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361 行
16 KiB
361 行
16 KiB
using System;
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using System.Collections.Generic;
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using System.Diagnostics.CodeAnalysis;
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using Unity.Collections;
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using Unity.Profiling;
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using UnityEngine.Rendering;
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namespace UnityEngine.Perception.GroundTruth
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{
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/// <summary>
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/// Produces 3d bounding box ground truth for all visible and <see cref="Labeling"/> objects each frame.
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/// </summary>
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public class BoundingBox3DLabeler : CameraLabeler
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{
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///<inheritdoc/>
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public override string description
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{
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get => "Produces 3D bounding box ground truth data for all visible objects that bear a label defined in this labeler's associated label configuration.";
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protected set {}
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}
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// ReSharper disable MemberCanBePrivate.Global
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/// <summary>
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/// The GUID id to associate with the annotations produced by this labeler.
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/// </summary>
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public string annotationId = "0bfbe00d-00fa-4555-88d1-471b58449f5c";
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/// <summary>
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/// The <see cref="IdLabelConfig"/> which associates objects with labels.
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/// </summary>
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public IdLabelConfig idLabelConfig;
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// ReSharper restore MemberCanBePrivate.Global
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/// <summary>
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/// Each 3D bounding box data record maps a tuple of (instance, label) to translation, size and rotation that draws a 3D bounding box,
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/// as well as velocity and acceleration (optional) of the 3D bounding box. All location data is given with respect to the sensor coordinate system.
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/// </summary>
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/// <remarks>
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/// Currently not supporting exporting velocity and acceleration. Both values will be null.
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/// </remarks>
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[SuppressMessage("ReSharper", "InconsistentNaming")]
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[Serializable]
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public struct BoxData
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{
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/// <summary>
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/// Integer identifier of the label
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/// </summary>
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public int label_id;
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/// <summary>
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/// String identifier of the label
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/// </summary>
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public string label_name;
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/// <summary>
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/// UUID of the instance
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/// </summary>
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public uint instance_id;
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/// <summary>
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/// 3d bounding box's center location in meters as center_x, center_y, center_z with respect to global coordinate system
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/// </summary>
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public Vector3 translation;
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/// <summary>
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/// 3d bounding box size in meters as width, length, height
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/// </summary>
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public Vector3 size;
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/// <summary>
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/// 3d bounding box orientation as quaternion: w, x, y, z
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/// </summary>
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public Quaternion rotation;
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/// <summary>
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/// [optional]: 3d bounding box velocity in meters per second as v_x, v_y, v_z
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/// </summary>
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public Vector3 velocity;
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/// <summary>
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/// [optional]: 3d bounding box acceleration in meters per second^2 as a_x, a_y, a_z
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/// </summary>
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public Vector3 acceleration;
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}
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static ProfilerMarker s_BoundingBoxCallback = new ProfilerMarker("OnBoundingBoxes3DReceived");
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AnnotationDefinition m_AnnotationDefinition;
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Dictionary<int, AsyncAnnotation> m_AsyncAnnotations;
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Dictionary<int, Dictionary<uint, BoxData>> m_BoundingBoxValues;
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List<BoxData> m_ToReport;
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int m_CurrentFrame;
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/// <summary>
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/// Color to use for 3D visualization box
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/// </summary>
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// ReSharper disable once MemberCanBePrivate.Global
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public Color visualizationColor = Color.green;
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/// <inheritdoc/>
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protected override bool supportsVisualization => true;
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/// <summary>
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/// Fired when the bounding boxes are computed for a frame.
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/// </summary>
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public event Action<int, List<BoxData>> BoundingBoxComputed;
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/// <summary>
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/// Creates a new BoundingBox3DLabeler. Be sure to assign <see cref="idLabelConfig"/> before adding to a <see cref="PerceptionCamera"/>.
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/// </summary>
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public BoundingBox3DLabeler() {}
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/// <summary>
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/// Creates a new BoundingBox3DLabeler with the given <see cref="IdLabelConfig"/>.
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/// </summary>
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/// <param name="labelConfig">The label config for resolving the label for each object.</param>
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public BoundingBox3DLabeler(IdLabelConfig labelConfig)
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{
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idLabelConfig = labelConfig;
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}
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/// <inheritdoc/>
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protected override void Setup()
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{
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if (idLabelConfig == null)
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throw new InvalidOperationException("BoundingBox2DLabeler's idLabelConfig field must be assigned");
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m_AnnotationDefinition = DatasetCapture.RegisterAnnotationDefinition("bounding box 3D", idLabelConfig.GetAnnotationSpecification(),
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"Bounding box for each labeled object visible to the sensor", id: new Guid(annotationId));
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perceptionCamera.RenderedObjectInfosCalculated += OnRenderObjectInfosCalculated;
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m_AsyncAnnotations = new Dictionary<int, AsyncAnnotation>();
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m_BoundingBoxValues = new Dictionary<int, Dictionary<uint, BoxData>>();
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m_ToReport = new List<BoxData>();
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}
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static BoxData ConvertToBoxData(IdLabelEntry label, uint instanceId, Vector3 center, Vector3 extents, Quaternion rot)
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{
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return new BoxData
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{
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label_id = label.id,
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label_name = label.label,
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instance_id = instanceId,
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translation = center,
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size = extents * 2,
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rotation = rot,
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acceleration = Vector3.zero,
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velocity = Vector3.zero
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};
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}
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static Vector3[] GetBoxCorners(Bounds bounds, Quaternion rotation)
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{
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var boundsCenter = bounds.center;
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var right = Vector3.right * bounds.extents.x;
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var up = Vector3.up * bounds.extents.y;
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var forward = Vector3.forward * bounds.extents.z;
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right = rotation * right;
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up = rotation * up;
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forward = rotation * forward;
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var doubleRight = right * 2;
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var doubleUp = up * 2;
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var doubleForward = forward * 2;
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var corners = new Vector3[8];
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corners[0] = boundsCenter - right - up - forward;
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corners[1] = corners[0] + doubleUp;
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corners[2] = corners[1] + doubleRight;
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corners[3] = corners[0] + doubleRight;
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for (var i = 0; i < 4; i++)
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{
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corners[i + 4] = corners[i] + doubleForward;
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}
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return corners;
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}
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/// <inheritdoc/>
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protected override void OnBeginRendering(ScriptableRenderContext scriptableRenderContext)
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{
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m_CurrentFrame = Time.frameCount;
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m_BoundingBoxValues[m_CurrentFrame] = new Dictionary<uint, BoxData>();
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m_AsyncAnnotations[m_CurrentFrame] = perceptionCamera.SensorHandle.ReportAnnotationAsync(m_AnnotationDefinition);
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foreach (var label in LabelManager.singleton.registeredLabels)
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ProcessLabel(label);
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}
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void OnRenderObjectInfosCalculated(int frameCount, NativeArray<RenderedObjectInfo> renderedObjectInfos)
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{
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if (!m_AsyncAnnotations.TryGetValue(frameCount, out var asyncAnnotation))
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return;
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if (!m_BoundingBoxValues.TryGetValue(frameCount, out var boxes))
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return;
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m_AsyncAnnotations.Remove(frameCount);
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m_BoundingBoxValues.Remove(frameCount);
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using (s_BoundingBoxCallback.Auto())
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{
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m_ToReport.Clear();
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for (var i = 0; i < renderedObjectInfos.Length; i++)
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{
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var objectInfo = renderedObjectInfos[i];
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if (boxes.TryGetValue(objectInfo.instanceId, out var box))
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{
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m_ToReport.Add(box);
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}
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}
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BoundingBoxComputed?.Invoke(frameCount, m_ToReport);
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asyncAnnotation.ReportValues(m_ToReport);
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}
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}
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void ProcessLabel(Labeling labeledEntity)
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{
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using (s_BoundingBoxCallback.Auto())
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{
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// Unfortunately to get the non-axis aligned bounding prism from a game object is not very
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// straightforward. A game object's default bounding prism is always axis aligned. To find a "tight"
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// fitting prism for a game object we must calculate the oriented bounds of all of the meshes in a
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// game object. These meshes (in the object tree) may go through a series of transformations. We need
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// to transform all of the children mesh bounds into the coordinate space of the "labeled" game object
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// and then intersect all of those bounds together. We then need to apply the "labeled" game object's
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// transform to the combined bounds to transform the bounds into world space. Finally, we then need
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// to take the bounds in world space and transform it to camera space to record it to json...
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//
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// Currently we are only reporting objects that are a) labeled and b) are visible based on the perception
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// camera's rendered object info. In the future we plan on reporting how much of the object can be seen, including
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// none if it is off camera
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if (idLabelConfig.TryGetLabelEntryFromInstanceId(labeledEntity.instanceId, out var labelEntry))
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{
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var entityGameObject = labeledEntity.gameObject;
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var meshFilters = entityGameObject.GetComponentsInChildren<MeshFilter>();
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if (meshFilters == null || meshFilters.Length == 0) return;
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var labelTransform = entityGameObject.transform;
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var cameraTransform = perceptionCamera.transform;
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var combinedBounds = new Bounds(Vector3.zero, Vector3.zero);
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var areBoundsUnset = true;
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// Need to convert all bounds into labeling mesh space...
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foreach (var mesh in meshFilters)
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{
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if (!mesh.GetComponent<Renderer>().enabled)
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continue;
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var currentTransform = mesh.gameObject.transform;
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// Grab the bounds of the game object from the mesh, although these bounds are axis-aligned,
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// they are axis-aligned with respect to the current component's coordinate space. This, in theory
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// could still provide non-ideal fitting bounds (if the model is made strangely, but garbage in; garbage out)
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var meshBounds = mesh.mesh.bounds;
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var transformedBounds = new Bounds(meshBounds.center, meshBounds.size);
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var transformedRotation = Quaternion.identity;
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// Apply the transformations on this object until we reach the labeled transform
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while (currentTransform != labelTransform)
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{
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transformedBounds.center = Vector3.Scale(transformedBounds.center, currentTransform.localScale);
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transformedBounds.center = currentTransform.localRotation * transformedBounds.center;
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transformedBounds.center += currentTransform.localPosition;
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transformedBounds.extents = Vector3.Scale(transformedBounds.extents, currentTransform.localScale);
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transformedRotation *= currentTransform.localRotation;
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currentTransform = currentTransform.parent;
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}
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// Due to rotations that may be applied, we cannot simply use the extents of the bounds, but
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// need to calculate all 8 corners of the bounds and combine them with the current combined
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// bounds
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var corners = GetBoxCorners(transformedBounds, transformedRotation);
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// If this is the first time, create a new bounds struct
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if (areBoundsUnset)
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{
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combinedBounds = new Bounds(corners[0], Vector3.zero);
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areBoundsUnset = false;
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}
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// Go through each corner add add it to the bounds
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foreach (var c2 in corners)
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{
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combinedBounds.Encapsulate(c2);
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}
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}
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// Convert the combined bounds into world space
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combinedBounds.center = labelTransform.TransformPoint(combinedBounds.center);
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combinedBounds.extents = Vector3.Scale(combinedBounds.extents, labelTransform.lossyScale);
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// Now convert all points into camera's space
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var cameraCenter = cameraTransform.InverseTransformPoint(combinedBounds.center);
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cameraCenter = Vector3.Scale(cameraTransform.localScale, cameraCenter);
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// Rotation to go from label space to camera space
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var cameraRotation = Quaternion.Inverse(cameraTransform.rotation) * labelTransform.rotation;
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var converted = ConvertToBoxData(labelEntry, labeledEntity.instanceId, cameraCenter, combinedBounds.extents, cameraRotation);
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m_BoundingBoxValues[m_CurrentFrame][labeledEntity.instanceId] = converted;
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}
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}
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}
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static Vector3 CalculateRotatedPoint(Camera cam, Vector3 start, Vector3 xDirection, Vector3 yDirection, Vector3 zDirection, float xScalar, float yScalar, float zScalar)
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{
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var rotatedPoint = start + xDirection * xScalar + yDirection * yScalar + zDirection * zScalar;
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var worldPoint = cam.transform.TransformPoint(rotatedPoint);
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return VisualizationHelper.ConvertToScreenSpace(cam, worldPoint);
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}
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/// <inheritdoc/>
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protected override void OnVisualize()
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{
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if (m_ToReport == null) return;
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var cam = perceptionCamera.attachedCamera;
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foreach (var box in m_ToReport)
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{
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var t = box.translation;
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var right = box.rotation * Vector3.right;
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var up = box.rotation * Vector3.up;
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var forward = box.rotation * Vector3.forward;
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var s = box.size * 0.5f;
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var bbl = CalculateRotatedPoint(cam, t,right, up, forward,-s.x,-s.y, -s.z);
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var btl = CalculateRotatedPoint(cam, t,right, up, forward,-s.x, s.y, -s.z);
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var btr = CalculateRotatedPoint(cam, t,right, up, forward,s.x, s.y, -s.z);
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var bbr = CalculateRotatedPoint(cam, t,right, up, forward,s.x, -s.y, -s.z);
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VisualizationHelper.DrawLine(bbl, btl, visualizationColor);
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VisualizationHelper.DrawLine(bbl, bbr, visualizationColor);
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VisualizationHelper.DrawLine(btr, btl, visualizationColor);
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VisualizationHelper.DrawLine(btr, bbr, visualizationColor);
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var fbl = CalculateRotatedPoint(cam, t,right, up, forward,-s.x,-s.y, s.z);
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var ftl = CalculateRotatedPoint(cam, t,right, up, forward,-s.x, s.y, s.z);
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var ftr = CalculateRotatedPoint(cam, t,right, up, forward,s.x, s.y, s.z);
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var fbr = CalculateRotatedPoint(cam, t,right, up, forward,s.x, -s.y, s.z);
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VisualizationHelper.DrawLine(fbl, ftl, visualizationColor);
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VisualizationHelper.DrawLine(fbl, fbr, visualizationColor);
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VisualizationHelper.DrawLine(ftr, ftl, visualizationColor);
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VisualizationHelper.DrawLine(ftr, fbr, visualizationColor);
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VisualizationHelper.DrawLine(fbl, bbl, visualizationColor);
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VisualizationHelper.DrawLine(fbr, bbr, visualizationColor);
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VisualizationHelper.DrawLine(ftl, btl, visualizationColor);
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VisualizationHelper.DrawLine(ftr, btr, visualizationColor);
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}
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}
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}
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}
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