From 5fe70bac5b609eefd693f9cf1829005304152349 Mon Sep 17 00:00:00 2001
From: winscripter <142818255+winscripter@users.noreply.github.com>
Date: Thu, 3 Sep 2026 22:32:28 +0400
Subject: [PATCH] Add photon noise encoder

---
 .../Encoder/Noise/JxlPhotonNoise.cs           | 60 +++++++++++++++++++
 .../Jxl/Processing/Noise/JxlNoiseConstants.cs | 13 ++++
 .../Processing/Noise/JxlNoiseParameters.cs    |  2 +-
 3 files changed, 74 insertions(+), 1 deletion(-)
 create mode 100644 src/ImageSharp/Formats/Jxl/Processing/Encoder/Noise/JxlPhotonNoise.cs
 create mode 100644 src/ImageSharp/Formats/Jxl/Processing/Noise/JxlNoiseConstants.cs

diff --git a/src/ImageSharp/Formats/Jxl/Processing/Encoder/Noise/JxlPhotonNoise.cs b/src/ImageSharp/Formats/Jxl/Processing/Encoder/Noise/JxlPhotonNoise.cs
new file mode 100644
index 0000000000..ce48a39e32
--- /dev/null
+++ b/src/ImageSharp/Formats/Jxl/Processing/Encoder/Noise/JxlPhotonNoise.cs
@@ -0,0 +1,60 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Runtime.CompilerServices;
+using SixLabors.ImageSharp.Formats.Jxl.Cms;
+using SixLabors.ImageSharp.Formats.Jxl.Processing.Noise;
+
+namespace SixLabors.ImageSharp.Formats.Jxl.Processing.Encoder.Noise;
+
+internal static class JxlPhotonNoise
+{
+    /// <summary>
+    /// Assumes a daylight-like spectrum.
+    /// </summary>
+    private const float PhotonsPerLxSPerUm2 = 11260;
+
+    /// <summary>
+    /// Order of magnitude for cameras in the 2010-2020 decade,
+    /// taking the CFA into account.
+    /// </summary>
+    private const float EffectiveQuantumEfficiency = 0.20f;
+
+    private const float PhotoResponseNonUniformity = 0.005f;
+
+    private const float InputReferredReadNoise = 3;
+
+    private const float SensorAreaUm2 = 36000f * 24000;
+
+    [MethodImpl(MethodImplOptions.AggressiveInlining)]
+    private static float Square(float x) => x * x;
+
+    [MethodImpl(MethodImplOptions.AggressiveInlining)]
+    private static float Cube(float x) => x * x * x;
+
+    public static JxlNoiseParameters SimulatePhotonNoise(int xSize, int ySize, float iso)
+    {
+        float opsinAbsorbanceBiasCbrt = MathF.Cbrt(JxlOpsinConstants.OpsinAbsorbanceBias1);
+        float h18 = 10f / iso;
+        float pixelAreaUm2 = SensorAreaUm2 / (xSize * ySize);
+        float electronsPerPixel18 = EffectiveQuantumEfficiency * PhotonsPerLxSPerUm2 * h18 * pixelAreaUm2;
+        JxlNoiseParameters parameters = new();
+        Span<float> lookup = parameters.Lookup; // Faster than float[]
+
+        for (int i = 0; i < JxlNoiseParameters.NoisePoints; ++i)
+        {
+            float scaledIndex = i / (JxlNoiseParameters.NoisePoints - 2f);
+            float y = 2 * scaledIndex;
+            float linear = MathF.Max(0f, Cube(y - opsinAbsorbanceBiasCbrt) + JxlOpsinConstants.OpsinAbsorbanceBias1);
+            float electronsPerPixel = electronsPerPixel18 * (linear / 0.18f);
+            float noise = MathF.Sqrt(Square(InputReferredReadNoise) + electronsPerPixel + Square(PhotoResponseNonUniformity * electronsPerPixel));
+            float linearNoise = noise * (0.18f / electronsPerPixel18);
+            float opsinDerivative = (1f / 3) / Square(MathF.Sqrt(linear - JxlOpsinConstants.OpsinAbsorbanceBias1));
+            float opsinNoise = linearNoise * opsinDerivative;
+
+            lookup[i] = Math.Clamp(opsinNoise / (0.22f * MathF.Sqrt(2f) * 1.13f), 0f, JxlNoiseConstants.NoiseLutMax);
+        }
+
+        return parameters;
+    }
+}
diff --git a/src/ImageSharp/Formats/Jxl/Processing/Noise/JxlNoiseConstants.cs b/src/ImageSharp/Formats/Jxl/Processing/Noise/JxlNoiseConstants.cs
new file mode 100644
index 0000000000..87027aad94
--- /dev/null
+++ b/src/ImageSharp/Formats/Jxl/Processing/Noise/JxlNoiseConstants.cs
@@ -0,0 +1,13 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+namespace SixLabors.ImageSharp.Formats.Jxl.Processing.Noise;
+
+/// <summary>
+/// Constants used by noise processing.
+/// </summary>
+internal static class JxlNoiseConstants
+{
+    public const float Precision = 1024f;
+    public const float NoiseLutMax = 1023.4999f / Precision;
+}
diff --git a/src/ImageSharp/Formats/Jxl/Processing/Noise/JxlNoiseParameters.cs b/src/ImageSharp/Formats/Jxl/Processing/Noise/JxlNoiseParameters.cs
index de8072c3ee..9fef114a25 100644
--- a/src/ImageSharp/Formats/Jxl/Processing/Noise/JxlNoiseParameters.cs
+++ b/src/ImageSharp/Formats/Jxl/Processing/Noise/JxlNoiseParameters.cs
@@ -11,5 +11,5 @@ internal sealed class JxlNoiseParameters
 
     public bool ContainsAny => this.Lookup.Any(x => MathF.Abs(x) > 1e-3f);
 
-    public void Clear() => Array.Fill(this.Lookup, 0f);
+    public void Clear() => this.Lookup.AsSpan().Clear();
 }