GST_DEBUG_OBJECT (self,
"Object detected with label : %s, score: %f, bound box: (%f,%f,%f,%f) \n",
if (gst_analytics_relation_meta_add_od_mtd (rmeta,
g_quark_from_string(b.label.c_str ()), b.x0, b.y0, b.width, b.height,
b.score, &odmtd)) {
GST_DEBUG_OBJECT (self,
"Object detected with label : %s, score: %f, bound box: (%f,%f,%f,%f)",
b.label.c_str (), b.score, b.x0, b.y0, b.x0 + b.width, b.y0 + b.height);
} else {
GST_ERROR_OBJECT (self, "Failed to add object detection analytics-meta");
}
}
return TRUE;

View file

@ -24,7 +24,8 @@ if onnxrt_dep.found()
cpp_args : gst_plugins_bad_args + extra_args,
link_args : noseh_link_args,
include_directories : [configinc, libsinc, cuda_stubinc],
dependencies : [gstbase_dep, gstvideo_dep, onnxrt_dep, libm] + extra_deps,
dependencies : [gstbase_dep, gstvideo_dep, gstanalytics_dep, onnxrt_dep,
libm] + extra_deps,
install : true,
install_dir : plugins_install_dir,
)