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1430 行
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using System;
using System.Collections;
using System.Collections.Generic;
using System.Linq;
using NUnit.Framework;
using UnityEngine;
using UnityEngine.Perception.GroundTruth;
using UnityEngine.SceneManagement;
using UnityEngine.TestTools;
namespace GroundTruthTests
{
[TestFixture]
public class KeyPointGroundTruthTests : GroundTruthTestBase, IPrebuildSetup, IPostBuildCleanup
{
private const string kAnimatedCubeScenePath = "Packages/com.unity.perception/Tests/Runtime/TestAssets/AnimatedCubeScene.unity";
private const double k_Delta = .01;
public void Setup()
{
#if UNITY_EDITOR
var scenes = UnityEditor.EditorBuildSettings.scenes.ToList();
scenes.Add(new UnityEditor.EditorBuildSettingsScene(kAnimatedCubeScenePath, true));
UnityEditor.EditorBuildSettings.scenes = scenes.ToArray();
#endif
}
public void Cleanup()
{
#if UNITY_EDITOR
var scenes = UnityEditor.EditorBuildSettings.scenes;
scenes = scenes.Where(s => s.path != kAnimatedCubeScenePath).ToArray();
UnityEditor.EditorBuildSettings.scenes = scenes;
#endif
}
static GameObject SetupCamera(IdLabelConfig config, KeypointTemplate template, Action<int, List<KeypointLabeler.KeypointEntry>> computeListener, RenderTexture renderTexture = null, KeypointObjectFilter keypointObjectFilter = KeypointObjectFilter.Visible)
{
var cameraObject = new GameObject();
cameraObject.SetActive(false);
var camera = cameraObject.AddComponent<Camera>();
camera.orthographic = false;
camera.fieldOfView = 60;
camera.nearClipPlane = 0.3f;
camera.farClipPlane = 1000;
camera.transform.position = new Vector3(0, 0, -10);
if (renderTexture)
{
camera.targetTexture = renderTexture;
}
var perceptionCamera = cameraObject.AddComponent<PerceptionCamera>();
perceptionCamera.captureRgbImages = false;
var keyPointLabeler = new KeypointLabeler(config, template);
keyPointLabeler.objectFilter = keypointObjectFilter;
if (computeListener != null)
keyPointLabeler.KeypointsComputed += computeListener;
perceptionCamera.AddLabeler(keyPointLabeler);
return cameraObject;
}
static KeypointTemplate CreateTestTemplate(Guid guid, string label, float selfOcclusionDistance = 0.15f)
{
var keypoints = new[]
{
new KeypointDefinition
{
label = "FrontLowerLeft",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
},
new KeypointDefinition
{
label = "FrontUpperLeft",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
},
new KeypointDefinition
{
label = "FrontUpperRight",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
},
new KeypointDefinition
{
label = "FrontLowerRight",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
},
new KeypointDefinition
{
label = "BackLowerLeft",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
},
new KeypointDefinition
{
label = "BackUpperLeft",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
},
new KeypointDefinition
{
label = "BackUpperRight",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
},
new KeypointDefinition
{
label = "BackLowerRight",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
},
new KeypointDefinition
{
label = "Center",
associateToRig = false,
color = Color.black,
selfOcclusionDistance = selfOcclusionDistance
}
};
var skeleton = new[]
{
new SkeletonDefinition
{
joint1 = 0,
joint2 = 1,
color = Color.magenta
},
new SkeletonDefinition
{
joint1 = 1,
joint2 = 2,
color = Color.magenta
},
new SkeletonDefinition
{
joint1 = 2,
joint2 = 3,
color = Color.magenta
},
new SkeletonDefinition
{
joint1 = 3,
joint2 = 0,
color = Color.magenta
},
new SkeletonDefinition
{
joint1 = 4,
joint2 = 5,
color = Color.blue
},
new SkeletonDefinition
{
joint1 = 5,
joint2 = 6,
color = Color.blue
},
new SkeletonDefinition
{
joint1 = 6,
joint2 = 7,
color = Color.blue
},
new SkeletonDefinition
{
joint1 = 7,
joint2 = 4,
color = Color.blue
},
new SkeletonDefinition
{
joint1 = 0,
joint2 = 4,
color = Color.green
},
new SkeletonDefinition
{
joint1 = 1,
joint2 = 5,
color = Color.green
},
new SkeletonDefinition
{
joint1 = 2,
joint2 = 6,
color = Color.green
},
new SkeletonDefinition
{
joint1 = 3,
joint2 = 7,
color = Color.green
},
};
var template = ScriptableObject.CreateInstance<KeypointTemplate>();
template.templateID = guid.ToString();
template.templateName = label;
template.jointTexture = null;
template.skeletonTexture = null;
template.keypoints = keypoints;
template.skeleton = skeleton;
return template;
}
[Test]
public void KeypointTemplate_CreateTemplateTest()
{
var guid = Guid.NewGuid();
const string label = "TestTemplate";
var template = CreateTestTemplate(guid, label);
Assert.AreEqual(template.templateID, guid.ToString());
Assert.AreEqual(template.templateName, label);
Assert.IsNull(template.jointTexture);
Assert.IsNull(template.skeletonTexture);
Assert.IsNotNull(template.keypoints);
Assert.IsNotNull(template.skeleton);
Assert.AreEqual(template.keypoints.Length, 9);
Assert.AreEqual(template.skeleton.Length, 12);
var k0 = template.keypoints[0];
Assert.NotNull(k0);
Assert.AreEqual(k0.label, "FrontLowerLeft");
Assert.False(k0.associateToRig);
Assert.AreEqual(k0.color, Color.black);
var s0 = template.skeleton[0];
Assert.NotNull(s0);
Assert.AreEqual(s0.joint1, 0);
Assert.AreEqual(s0.joint2, 1);
Assert.AreEqual(s0.color, Color.magenta);
}
static IdLabelConfig SetUpLabelConfig()
{
var cfg = ScriptableObject.CreateInstance<IdLabelConfig>();
cfg.Init(new List<IdLabelEntry>()
{
new IdLabelEntry
{
id = 1,
label = "label"
}
});
return cfg;
}
static void SetupCubeJoint(GameObject cube, string label, float x, float y, float z, float? selfOcclusionDistance = null)
{
var joint = new GameObject();
joint.transform.SetParent(cube.transform, false);
joint.transform.localPosition = new Vector3(x, y, z);
var jointLabel = joint.AddComponent<JointLabel>();
jointLabel.labels.Add(label);
if (selfOcclusionDistance.HasValue)
{
jointLabel.overrideSelfOcclusionDistance = true;
jointLabel.selfOcclusionDistance = selfOcclusionDistance.Value;
}
else
jointLabel.overrideSelfOcclusionDistance = false;
}
static void SetupCubeJoints(GameObject cube, KeypointTemplate template, float? selfOcclusionDistance = null)
{
const float dim = 0.5f;
SetupCubeJoint(cube, "FrontLowerLeft", -dim, -dim, -dim, selfOcclusionDistance);
SetupCubeJoint(cube, "FrontUpperLeft", -dim, dim, -dim, selfOcclusionDistance);
SetupCubeJoint(cube, "FrontUpperRight", dim, dim, -dim, selfOcclusionDistance);
SetupCubeJoint(cube, "FrontLowerRight", dim, -dim, -dim, selfOcclusionDistance);
SetupCubeJoint(cube, "BackLowerLeft", -dim, -dim, dim, selfOcclusionDistance);
SetupCubeJoint(cube, "BackUpperLeft", -dim, dim, dim, selfOcclusionDistance);
SetupCubeJoint(cube, "BackUpperRight", dim, dim, dim, selfOcclusionDistance);
SetupCubeJoint(cube, "BackLowerRight", dim, -dim, dim, selfOcclusionDistance);
}
[UnityTest]
public IEnumerator Keypoint_TestStaticLabeledCube()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
var cube = TestHelper.CreateLabeledCube(scale: 6, z: 8);
SetupCubeJoints(cube, template);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
Assert.AreEqual(t.keypoints[0].x, t.keypoints[1].x);
Assert.AreEqual(t.keypoints[2].x, t.keypoints[3].x);
Assert.AreEqual(t.keypoints[4].x, t.keypoints[5].x);
Assert.AreEqual(t.keypoints[6].x, t.keypoints[7].x);
Assert.AreEqual(t.keypoints[0].y, t.keypoints[3].y);
Assert.AreEqual(t.keypoints[1].y, t.keypoints[2].y);
Assert.AreEqual(t.keypoints[4].y, t.keypoints[7].y);
Assert.AreEqual(t.keypoints[5].y, t.keypoints[6].y);
for (var i = 0; i < 9; i++) Assert.AreEqual(i, t.keypoints[i].index);
for (var i = 0; i < 4; i++) Assert.AreEqual(2, t.keypoints[i].state);
for (var i = 4; i < 8; i++) Assert.AreEqual(1, t.keypoints[i].state);
Assert.Zero(t.keypoints[8].state);
Assert.Zero(t.keypoints[8].x);
Assert.Zero(t.keypoints[8].y);
}
[UnityTest]
public IEnumerator Keypoint_TestStaticLabeledCube_WithDisabledLabeling_AndSwitchingLabelingState()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
var cube = TestHelper.CreateLabeledCube(scale: 6, z: 8);
SetupCubeJoints(cube, template);
var labeling = cube.GetComponent<Labeling>();
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
labeling.enabled = false;
yield return null;
labeling.enabled = true;
yield return null;
labeling.enabled = false;
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
var testCase = incoming[0];
Assert.AreEqual(0, testCase.Count);
testCase = incoming[1];
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
Assert.AreEqual(t.keypoints[0].x, t.keypoints[1].x);
Assert.AreEqual(t.keypoints[2].x, t.keypoints[3].x);
Assert.AreEqual(t.keypoints[4].x, t.keypoints[5].x);
Assert.AreEqual(t.keypoints[6].x, t.keypoints[7].x);
Assert.AreEqual(t.keypoints[0].y, t.keypoints[3].y);
Assert.AreEqual(t.keypoints[1].y, t.keypoints[2].y);
Assert.AreEqual(t.keypoints[4].y, t.keypoints[7].y);
Assert.AreEqual(t.keypoints[5].y, t.keypoints[6].y);
for (var i = 0; i < 9; i++) Assert.AreEqual(i, t.keypoints[i].index);
for (var i = 0; i < 4; i++) Assert.AreEqual(2, t.keypoints[i].state);
for (var i = 4; i < 8; i++) Assert.AreEqual(1, t.keypoints[i].state);
Assert.Zero(t.keypoints[8].state);
Assert.Zero(t.keypoints[8].x);
Assert.Zero(t.keypoints[8].y);
testCase = incoming[2];
Assert.AreEqual(0, testCase.Count);
}
[UnityTest]
public IEnumerator Keypoint_TestAllOffScreen()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
});
var cube = TestHelper.CreateLabeledCube(scale: 6, z: 8);
SetupCubeJoints(cube, template);
cube.transform.position = new Vector3(-1000, -1000, 0);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
foreach (var i in incoming)
{
Assert.Zero(i.Count);
}
}
[UnityTest]
public IEnumerator Keypoint_TestMovingCube()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var keypoints = new[]
{
new KeypointDefinition
{
label = "Center",
associateToRig = false,
color = Color.black
}
};
var template = ScriptableObject.CreateInstance<KeypointTemplate>();
template.templateID = Guid.NewGuid().ToString();
template.templateName = "label";
template.jointTexture = null;
template.skeletonTexture = null;
template.keypoints = keypoints;
template.skeleton = new SkeletonDefinition[0];
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
cam.GetComponent<PerceptionCamera>().showVisualizations = false;
var cube = TestHelper.CreateLabeledCube(scale: 6, z: 8);
SetupCubeJoint(cube, "Center", 0, 0, -.5f);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
yield return null;
cube.transform.localPosition = new Vector3(-1, 0, 0);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
var testCase = incoming[0];
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(1, t.keypoints.Length);
Assert.AreEqual(1024 / 2, t.keypoints[0].x);
Assert.AreEqual(768 / 2, t.keypoints[0].y);
Assert.AreEqual(0, t.keypoints[0].index);
Assert.AreEqual(2, t.keypoints[0].state);
var testCase2 = incoming[1];
Assert.AreEqual(1, testCase2.Count);
var t2 = testCase2.First();
Assert.AreEqual(416, t2.keypoints[0].x, 1);
Assert.AreEqual(768 / 2, t2.keypoints[0].y);
}
[UnityTest]
public IEnumerator Keypoint_TestPartialOffScreen([Values(1,5)] int framesToRunBeforeAsserting)
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
var cube = TestHelper.CreateLabeledCube(scale: 6, z: 8);
SetupCubeJoints(cube, template);
cube.transform.position += Vector3.right * 13.5f;
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
for (var i = 0; i < framesToRunBeforeAsserting; i++)
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
if (texture != null) texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
Assert.NotZero(t.keypoints[0].state);
Assert.NotZero(t.keypoints[1].state);
Assert.NotZero(t.keypoints[4].state);
Assert.NotZero(t.keypoints[5].state);
Assert.Zero(t.keypoints[2].state);
Assert.Zero(t.keypoints[3].state);
Assert.Zero(t.keypoints[6].state);
Assert.Zero(t.keypoints[7].state);
for (var i = 0; i < 9; i++) Assert.AreEqual(i, t.keypoints[i].index);
Assert.Zero(t.keypoints[8].state);
Assert.Zero(t.keypoints[8].x);
Assert.Zero(t.keypoints[8].y);
}
[UnityTest]
public IEnumerator Keypoint_TestAllOnScreen()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
var cube = TestHelper.CreateLabeledCube(scale: 6, z: 8);
SetupCubeJoints(cube, template);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
//for (int i = 0; i < 10000; i++)
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
if (texture != null) texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
Assert.AreEqual(t.keypoints[0].x, t.keypoints[1].x);
Assert.AreEqual(t.keypoints[2].x, t.keypoints[3].x);
Assert.AreEqual(t.keypoints[4].x, t.keypoints[5].x);
Assert.AreEqual(t.keypoints[6].x, t.keypoints[7].x);
Assert.AreEqual(t.keypoints[0].y, t.keypoints[3].y);
Assert.AreEqual(t.keypoints[1].y, t.keypoints[2].y);
Assert.AreEqual(t.keypoints[4].y, t.keypoints[7].y);
Assert.AreEqual(t.keypoints[5].y, t.keypoints[6].y);
for (var i = 0; i < 9; i++) Assert.AreEqual(i, t.keypoints[i].index);
for (var i = 0; i < 4; i++) Assert.AreEqual(2, t.keypoints[i].state);
for (var i = 4; i < 8; i++) Assert.AreEqual(1, t.keypoints[i].state);
Assert.Zero(t.keypoints[8].state);
Assert.Zero(t.keypoints[8].x);
Assert.Zero(t.keypoints[8].y);
}
[UnityTest]
public IEnumerator Keypoint_FullyOccluded_DoesNotReport()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
CreateFullyOccludedScene(template, cam);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
if (texture != null) texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(0, testCase.Count);
}
[UnityTest]
public IEnumerator Keypoint_FullyOccluded_WithIncludeOccluded_ReportsProperly(
[Values(KeypointObjectFilter.VisibleAndOccluded, KeypointObjectFilter.All)] KeypointObjectFilter keypointObjectFilter)
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(data);
}, texture, keypointObjectFilter);
CreateFullyOccludedScene(template, cam);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
if (texture != null) texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
for (var i = 0; i < 8; i++)
Assert.AreEqual(1, t.keypoints[i].state);
for (var i = 0; i < 9; i++) Assert.AreEqual(i, t.keypoints[i].index);
Assert.Zero(t.keypoints[8].state);
Assert.Zero(t.keypoints[8].x);
Assert.Zero(t.keypoints[8].y);
}
private void CreateFullyOccludedScene(KeypointTemplate template, GameObject cam)
{
var cube = TestHelper.CreateLabeledCube(scale: 6, z: 8);
SetupCubeJoints(cube, template);
var blocker = GameObject.CreatePrimitive(PrimitiveType.Cube);
blocker.transform.position = new Vector3(0, 0, 5);
blocker.transform.localScale = new Vector3(7, 7, 7);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
AddTestObjectForCleanup(blocker);
}
[UnityTest]
public IEnumerator Keypoint_Offscreen_DoesNotReport(
[Values(KeypointObjectFilter.VisibleAndOccluded, KeypointObjectFilter.Visible)] KeypointObjectFilter keypointObjectFilter)
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(data);
}, texture, keypointObjectFilter);
var cube = TestHelper.CreateLabeledCube(scale: 6, z: -100);
SetupCubeJoints(cube, template);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
if (texture != null) texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(0, testCase.Count);
}
[UnityTest]
public IEnumerator Keypoint_Offscreen_WithIncludeAll_ReportsProperly()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(data);
}, texture, KeypointObjectFilter.All);
var cube = TestHelper.CreateLabeledCube(scale: 6, z: -20);
SetupCubeJoints(cube, template);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
if (texture != null) texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
for (var i = 0; i < 9; i++)
{
Assert.Zero(t.keypoints[i].state);
Assert.Zero(t.keypoints[i].x);
Assert.Zero(t.keypoints[i].y);
}
}
[UnityTest]
public IEnumerator Keypoint_TestPartiallyBlockedByOther()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
var cube = TestHelper.CreateLabeledCube(scale: 6, z: 8);
SetupCubeJoints(cube, template);
var blocker = GameObject.CreatePrimitive(PrimitiveType.Cube);
blocker.transform.position = new Vector3(3, 0, 5);
blocker.transform.localScale = new Vector3(7, 7, 7);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
AddTestObjectForCleanup(blocker);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
Assert.AreEqual(2, t.keypoints[0].state);
Assert.AreEqual(2, t.keypoints[1].state);
Assert.AreEqual(1, t.keypoints[4].state);
Assert.AreEqual(1, t.keypoints[5].state);
Assert.AreEqual(1, t.keypoints[2].state);
Assert.AreEqual(1, t.keypoints[3].state);
Assert.AreEqual(1, t.keypoints[6].state);
Assert.AreEqual(1, t.keypoints[7].state);
for (var i = 0; i < 9; i++) Assert.AreEqual(i, t.keypoints[i].index);
Assert.Zero(t.keypoints[8].state);
Assert.Zero(t.keypoints[8].x);
Assert.Zero(t.keypoints[8].y);
}
[UnityTest]
public IEnumerator Keypoint_AnimatedCube_PositionsCaptured()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var texture = new RenderTexture(1024, 768, 16);
texture.Create();
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
var cameraComponent = cam.GetComponent<Camera>();
cameraComponent.orthographic = true;
cameraComponent.orthographicSize = 2;
var screenPointCenterExpected = cameraComponent.WorldToScreenPoint(
new Vector3(-1.0f, -1.0f * -1 /*flip y for image-space*/, -1.0f));
cam.transform.position = new Vector3(0, 0, -10);
// ReSharper disable once Unity.LoadSceneUnknownSceneName
SceneManager.LoadScene("AnimatedCubeScene", LoadSceneMode.Additive);
AddSceneForCleanup("AnimatedCubeScene");
//scenes are loaded at the end of the frame
yield return null;
var cube = GameObject.Find("AnimatedCube");
cube.SetActive(false);
var labeling = cube.AddComponent<Labeling>();
labeling.labels.Add("label");
SetupCubeJoint(cube, "Center",0f, 0f, -.5f);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
if (texture != null) texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
//large delta because the animation will already have taken it some distance from the starting location
Assert.AreEqual(screenPointCenterExpected.x, t.keypoints[8].x, Screen.width * .1);
Assert.AreEqual(screenPointCenterExpected.y, t.keypoints[8].y, Screen.height * .1);
Assert.AreEqual(8, t.keypoints[8].index);
Assert.AreEqual(2, t.keypoints[8].state);
}
static IEnumerable<(float scale, bool expectObject, int expectedStateFront, int expectedStateBack, KeypointObjectFilter keypointFilter, Vector2 expectedTopLeft, Vector2 expectedBottomRight)> Keypoint_OnBox_ReportsProperCoordinates_TestCases()
{
yield return (
1,
true,
2,
1,
KeypointObjectFilter.Visible,
new Vector2(0, 0),
new Vector2(1023.99f, 1023.99f));
yield return (
1.001f,
true,
0,
0,
KeypointObjectFilter.Visible,
new Vector2(0, 0),
new Vector2(0, 0));
yield return (
1.2f,
true,
0,
0,
KeypointObjectFilter.Visible,
new Vector2(0, 0),
new Vector2(0, 0));
yield return (
0f,
false,
1,
1,
KeypointObjectFilter.Visible,
new Vector2(512, 512),
new Vector2(512, 512));
yield return (
0f,
true,
1,
1,
KeypointObjectFilter.VisibleAndOccluded,
new Vector2(512, 512),
new Vector2(512, 512));
}
[UnityTest]
public IEnumerator Keypoint_OnBox_ReportsProperCoordinates(
[ValueSource(nameof(Keypoint_OnBox_ReportsProperCoordinates_TestCases))]
(float scale, bool expectObject, int expectedStateFront, int expectedStateBack, KeypointObjectFilter keypointFilter, Vector2 expectedTopLeft, Vector2 expectedBottomRight) args)
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate");
var frameSize = 1024;
var texture = new RenderTexture(frameSize, frameSize, 16);
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(data);
}, texture, args.keypointFilter);
var camComponent = cam.GetComponent<Camera>();
camComponent.orthographic = true;
camComponent.orthographicSize = .5f;
//For some reason the back of this cube is being resolved to 7.5 away from the camera, but on the CPU side it is being recorded as 18.34375
var cube = TestHelper.CreateLabeledCube(scale: args.scale, z: 0);
SetupCubeJoints(cube, template);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
//for (int i = 0; i < 10000; i++)
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
var testCase = incoming.Last();
if (!args.expectObject)
{
Assert.AreEqual(0, testCase.Count);
yield break;
}
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.NotNull(t);
Assert.AreEqual(1, t.instance_id);
Assert.AreEqual(1, t.label_id);
Assert.AreEqual(template.templateID.ToString(), t.template_guid);
Assert.AreEqual(9, t.keypoints.Length);
CollectionAssert.AreEqual(Enumerable.Repeat(args.expectedStateFront, 4),
t.keypoints.Take(4).Select(k => k.state),
"State mismatch on front");
CollectionAssert.AreEqual(Enumerable.Repeat(args.expectedStateBack, 4),
t.keypoints.Skip(4).Take(4).Select(k => k.state),
"State mismatch on front");
Assert.AreEqual(args.expectedTopLeft.x, t.keypoints[0].x, k_Delta);
Assert.AreEqual(args.expectedBottomRight.y, t.keypoints[0].y, k_Delta);
Assert.AreEqual(args.expectedTopLeft.x, t.keypoints[1].x, k_Delta);
Assert.AreEqual(args.expectedTopLeft.y, t.keypoints[1].y, k_Delta);
Assert.AreEqual(args.expectedBottomRight.x, t.keypoints[2].x, k_Delta);
Assert.AreEqual(args.expectedTopLeft.y, t.keypoints[2].y, k_Delta);
Assert.AreEqual(args.expectedBottomRight.x, t.keypoints[3].x, k_Delta);
Assert.AreEqual(args.expectedBottomRight.y, t.keypoints[3].y, k_Delta);
}
public enum CheckDistanceType
{
Global,
JointLabel
}
public enum ProjectionKind
{
Orthographic,
Projection
}
public static IEnumerable<(CheckDistanceType checkDistanceType, Vector3 origin, Vector3 objectScale, Quaternion rotation,
float checkDistance, float pointDistance, float cameraFieldOfView, bool expectOccluded)>
Keypoint_InsideBox_RespectsThreshold_TestCases()
{
foreach (var checkDistanceType in new[] {CheckDistanceType.Global, CheckDistanceType.JointLabel})
{
yield return (
checkDistanceType,
Vector3.zero,
Vector3.one,
Quaternion.identity,
0.1f,
0.2f,
60f,
true);
yield return (
checkDistanceType,
Vector3.zero,
Vector3.one,
Quaternion.identity,
0.2f,
0.005f,
60f,
false);
yield return (
checkDistanceType,
Vector3.zero,
Vector3.one,
Quaternion.identity,
0.1f,
0.05f,
60f,
false);
yield return (
checkDistanceType,
new Vector3(0, 0, 88),
Vector3.one,
Quaternion.identity,
0.1f,
0.05f,
1f,
false);
//larger value here for the occluded check due to lack of depth precision close to far plane.
//We choose to mark points not occluded when the point depth and geometry depth are the same in the depth buffer
yield return (
checkDistanceType,
new Vector3(0, 0, 88),
Vector3.one,
Quaternion.identity,
1f,
2f,
1f,
true);
}
yield return (
CheckDistanceType.Global,
Vector3.zero,
Vector3.one * .5f,
Quaternion.identity,
0.2f,
0.3f,
60f,
true);
yield return (
CheckDistanceType.Global,
Vector3.zero,
new Vector3(1f, 1f, .5f),
Quaternion.identity,
0.2f,
0.3f,
60f,
true);
yield return (
CheckDistanceType.JointLabel,
Vector3.zero,
new Vector3(1f, 1f, .5f),
Quaternion.identity,
0.2f,
0.3f,
60f,
true);
yield return (
CheckDistanceType.JointLabel,
Vector3.zero,
Vector3.one * .5f,
Quaternion.identity,
0.2f,
0.3f,
60f,
true);
yield return (
CheckDistanceType.JointLabel,
Vector3.zero,
new Vector3(1f, 1f, .05f),
Quaternion.AngleAxis(45, Vector3.right),
0.2f,
0.21f,
60f,
true);
}
[UnityTest]
public IEnumerator Keypoint_InsideBox_RespectsThreshold(
[ValueSource(nameof(Keypoint_InsideBox_RespectsThreshold_TestCases))]
(CheckDistanceType checkDistanceType, Vector3 origin, Vector3 objectScale, Quaternion rotation,
float checkDistance, float pointDistance, float cameraFieldOfView, bool expectOccluded) args,
[Values(ProjectionKind.Orthographic, ProjectionKind.Projection)] ProjectionKind projectionKind)
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var labelerSelfOcclusionDistance =
args.checkDistanceType == CheckDistanceType.Global ? args.checkDistance : 0.5f;
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate", selfOcclusionDistance: labelerSelfOcclusionDistance);
var frameSize = 1024;
var texture = new RenderTexture(frameSize, frameSize, 16);
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(data);
}, texture);
var camComponent = cam.GetComponent<Camera>();
camComponent.fieldOfView = args.cameraFieldOfView;
camComponent.farClipPlane = 100f;
if (projectionKind == ProjectionKind.Orthographic)
{
camComponent.orthographic = true;
camComponent.orthographicSize = .5f;
}
var cube = TestHelper.CreateLabeledCube(scale: 1f, x: args.origin.x, y: args.origin.y, z: args.origin.z);
cube.transform.localScale = args.objectScale;
cube.transform.localRotation = args.rotation;
var localSelfOcclusionDistance = args.checkDistanceType == CheckDistanceType.JointLabel ? (float?)args.checkDistance : null;
SetupCubeJoint(cube, "Center", 0f, 0f, -.5f + args.pointDistance, localSelfOcclusionDistance);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
//for (int i = 0; i < 10000; i++)
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.AreEqual(args.expectOccluded ? 1 : 2, t.keypoints[8].state);
}
public static IEnumerable<(Vector3 objectScale, Quaternion rotation, float checkDistance, Vector3 pointLocalPosition, bool expectOccluded)>
Keypoint_OnCorner_OfRotatedScaledBox_RespectsThreshold_TestCases()
{
yield return (
new Vector3(90f, 90f, 10f),
Quaternion.identity,
.11f,
new Vector3(-.4f, -.4f, -.4f),
false);
yield return (
new Vector3(90f, 90f, 1f),
Quaternion.identity,
.5f,
new Vector3(-.4f, -.4f, .4f),
true);
yield return (
new Vector3(90, 90, 9),
Quaternion.AngleAxis(90, Vector3.right),
.11f,
new Vector3(-.4f, -.4f, -.4f),
false);
yield return (
new Vector3(90, 90, 90),
Quaternion.AngleAxis(90, Vector3.right),
.11f,
new Vector3(-.4f, -.4f, -.4f),
false);
yield return (
new Vector3(90, 60, 90),
Quaternion.AngleAxis(45, Vector3.right),
.11f,
new Vector3(-.4f, -.4f, -.4f),
true);
}
[UnityTest]
public IEnumerator Keypoint_OnCorner_OfRotatedScaledBox_RespectsThreshold(
[ValueSource(nameof(Keypoint_OnCorner_OfRotatedScaledBox_RespectsThreshold_TestCases))]
(Vector3 objectScale, Quaternion rotation, float checkDistance, Vector3 pointLocalPosition, bool expectOccluded) args)
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var labelerSelfOcclusionDistance = 0.5f;
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate", labelerSelfOcclusionDistance);
var frameSize = 1024;
var texture = new RenderTexture(frameSize, frameSize, 16);
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(data);
}, texture);
var camComponent = cam.GetComponent<Camera>();
camComponent.orthographic = true;
camComponent.orthographicSize = 100f;
cam.transform.localPosition = new Vector3(0, 0, -95f);
var cube = TestHelper.CreateLabeledCube(scale: 1f);
cube.transform.localScale = args.objectScale;
cube.transform.localRotation = args.rotation;
SetupCubeJoint(cube, "Center", args.pointLocalPosition.x, args.pointLocalPosition.y, args.pointLocalPosition.z, args.checkDistance);
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
//for (int i = 0; i < 10000; i++)
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.AreEqual(args.expectOccluded ? 1 : 2, t.keypoints[8].state);
}
public static IEnumerable<(Vector3 objectScale, Quaternion rotation, float checkDistance, Vector3 pointLocalPosition, float overrideScalar, bool expectOccluded)>
Keypoint_OnCorner_OfRotatedScaledBox_RespectsModelOverrideThreshold_TestCases()
{
yield return (
new Vector3(90f, 90f, 10f),
Quaternion.identity,
.11f,
new Vector3(-.4f, -.4f, -.4f),
1f,
false);
yield return (
new Vector3(90f, 90f, 1f),
Quaternion.identity,
.5f,
new Vector3(-.4f, -.4f, .4f),
.5f,
true);
yield return (
new Vector3(90, 90, 9),
Quaternion.AngleAxis(90, Vector3.right),
.11f,
new Vector3(-.4f, -.4f, -.4f),
1f,
false);
yield return (
new Vector3(90, 90, 90),
Quaternion.AngleAxis(90, Vector3.right),
.11f,
new Vector3(-.4f, -.4f, -.4f),
.5f,
true);
yield return (
new Vector3(90, 90, 90),
Quaternion.AngleAxis(90, Vector3.right),
.055f,
new Vector3(-.4f, -.4f, -.4f),
1f,
true);
yield return (
new Vector3(90, 90, 90),
Quaternion.AngleAxis(90, Vector3.right),
.055f,
new Vector3(-.4f, -.4f, -.4f),
2f,
false);
}
[UnityTest]
public IEnumerator Keypoint_OnCorner_OfRotatedScaledBox_RespectsModelOverrideThreshold(
[ValueSource(nameof(Keypoint_OnCorner_OfRotatedScaledBox_RespectsModelOverrideThreshold_TestCases))]
(Vector3 objectScale, Quaternion rotation, float checkDistance, Vector3 pointLocalPosition, float overrideScalar, bool expectOccluded) args)
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var labelerSelfOcclusionDistance = 0.5f;
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate", labelerSelfOcclusionDistance);
var frameSize = 1024;
var texture = new RenderTexture(frameSize, frameSize, 16);
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(data);
}, texture);
var camComponent = cam.GetComponent<Camera>();
camComponent.orthographic = true;
camComponent.orthographicSize = 100f;
cam.transform.localPosition = new Vector3(0, 0, -95f);
var cube = TestHelper.CreateLabeledCube(scale: 1f);
cube.transform.localScale = args.objectScale;
cube.transform.localRotation = args.rotation;
SetupCubeJoint(cube, "Center", args.pointLocalPosition.x, args.pointLocalPosition.y, args.pointLocalPosition.z, args.checkDistance);
var kpOc = cube.AddComponent<KeypointOcclusionOverrides>();
kpOc.overrideDistanceScale = args.overrideScalar;
cube.SetActive(true);
cam.SetActive(true);
AddTestObjectForCleanup(cam);
AddTestObjectForCleanup(cube);
//for (int i = 0; i < 10000; i++)
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
var testCase = incoming.Last();
Assert.AreEqual(1, testCase.Count);
var t = testCase.First();
Assert.AreEqual(args.expectOccluded ? 1 : 2, t.keypoints[8].state);
}
[UnityTest]
public IEnumerator ManyObjects_LabelsCorrectly()
{
var incoming = new List<List<KeypointLabeler.KeypointEntry>>();
var labelerSelfOcclusionDistance = 0.5f;
var template = CreateTestTemplate(Guid.NewGuid(), "TestTemplate", selfOcclusionDistance: labelerSelfOcclusionDistance);
var frameSize = 1024;
var texture = new RenderTexture(frameSize, frameSize, 16);
var cam = SetupCamera(SetUpLabelConfig(), template, (frame, data) =>
{
incoming.Add(new List<KeypointLabeler.KeypointEntry>(data));
}, texture);
void PlaceObjects(Rect rect, float z, Vector2Int count)
{
for (int x = 0; x < count.x; x++)
{
for (int y = 0; y < count.y; y++)
{
var cube = TestHelper.CreateLabeledCube(
scale: rect.width / count.x - .001f,
x: rect.width / count.x * x + rect.xMin,
y: rect.height / count.y * y + rect.yMin,
z: z);
SetupCubeJoints(cube, template, .1f);
cube.SetActive(true);
AddTestObjectForCleanup(cube);
}
}
}
PlaceObjects(new Rect(-2, -2, 2, 2), 0, new Vector2Int(10, 10));
cam.SetActive(true);
AddTestObjectForCleanup(cam);
//TestHelper.LoadAndStartRenderDocCapture();
yield return null;
PlaceObjects(new Rect(0, 0, 4, 4), 0, new Vector2Int(25, 25));
yield return null;
//force all async readbacks to complete
DestroyTestObject(cam);
texture.Release();
//TestHelper.EndCaptureRenderDoc();
Assert.AreEqual(2, incoming.Count);
Assert.AreEqual(10 * 10, incoming[0].Count);
Assert.AreEqual(10 * 10 + 25 * 25, incoming[1].Count);
var idx = 0;
foreach (var entry in incoming[0].Concat(incoming[1]))
{
Assert.AreEqual(9, entry.keypoints.Length);
CollectionAssert.AreEqual(Enumerable.Repeat(2, 4),
entry.keypoints.Take(4).Select(k => k.state),
$"State mismatch on front in entry {idx}");
CollectionAssert.AreEqual(Enumerable.Repeat(1, 4),
entry.keypoints.Skip(4).Take(4).Select(k => k.state),
$"State mismatch on back in entry {idx}");
idx++;
}
}
}
}