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https://gitlab.freedesktop.org/gstreamer/gstreamer.git
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8afc305fe2
- Propagate GstTensor.type becoming to GstTensor.data_type to tensor producer (onnx) and consumer (TensorDecoder) Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6061>
539 lines
17 KiB
C
539 lines
17 KiB
C
/*
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* GStreamer gstreamer-ssdobjectdetector
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* Copyright (C) 2021 Collabora Ltd.
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*
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* gstssdobjectdetector.cpp
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*
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* This library is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Library General Public
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* License as published by the Free Software Foundation; either
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* version 2 of the License, or (at your option) any later version.
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*
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* This library is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Library General Public License for more details.
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*
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* You should have received a copy of the GNU Library General Public
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* License along with this library; if not, write to the
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* Free Software Foundation, Inc., 51 Franklin St, Fifth Floor,
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* Boston, MA 02110-1301, USA.
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*/
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/**
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* SECTION:element-ssdobjectdetector
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* @short_description: Detect objects in video buffers using SSD neural network
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*
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* This element can parse per-buffer inference tensor meta data generated by an upstream
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* inference element
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*
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*
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* ## Example launch command:
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*
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* Test image file, model file (SSD) and label file can be found here :
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* https://gitlab.collabora.com/gstreamer/onnx-models
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*
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* GST_DEBUG=ssdobjectdetector:5 \
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* gst-launch-1.0 multifilesrc location=onnx-models/images/bus.jpg ! \
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* jpegdec ! videoconvert ! onnxinference execution-provider=cpu model-file=onnx-models/models/ssd_mobilenet_v1_coco.onnx ! \
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* ssdobjectdetector label-file=onnx-models/labels/COCO_classes.txt ! videoconvert ! autovideosink
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*
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*/
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#ifdef HAVE_CONFIG_H
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#include "config.h"
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#endif
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#include "gstssdobjectdetector.h"
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#include <gio/gio.h>
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#include <gst/gst.h>
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#include <gst/video/video.h>
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#include <gst/analytics/analytics.h>
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#include "tensor/gsttensormeta.h"
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/* Object detection tensor id strings */
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#define GST_MODEL_OBJECT_DETECTOR_BOXES "Gst.Model.ObjectDetector.Boxes"
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#define GST_MODEL_OBJECT_DETECTOR_SCORES "Gst.Model.ObjectDetector.Scores"
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#define GST_MODEL_OBJECT_DETECTOR_NUM_DETECTIONS "Gst.Model.ObjectDetector.NumDetections"
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#define GST_MODEL_OBJECT_DETECTOR_CLASSES "Gst.Model.ObjectDetector.Classes"
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GST_DEBUG_CATEGORY_STATIC (ssd_object_detector_debug);
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#define GST_CAT_DEFAULT ssd_object_detector_debug
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GST_ELEMENT_REGISTER_DEFINE (ssd_object_detector, "ssdobjectdetector",
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GST_RANK_PRIMARY, GST_TYPE_SSD_OBJECT_DETECTOR);
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/* GstSsdObjectDetector properties */
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enum
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{
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PROP_0,
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PROP_LABEL_FILE,
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PROP_SCORE_THRESHOLD,
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};
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#define GST_SSD_OBJECT_DETECTOR_DEFAULT_SCORE_THRESHOLD 0.3f /* 0 to 1 */
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static GstStaticPadTemplate gst_ssd_object_detector_src_template =
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GST_STATIC_PAD_TEMPLATE ("src",
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GST_PAD_SRC,
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GST_PAD_ALWAYS,
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GST_STATIC_CAPS ("video/x-raw")
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);
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static GstStaticPadTemplate gst_ssd_object_detector_sink_template =
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GST_STATIC_PAD_TEMPLATE ("sink",
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GST_PAD_SINK,
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GST_PAD_ALWAYS,
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GST_STATIC_CAPS ("video/x-raw")
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);
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static void gst_ssd_object_detector_set_property (GObject * object,
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guint prop_id, const GValue * value, GParamSpec * pspec);
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static void gst_ssd_object_detector_get_property (GObject * object,
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guint prop_id, GValue * value, GParamSpec * pspec);
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static void gst_ssd_object_detector_finalize (GObject * object);
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static GstFlowReturn gst_ssd_object_detector_transform_ip (GstBaseTransform *
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trans, GstBuffer * buf);
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static gboolean gst_ssd_object_detector_process (GstBaseTransform * trans,
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GstBuffer * buf);
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static gboolean
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gst_ssd_object_detector_set_caps (GstBaseTransform * trans, GstCaps * incaps,
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GstCaps * outcaps);
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G_DEFINE_TYPE (GstSsdObjectDetector, gst_ssd_object_detector,
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GST_TYPE_BASE_TRANSFORM);
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static void
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gst_ssd_object_detector_class_init (GstSsdObjectDetectorClass * klass)
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{
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GObjectClass *gobject_class = (GObjectClass *) klass;
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GstElementClass *element_class = (GstElementClass *) klass;
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GstBaseTransformClass *basetransform_class = (GstBaseTransformClass *) klass;
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GST_DEBUG_CATEGORY_INIT (ssd_object_detector_debug, "ssdobjectdetector",
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0, "ssdobjectdetector");
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gobject_class->set_property = gst_ssd_object_detector_set_property;
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gobject_class->get_property = gst_ssd_object_detector_get_property;
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gobject_class->finalize = gst_ssd_object_detector_finalize;
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/**
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* GstSsdObjectDetector:label-file
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*
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* Label file
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*
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* Since: 1.24
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*/
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g_object_class_install_property (G_OBJECT_CLASS (klass), PROP_LABEL_FILE,
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g_param_spec_string ("label-file",
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"Label file", "Label file", NULL, (GParamFlags)
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(G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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/**
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* GstSsdObjectDetector:score-threshold
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*
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* Threshold for deciding when to remove boxes based on score
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*
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* Since: 1.24
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*/
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g_object_class_install_property (G_OBJECT_CLASS (klass), PROP_SCORE_THRESHOLD,
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g_param_spec_float ("score-threshold",
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"Score threshold",
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"Threshold for deciding when to remove boxes based on score",
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0.0, 1.0, GST_SSD_OBJECT_DETECTOR_DEFAULT_SCORE_THRESHOLD,
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(GParamFlags)
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(G_PARAM_READWRITE | G_PARAM_STATIC_STRINGS)));
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gst_element_class_set_static_metadata (element_class, "objectdetector",
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"Filter/Effect/Video",
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"Apply tensor output from inference to detect objects in video frames",
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"Aaron Boxer <aaron.boxer@collabora.com>, Marcus Edel <marcus.edel@collabora.com>");
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gst_element_class_add_pad_template (element_class,
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gst_static_pad_template_get (&gst_ssd_object_detector_sink_template));
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gst_element_class_add_pad_template (element_class,
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gst_static_pad_template_get (&gst_ssd_object_detector_src_template));
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basetransform_class->transform_ip =
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GST_DEBUG_FUNCPTR (gst_ssd_object_detector_transform_ip);
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basetransform_class->set_caps =
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GST_DEBUG_FUNCPTR (gst_ssd_object_detector_set_caps);
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}
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static void
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gst_ssd_object_detector_init (GstSsdObjectDetector * self)
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{
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}
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static void
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gst_ssd_object_detector_finalize (GObject * object)
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{
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GstSsdObjectDetector *self = GST_SSD_OBJECT_DETECTOR (object);
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g_free (self->label_file);
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g_clear_pointer (&self->labels, g_array_unref);
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G_OBJECT_CLASS (gst_ssd_object_detector_parent_class)->finalize (object);
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}
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static GArray *
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read_labels (const char *labels_file)
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{
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GArray *array;
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GFile *file = g_file_new_for_path (labels_file);
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GFileInputStream *file_stream;
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GDataInputStream *data_stream;
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GError *error = NULL;
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gchar *line;
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file_stream = g_file_read (file, NULL, &error);
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g_object_unref (file);
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if (!file_stream) {
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GST_WARNING ("Could not open file %s: %s\n", labels_file, error->message);
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g_clear_error (&error);
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return NULL;
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}
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data_stream = g_data_input_stream_new (G_INPUT_STREAM (file_stream));
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g_object_unref (file_stream);
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array = g_array_new (FALSE, FALSE, sizeof (GQuark));
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while ((line = g_data_input_stream_read_line (data_stream, NULL, NULL,
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&error))) {
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GQuark label = g_quark_from_string (line);
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g_array_append_val (array, label);
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g_free (line);
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}
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g_object_unref (data_stream);
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if (error) {
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GST_WARNING ("Could not open file %s: %s", labels_file, error->message);
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g_array_free (array, TRUE);
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g_clear_error (&error);
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return NULL;
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}
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if (array->len == 0) {
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g_array_free (array, TRUE);
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return NULL;
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}
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return array;
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}
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static void
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gst_ssd_object_detector_set_property (GObject * object, guint prop_id,
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const GValue * value, GParamSpec * pspec)
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{
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GstSsdObjectDetector *self = GST_SSD_OBJECT_DETECTOR (object);
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const gchar *filename;
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switch (prop_id) {
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case PROP_LABEL_FILE:
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{
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GArray *labels;
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filename = g_value_get_string (value);
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labels = read_labels (filename);
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if (labels) {
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g_free (self->label_file);
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self->label_file = g_strdup (filename);
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g_clear_pointer (&self->labels, g_array_unref);
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self->labels = labels;
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} else {
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GST_WARNING_OBJECT (self, "Label file '%s' not found!", filename);
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}
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}
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break;
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case PROP_SCORE_THRESHOLD:
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GST_OBJECT_LOCK (self);
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self->score_threshold = g_value_get_float (value);
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GST_OBJECT_UNLOCK (self);
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break;
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default:
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G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
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break;
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}
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}
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static void
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gst_ssd_object_detector_get_property (GObject * object, guint prop_id,
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GValue * value, GParamSpec * pspec)
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{
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GstSsdObjectDetector *self = GST_SSD_OBJECT_DETECTOR (object);
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switch (prop_id) {
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case PROP_LABEL_FILE:
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g_value_set_string (value, self->label_file);
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break;
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case PROP_SCORE_THRESHOLD:
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GST_OBJECT_LOCK (self);
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g_value_set_float (value, self->score_threshold);
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GST_OBJECT_UNLOCK (self);
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break;
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default:
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G_OBJECT_WARN_INVALID_PROPERTY_ID (object, prop_id, pspec);
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break;
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}
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}
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static GstTensorMeta *
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gst_ssd_object_detector_get_tensor_meta (GstSsdObjectDetector * object_detector,
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GstBuffer * buf)
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{
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GstMeta *meta = NULL;
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gpointer iter_state = NULL;
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if (!gst_buffer_get_meta (buf, GST_TENSOR_META_API_TYPE)) {
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GST_DEBUG_OBJECT (object_detector,
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"missing tensor meta from buffer %" GST_PTR_FORMAT, buf);
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return NULL;
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}
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// find object detector meta
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while ((meta = gst_buffer_iterate_meta_filtered (buf, &iter_state,
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GST_TENSOR_META_API_TYPE))) {
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GstTensorMeta *tensor_meta = (GstTensorMeta *) meta;
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/* SSD model must have either 3 or 4 output tensor nodes: 4 if there is a label node,
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* and only 3 if there is no label */
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if (tensor_meta->num_tensors != 3 && tensor_meta->num_tensors != 4)
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continue;
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gint boxesIndex = gst_tensor_meta_get_index_from_id (tensor_meta,
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g_quark_from_static_string (GST_MODEL_OBJECT_DETECTOR_BOXES));
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gint scoresIndex = gst_tensor_meta_get_index_from_id (tensor_meta,
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g_quark_from_static_string (GST_MODEL_OBJECT_DETECTOR_SCORES));
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gint numDetectionsIndex = gst_tensor_meta_get_index_from_id (tensor_meta,
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g_quark_from_static_string (GST_MODEL_OBJECT_DETECTOR_NUM_DETECTIONS));
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gint clasesIndex = gst_tensor_meta_get_index_from_id (tensor_meta,
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g_quark_from_static_string (GST_MODEL_OBJECT_DETECTOR_CLASSES));
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if (boxesIndex == GST_TENSOR_MISSING_ID
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|| scoresIndex == GST_TENSOR_MISSING_ID
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|| numDetectionsIndex == GST_TENSOR_MISSING_ID)
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continue;
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if (tensor_meta->num_tensors == 4 && clasesIndex == GST_TENSOR_MISSING_ID)
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continue;
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return tensor_meta;
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}
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return NULL;
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}
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static gboolean
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gst_ssd_object_detector_set_caps (GstBaseTransform * trans, GstCaps * incaps,
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GstCaps * outcaps)
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{
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GstSsdObjectDetector *self = GST_SSD_OBJECT_DETECTOR (trans);
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if (!gst_video_info_from_caps (&self->video_info, incaps)) {
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GST_ERROR_OBJECT (self, "Failed to parse caps");
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return FALSE;
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}
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return TRUE;
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}
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static GstFlowReturn
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gst_ssd_object_detector_transform_ip (GstBaseTransform * trans, GstBuffer * buf)
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{
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if (!gst_base_transform_is_passthrough (trans)) {
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if (!gst_ssd_object_detector_process (trans, buf)) {
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GST_ELEMENT_ERROR (trans, STREAM, FAILED,
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(NULL), ("ssd object detection failed"));
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return GST_FLOW_ERROR;
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}
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}
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return GST_FLOW_OK;
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}
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#define DEFINE_GET_FUNC(TYPE, MAX) \
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static gboolean \
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get_ ## TYPE ## _at_index (GstTensor *tensor, GstMapInfo *map, \
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guint index, TYPE * out) \
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{ \
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switch (tensor->data_type) { \
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case GST_TENSOR_TYPE_FLOAT32: { \
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float *f = (float *) map->data; \
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if (sizeof(*f) * (index + 1) > map->size) \
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return FALSE; \
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*out = f[index]; \
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break; \
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} \
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case GST_TENSOR_TYPE_UINT32: { \
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guint32 *u = (guint32 *) map->data; \
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if (sizeof(*u) * (index + 1) > map->size) \
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return FALSE; \
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*out = u[index]; \
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break; \
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} \
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default: \
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GST_ERROR ("Only float32 and int32 tensors are understood"); \
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return FALSE; \
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} \
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return TRUE; \
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}
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DEFINE_GET_FUNC (guint32, UINT32_MAX)
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DEFINE_GET_FUNC (float, FLOAT_MAX)
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#undef DEFINE_GET_FUNC
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static void
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extract_bounding_boxes (GstSsdObjectDetector * self, gsize w, gsize h,
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GstAnalyticsRelationMeta * rmeta, GstTensorMeta * tmeta)
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{
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gint classes_index;
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gint boxes_index;
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gint scores_index;
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gint numdetect_index;
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GstMapInfo boxes_map = GST_MAP_INFO_INIT;
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GstMapInfo numdetect_map = GST_MAP_INFO_INIT;
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GstMapInfo scores_map = GST_MAP_INFO_INIT;
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GstMapInfo classes_map = GST_MAP_INFO_INIT;
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guint num_detections = 0;
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classes_index = gst_tensor_meta_get_index_from_id (tmeta,
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g_quark_from_static_string (GST_MODEL_OBJECT_DETECTOR_CLASSES));
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numdetect_index = gst_tensor_meta_get_index_from_id (tmeta,
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g_quark_from_static_string (GST_MODEL_OBJECT_DETECTOR_NUM_DETECTIONS));
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scores_index = gst_tensor_meta_get_index_from_id (tmeta,
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g_quark_from_static_string (GST_MODEL_OBJECT_DETECTOR_SCORES));
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boxes_index = gst_tensor_meta_get_index_from_id (tmeta,
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g_quark_from_static_string (GST_MODEL_OBJECT_DETECTOR_BOXES));
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if (numdetect_index == GST_TENSOR_MISSING_ID
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|| scores_index == GST_TENSOR_MISSING_ID
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|| numdetect_index == GST_TENSOR_MISSING_ID) {
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GST_WARNING ("Missing tensor data expected for SSD model");
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return;
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}
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if (!gst_buffer_map (tmeta->tensor[numdetect_index].data, &numdetect_map,
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GST_MAP_READ)) {
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GST_ERROR_OBJECT (self, "Failed to map tensor memory for index %d",
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numdetect_index);
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goto cleanup;
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}
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if (!gst_buffer_map (tmeta->tensor[boxes_index].data, &boxes_map,
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GST_MAP_READ)) {
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GST_ERROR_OBJECT (self, "Failed to map tensor memory for index %d",
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boxes_index);
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goto cleanup;
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}
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if (!gst_buffer_map (tmeta->tensor[scores_index].data, &scores_map,
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GST_MAP_READ)) {
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GST_ERROR_OBJECT (self, "Failed to map tensor memory for index %d",
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scores_index);
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goto cleanup;
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}
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if (classes_index != GST_TENSOR_MISSING_ID &&
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!gst_buffer_map (tmeta->tensor[classes_index].data, &classes_map,
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GST_MAP_READ)) {
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GST_DEBUG_OBJECT (self, "Failed to map tensor memory for index %d",
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classes_index);
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}
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if (!get_guint32_at_index (&tmeta->tensor[numdetect_index], &numdetect_map,
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0, &num_detections)) {
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GST_ERROR_OBJECT (self, "Failed to get the number of detections");
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goto cleanup;
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}
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GST_LOG_OBJECT (self, "Model claims %d detections", num_detections);
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for (int i = 0; i < num_detections; i++) {
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float score;
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float x, y, bwidth, bheight;
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gint x_i, y_i, bwidth_i, bheight_i;
|
|
guint32 bclass;
|
|
GQuark label = 0;
|
|
GstAnalyticsODMtd odmtd;
|
|
|
|
if (!get_float_at_index (&tmeta->tensor[numdetect_index], &scores_map,
|
|
i, &score))
|
|
continue;
|
|
|
|
GST_LOG_OBJECT (self, "Detection %u score is %f", i, score);
|
|
if (score < self->score_threshold)
|
|
continue;
|
|
|
|
if (!get_float_at_index (&tmeta->tensor[boxes_index], &boxes_map,
|
|
i * 4, &y))
|
|
continue;
|
|
if (!get_float_at_index (&tmeta->tensor[boxes_index], &boxes_map,
|
|
i * 4 + 1, &x))
|
|
continue;
|
|
if (!get_float_at_index (&tmeta->tensor[boxes_index], &boxes_map,
|
|
i * 4 + 2, &bheight))
|
|
continue;
|
|
if (!get_float_at_index (&tmeta->tensor[boxes_index], &boxes_map,
|
|
i * 4 + 3, &bwidth))
|
|
continue;
|
|
|
|
if (self->labels && classes_map.memory &&
|
|
get_guint32_at_index (&tmeta->tensor[classes_index], &classes_map,
|
|
i, &bclass)) {
|
|
if (bclass < self->labels->len)
|
|
label = g_array_index (self->labels, GQuark, bclass);
|
|
}
|
|
|
|
x_i = x * w;
|
|
y_i = y * h;
|
|
bheight_i = (bheight * h) - y_i;
|
|
bwidth_i = (bwidth * w) - x_i;
|
|
|
|
if (gst_analytics_relation_meta_add_od_mtd (rmeta, label,
|
|
x_i, y_i, bwidth_i, bheight_i, score, &odmtd))
|
|
GST_DEBUG_OBJECT (self,
|
|
"Object detected with label : %s, score: %f, bound box: %dx%d at (%d,%d)",
|
|
g_quark_to_string (label), score, bwidth_i, bheight_i, x_i, y_i);
|
|
else
|
|
GST_WARNING_OBJECT (self, "Could not add detection to meta");
|
|
}
|
|
|
|
cleanup:
|
|
|
|
if (numdetect_map.memory)
|
|
gst_buffer_unmap (tmeta->tensor[numdetect_index].data, &numdetect_map);
|
|
if (classes_map.memory)
|
|
gst_buffer_unmap (tmeta->tensor[classes_index].data, &classes_map);
|
|
if (scores_map.memory)
|
|
gst_buffer_unmap (tmeta->tensor[scores_index].data, &scores_map);
|
|
if (boxes_map.memory)
|
|
gst_buffer_unmap (tmeta->tensor[boxes_index].data, &boxes_map);
|
|
}
|
|
|
|
|
|
static gboolean
|
|
gst_ssd_object_detector_process (GstBaseTransform * trans, GstBuffer * buf)
|
|
{
|
|
GstSsdObjectDetector *self = GST_SSD_OBJECT_DETECTOR (trans);
|
|
GstTensorMeta *tmeta;
|
|
GstAnalyticsRelationMeta *rmeta;
|
|
|
|
// get all tensor metas
|
|
tmeta = gst_ssd_object_detector_get_tensor_meta (self, buf);
|
|
if (!tmeta) {
|
|
GST_WARNING_OBJECT (trans, "missing tensor meta");
|
|
return TRUE;
|
|
} else {
|
|
rmeta = gst_buffer_add_analytics_relation_meta (buf);
|
|
g_assert (rmeta);
|
|
}
|
|
|
|
extract_bounding_boxes (self, self->video_info.width,
|
|
self->video_info.height, rmeta, tmeta);
|
|
|
|
return TRUE;
|
|
}
|