您最多选择25个主题 主题必须以中文或者字母或数字开头,可以包含连字符 (-),并且长度不得超过35个字符

188 行
8.2 KiB

using System;
using System.Collections.Generic;
using System.Diagnostics.CodeAnalysis;
using System.Linq;
using JetBrains.Annotations;
using Unity.Collections;
using UnityEngine.Serialization;
namespace UnityEngine.Perception.GroundTruth
{
/// <summary>
/// A definition for how a <see cref="Labeling"/> should be resolved to a single label and id for ground truth generation.
/// </summary>
[CreateAssetMenu(fileName = "LabelingConfiguration", menuName = "Perception/Labeling Configuration", order = 1)]
public class LabelingConfiguration : ScriptableObject
{
[FormerlySerializedAs("LabelingConfigurations")]
[FormerlySerializedAs("LabelEntries")]
[SerializeField]
List<LabelEntry> m_LabelEntries = new List<LabelEntry>();
/// <summary>
/// Whether the inspector will auto-assign ids based on the id of the first element.
/// </summary>
public bool AutoAssignIds = true;
/// <summary>
/// Whether the inspector will start label ids at zero or one when <see cref="AutoAssignIds"/> is enabled.
/// </summary>
public StartingLabelId StartingLabelId = StartingLabelId.One;
LabelEntryMatchCache m_LabelEntryMatchCache;
/// <summary>
/// A sequence of <see cref="LabelEntry"/> which defines the labels relevant for this configuration and their values.
/// </summary>
public IReadOnlyList<LabelEntry> LabelEntries => m_LabelEntries;
/// <summary>
/// Attempts to find the matching index in <see cref="LabelEntries"/> for the given <see cref="Labeling"/>.
/// </summary>
/// <remarks>
/// The matching index is the first class name in the given Labeling which matches an entry in <see cref="LabelEntries"/>.
/// </remarks>
/// <param name="labeling">The <see cref="Labeling"/> to match </param>
/// <param name="labelEntry">When this method returns, contains the matching <see cref="LabelEntry"/>, or <code>default</code> if no match was found.</param>
/// <returns>Returns true if a match was found. False if not.</returns>
public bool TryGetMatchingConfigurationEntry(Labeling labeling, out LabelEntry labelEntry)
{
return TryGetMatchingConfigurationEntry(labeling, out labelEntry, out int _);
}
/// <summary>
/// Attempts to find the matching index in <see cref="LabelEntries"/> for the given <see cref="Labeling"/>.
/// </summary>
/// <remarks>
/// The matching index is the first class name in the given Labeling which matches an entry in <see cref="LabelEntries"/>.
/// </remarks>
/// <param name="labeling">The <see cref="Labeling"/> to match </param>
/// <param name="labelEntry">When this method returns, contains the matching <see cref="LabelEntry"/>, or <code>default</code> if no match was found.</param>
/// <param name="labelEntryIndex">When this method returns, contains the index of the matching <see cref="LabelEntry"/>, or <code>-1</code> if no match was found.</param>
/// <returns>Returns true if a match was found. False if not.</returns>
public bool TryGetMatchingConfigurationEntry(Labeling labeling, out LabelEntry labelEntry, out int labelEntryIndex)
{
foreach (var labelingClass in labeling.labels)
{
for (var i = 0; i < LabelEntries.Count; i++)
{
var entry = LabelEntries[i];
if (string.Equals(entry.label, labelingClass))
{
labelEntry = entry;
labelEntryIndex = i;
return true;
}
}
}
labelEntryIndex = -1;
labelEntry = default;
return false;
}
/// <summary>
/// Initialize the list of LabelEntries on this LabelingConfiguration. Should only be called immediately after instantiation.
/// </summary>
/// <param name="labelEntries">The LabelEntry values to associate with this LabelingConfiguration</param>
/// <exception cref="InvalidOperationException">Thrown if <see cref="TryGetLabelEntryFromInstanceId"/> has ever been called on this object.</exception>
public void Init(IEnumerable<LabelEntry> labelEntries)
{
if (m_LabelEntryMatchCache != null)
{
throw new InvalidOperationException("LabelingConfiguration.Init() may not be called after TryGetLabelEntryFromInstanceId has been called for the first time.");
}
this.m_LabelEntries = new List<LabelEntry>(labelEntries);
}
/// <summary>
/// Attempts to find the label id for the given instance id.
/// </summary>
/// <param name="instanceId">The instanceId of the object for which the labelId should be found</param>
/// <param name="labelEntry">The LabelEntry associated with the object. default if not found</param>
/// <returns>True if a labelId is found for the given instanceId.</returns>
public bool TryGetLabelEntryFromInstanceId(uint instanceId, out LabelEntry labelEntry)
{
return TryGetLabelEntryFromInstanceId(instanceId, out labelEntry, out var _);
}
/// <summary>
/// Attempts to find the label id for the given instance id.
/// </summary>
/// <param name="instanceId">The instanceId of the object for which the labelId should be found</param>
/// <param name="labelEntry">The LabelEntry associated with the object. default if not found</param>
/// <param name="index">The index of the found LabelEntry in <see cref="LabelEntries"/>. -1 if not found</param>
/// <returns>True if a labelId is found for the given instanceId.</returns>
public bool TryGetLabelEntryFromInstanceId(uint instanceId, out LabelEntry labelEntry, out int index)
{
if (m_LabelEntryMatchCache == null)
m_LabelEntryMatchCache = new LabelEntryMatchCache(this);
return m_LabelEntryMatchCache.TryGetLabelEntryFromInstanceId(instanceId, out labelEntry, out index);
}
void OnDestroy()
{
m_LabelEntryMatchCache.Dispose();
m_LabelEntryMatchCache = null;
}
[SuppressMessage("ReSharper", "InconsistentNaming")]
internal struct LabelEntrySpec
{
/// <summary>
/// The label id prepared for reporting in the annotation
/// </summary>
[UsedImplicitly]
public int label_id;
/// <summary>
/// The label name prepared for reporting in the annotation
/// </summary>
[UsedImplicitly]
public string label_name;
}
internal LabelEntrySpec[] GetAnnotationSpecification()
{
return LabelEntries.Select((l) => new LabelEntrySpec()
{
label_id = l.id,
label_name = l.label,
}).ToArray();
}
}
/// <summary>
/// Structure defining a label configuration for <see cref="LabelingConfiguration"/>.
/// </summary>
[Serializable]
public struct LabelEntry
{
/// <summary>
/// The id associated with the label. Used to associate objects with labels in various forms of ground truth.
/// </summary>
public int id;
/// <summary>
/// The label string
/// </summary>
public string label;
/// <summary>
/// The value to use when generating semantic segmentation images.
/// </summary>
public int value;
/// <summary>
/// Creates a new LabelingConfigurationEntry with the given values.
/// </summary>
/// <param name="id">The id associated with the label. Used to associate objects with labels in various forms of ground truth.</param>
/// <param name="label">The label string.</param>
/// <param name="value">The value to use when generating semantic segmentation images.</param>
public LabelEntry(int id, string label, int value)
{
this.id = id;
this.label = label;
this.value = value;
}
}
}