private void Start()
{
_originalMeshes = new List <Mesh>();
_meshes = new List <Mesh>();
_slider = GetComponent <Slider>();
_slider.onValueChanged.AddListener(OnValueChanged);
Renderer[] renderers = original.GetComponentsInChildren <Renderer>();
HashSet <Mesh> uniqueMeshes = new HashSet <Mesh>();
foreach (Renderer renderer in renderers)
{
if (renderer is MeshRenderer meshRenderer)
{
var meshFilter = renderer.gameObject.GetComponent <MeshFilter>();
if (!meshFilter)
{
continue;
}
var mesh = meshFilter.sharedMesh;
_polycount += mesh.triangles.Length;
if (!uniqueMeshes.Add(mesh))
{
continue;
}
_originalMeshes.Add(mesh);
// Clone mesh
mesh = meshFilter.sharedMesh = UnityConverter.ToSharedMesh(mesh).ToUnityMesh();
_meshes.Add(mesh);
}
else if (renderer is SkinnedMeshRenderer skinnedMeshRenderer)
{
var mesh = skinnedMeshRenderer.sharedMesh;
_polycount += mesh.triangles.Length;
if (!uniqueMeshes.Add(mesh))
{
continue;
}
_originalMeshes.Add(mesh);
// Clone mesh
mesh = skinnedMeshRenderer.sharedMesh = mesh.ToSharedMesh().ToUnityMesh();
_meshes.Add(mesh);
}
}
OnValueChanged(1);
}
private void SetDecimation(float value, Dictionary <string, float> variables)
{
ConnectedMesh[] connectedMeshes = _originalMeshes.Select(x => UnityConverter.ToSharedMesh(x).ToConnectedMesh()).ToArray();
foreach (ConnectedMesh connectedMesh in connectedMeshes)
{
for (int i = 0; i < connectedMesh.attributeDefinitions.Length; i++)
{
switch (connectedMesh.attributeDefinitions[i].type)
{
case AttributeType.Normals:
connectedMesh.attributeDefinitions[i].weight = variables["NormalWeight"];
break;
case AttributeType.UVs:
connectedMesh.attributeDefinitions[i].weight = variables["UVsWeight"];
break;
}
}
}
foreach (ConnectedMesh connectedMesh in connectedMeshes)
{
// Important step :
// We merge positions to increase chances of having correct topology information
// We merge attributes in order to make interpolation properly operate on every face
connectedMesh.MergePositions(0.0001f /*variables["MergeThreshold"]*/);
connectedMesh.MergeAttributes();
connectedMesh.Compact();
}
DecimateModifier.MergeNormalsThresholdDegrees = variables["MergeNormalsThreshold"];
//DecimateModifier.UpdateFarNeighbors = variables["UpdateFarNeighbors"] > 0.5;
//DecimateModifier.UpdateMinsOnCollapse = variables["UpdateMinsOnCollapse"] > 0.5;
//DecimateModifier.UseEdgeLength = variables["UseEdgeLength"] > 0.5;
DecimateModifier.CollapseToMidpointPenalty = variables["CollapseToMidpointPenalty"];
ConnectedMesh.EdgeBorderPenalty = variables["EdgeBorderPenalty"];
SceneDecimator sceneDecimator = new SceneDecimator();
sceneDecimator.Initialize(connectedMeshes);
sceneDecimator.DecimateToRatio(value);
for (int i = 0; i < connectedMeshes.Length; i++)
{
_meshes[i].Clear();
connectedMeshes[i].ToSharedMesh().ToUnityMesh(_meshes[i]);
_meshes[i].bindposes = _originalMeshes[i].bindposes;
}
}
private void OnValueChanged(float value)
{
polycountLabel.text = $"{Math.Round(100 * value)}% ({Math.Round(value * _polycount)}/{_polycount} triangles)";
Profiling.Start("Convert");
var connectedMeshes = _originalMeshes.Select(x => UnityConverter.ToSharedMesh(x).ToConnectedMesh()).ToArray();
Debug.Log(Profiling.End("Convert"));
Profiling.Start("Clean");
foreach (var connectedMesh in connectedMeshes)
{
// Important step :
// We merge positions to increase chances of having correct topology information
// We merge attributes in order to make interpolation properly operate on every face
connectedMesh.MergePositions(0.0001f);
connectedMesh.MergeAttributes();
connectedMesh.Compact();
}
Debug.Log(Profiling.End("Clean"));
Profiling.Start("Decimate");
SceneDecimator sceneDecimator = new SceneDecimator();
sceneDecimator.Initialize(connectedMeshes);
sceneDecimator.DecimateToRatio(value);
Debug.Log(Profiling.End("Decimate"));
Profiling.Start("Convert back");
for (int i = 0; i < connectedMeshes.Length; i++)
{
_meshes[i].Clear();
connectedMeshes[i].ToSharedMesh().ToUnityMesh(_meshes[i]);
_meshes[i].bindposes = _originalMeshes[i].bindposes;
}
Debug.Log(Profiling.End("Convert back"));
}
private void Start()
{
_originalMeshes = new List <Mesh>();
_meshes = new List <Mesh>();
Renderer[] renderers = gameObject.GetComponentsInChildren <Renderer>();
HashSet <Mesh> uniqueMeshes = new HashSet <Mesh>();
foreach (Renderer renderer in renderers)
{
if (renderer is MeshRenderer meshRenderer)
{
MeshFilter meshFilter = renderer.gameObject.GetComponent <MeshFilter>();
if (!meshFilter)
{
continue;
}
Mesh mesh = meshFilter.sharedMesh;
if (!uniqueMeshes.Add(mesh))
{
continue;
}
_originalMeshes.Add(mesh);
// Clone mesh
mesh = meshFilter.sharedMesh = UnityConverter.ToSharedMesh(mesh).ToUnityMesh();
_meshes.Add(mesh);
}
else if (renderer is SkinnedMeshRenderer skinnedMeshRenderer)
{
Mesh mesh = skinnedMeshRenderer.sharedMesh;
if (!uniqueMeshes.Add(mesh))
{
continue;
}
_originalMeshes.Add(mesh);
// Clone mesh
mesh = skinnedMeshRenderer.sharedMesh = mesh.ToSharedMesh().ToUnityMesh();
_meshes.Add(mesh);
}
}
Camera camera = Camera.main;
Texture2D textureOriginal = CalibrationUtils.CaptureScreenshot(camera, 1000, 1000);
File.WriteAllBytes(@"C:\Users\oginiaux\Downloads\trace\original.jpg", textureOriginal.EncodeToJPG());
Digest originalDigest = ImagePhash.ComputeDigest(CalibrationUtils.ToLuminanceImage(textureOriginal));
List <Dictionary <string, float> > results = new List <Dictionary <string, float> >();
float highestCorrelation = float.MinValue;
for (int i = 0; i < iterations; i++)
{
Dictionary <string, float> values = new Dictionary <string, float>();
values["NormalWeight"] = Random.Range(0f, 100f);
values["MergeThreshold"] = Random.Range(0.00001f, 0.1f);
values["MergeNormalsThreshold"] = MathF.Cos(Random.Range(5f, 140f) * MathF.PI / 180f);
values["UseEdgeLength"] = Random.Range(0f, 1f);
values["UpdateFarNeighbors"] = Random.Range(0f, 0.75f);
values["UpdateMinsOnCollapse"] = Random.Range(0.25f, 1f);
values["EdgeBorderPenalty"] = Random.Range(0f, 1000f);
values["Case"] = i;
System.Diagnostics.Stopwatch sw = System.Diagnostics.Stopwatch.StartNew();
SetDecimation(0.5f, values);
sw.Stop();
values["Time"] = (float)sw.Elapsed.TotalMilliseconds;
Texture2D textureDecimated = CalibrationUtils.CaptureScreenshot(camera, 1000, 1000);
Digest modified = ImagePhash.ComputeDigest(CalibrationUtils.ToLuminanceImage(textureDecimated));
values["Correlation"] = ImagePhash.GetCrossCorrelation(originalDigest, modified);
if (highestCorrelation < values["Correlation"])
{
highestCorrelation = values["Correlation"];
File.WriteAllBytes($@"C:\Users\oginiaux\Downloads\trace\case_{i}.jpg", textureDecimated.EncodeToJPG());
}
results.Add(values);
}
foreach (Dictionary <string, float> result in results.OrderByDescending(x => x["Correlation"]).Take(3))
{
StringBuilder strbldr = new StringBuilder();
foreach (KeyValuePair <string, float> pair in result.OrderBy(x => x.Key))
{
strbldr.Append($"{pair.Key} = {pair.Value}\n");
}
Debug.Log(strbldr);
}
}
private void Start()
{
_originalMeshes = new List <Mesh>();
_meshes = new List <Mesh>();
Renderer[] renderers = gameObject.GetComponentsInChildren <Renderer>();
HashSet <Mesh> uniqueMeshes = new HashSet <Mesh>();
foreach (Renderer renderer in renderers)
{
if (renderer is MeshRenderer meshRenderer)
{
MeshFilter meshFilter = renderer.gameObject.GetComponent <MeshFilter>();
if (!meshFilter)
{
continue;
}
Mesh mesh = meshFilter.sharedMesh;
if (!uniqueMeshes.Add(mesh))
{
continue;
}
_originalMeshes.Add(mesh);
// Clone mesh
mesh = meshFilter.sharedMesh = UnityConverter.ToSharedMesh(mesh).ToUnityMesh();
_meshes.Add(mesh);
}
else if (renderer is SkinnedMeshRenderer skinnedMeshRenderer)
{
Mesh mesh = skinnedMeshRenderer.sharedMesh;
if (!uniqueMeshes.Add(mesh))
{
continue;
}
_originalMeshes.Add(mesh);
// Clone mesh
mesh = skinnedMeshRenderer.sharedMesh = mesh.ToSharedMesh().ToUnityMesh();
_meshes.Add(mesh);
}
}
_camera = Camera.main;
Texture2D textureOriginal = CalibrationUtils.CaptureScreenshot(_camera, 1000, 1000);
_originalDigest = ImagePhash.ComputeDigest(CalibrationUtils.ToLuminanceImage(textureOriginal));
switch (metaHeuristicAlgo)
{
case MetaHeuristicAlgo.GeneticAlgorithm:
_metaheuristicAlgorithm = new GeneticAlgorithm <Dictionary <string, float> >(Crossover);
break;
case MetaHeuristicAlgo.HillClimbing:
_metaheuristicAlgorithm = new HillClimb <Dictionary <string, float> >();
break;
}
var config = new Configuration <Dictionary <string, float> >();
config.initializeSolutionFunction = GetInitialState;
config.cloneFunction = Clone;
config.mutationFunction = Mutate;
config.movement = Search.Direction.Optimization;
config.selectionFunction = Selection.RankBased;
config.objectiveFunction = GetFitness;
config.populationSize = populationSize;
config.noOfIterations = iterations;
config.writeToConsole = false;
config.enforceHardObjective = false;
_metaheuristicAlgorithm.Create(config);
StartCoroutine(Run());
}
