diff --git a/src/ImageSharp/PixelFormats/Utils/Vector4Converters.Affine.cs b/src/ImageSharp/PixelFormats/Utils/Vector4Converters.Affine.cs
index 0096085e9..fba3b8fcd 100644
--- a/src/ImageSharp/PixelFormats/Utils/Vector4Converters.Affine.cs
+++ b/src/ImageSharp/PixelFormats/Utils/Vector4Converters.Affine.cs
@@ -17,59 +17,7 @@ internal static partial class Vector4Converters
     /// <param name="multiplier">The component-wise multiplier.</param>
     /// <param name="offset">The component-wise offset applied after multiplication.</param>
     internal static void MultiplyThenAdd(Span<Vector4> vectors, Vector4 multiplier, Vector4 offset)
-    {
-        ref Vector4 vectorBase = ref MemoryMarshal.GetReference(vectors);
-        int index = 0;
-
-        if (Vector512.IsHardwareAccelerated)
-        {
-            int vectorsPerVector = Vector512<float>.Count / Vector128<float>.Count;
-            Vector256<float> multiplier256 = Vector256.Create(multiplier.AsVector128(), multiplier.AsVector128());
-            Vector256<float> offset256 = Vector256.Create(offset.AsVector128(), offset.AsVector128());
-            Vector512<float> multiplier512 = Vector512.Create(multiplier256, multiplier256);
-            Vector512<float> offset512 = Vector512.Create(offset256, offset256);
-
-            for (; index <= vectors.Length - vectorsPerVector; index += vectorsPerVector)
-            {
-                ref Vector512<float> vector = ref Unsafe.As<Vector4, Vector512<float>>(ref Unsafe.Add(ref vectorBase, (uint)index));
-                vector = (vector * multiplier512) + offset512;
-            }
-        }
-
-        if (Vector256.IsHardwareAccelerated)
-        {
-            int vectorsPerVector = Vector256<float>.Count / Vector128<float>.Count;
-            Vector256<float> multiplier256 = Vector256.Create(multiplier.AsVector128(), multiplier.AsVector128());
-            Vector256<float> offset256 = Vector256.Create(offset.AsVector128(), offset.AsVector128());
-
-            for (; index <= vectors.Length - vectorsPerVector; index += vectorsPerVector)
-            {
-                ref Vector256<float> vector = ref Unsafe.As<Vector4, Vector256<float>>(ref Unsafe.Add(ref vectorBase, (uint)index));
-                vector = (vector * multiplier256) + offset256;
-            }
-        }
-
-        if (Vector128.IsHardwareAccelerated)
-        {
-            Vector128<float> multiplier128 = multiplier.AsVector128();
-            Vector128<float> offset128 = offset.AsVector128();
-
-            for (; index < vectors.Length; index++)
-            {
-                ref Vector128<float> vector = ref Unsafe.As<Vector4, Vector128<float>>(ref Unsafe.Add(ref vectorBase, (uint)index));
-                vector = (vector * multiplier128) + offset128;
-            }
-
-            return;
-        }
-
-        // The scalar fallback retains the same multiply-then-add order as the SIMD paths and the per-pixel contracts.
-        for (; index < vectors.Length; index++)
-        {
-            ref Vector4 vector = ref Unsafe.Add(ref vectorBase, (uint)index);
-            vector = (vector * multiplier) + offset;
-        }
-    }
+        => Apply(vectors, new MultiplyThenAddOperator(multiplier, offset));
 
     /// <summary>
     /// Adds the corresponding offset component and then divides each vector component by its divisor.
@@ -78,57 +26,74 @@ internal static partial class Vector4Converters
     /// <param name="offset">The component-wise offset applied before division.</param>
     /// <param name="divisor">The component-wise divisor.</param>
     internal static void AddThenDivide(Span<Vector4> vectors, Vector4 offset, Vector4 divisor)
+        => Apply(vectors, new AddThenDivideOperator(offset, divisor));
+
+    /// <summary>
+    /// Applies a stateful component transform to a vector buffer in place.
+    /// </summary>
+    /// <typeparam name="TOperator">The transform selected for this closed traversal.</typeparam>
+    /// <param name="vectors">The vectors to transform.</param>
+    /// <param name="transform">The transform and its component-wise state.</param>
+    // Closing and inlining the traversal lets the JIT devirtualize every Invoke call,
+    // specialize the active hardware-width branches, and discard unused operator state.
+    [MethodImpl(InliningOptions.AlwaysInline)]
+    private static void Apply<TOperator>(Span<Vector4> vectors, TOperator transform)
+        where TOperator : struct, IStatefulVector4Operator
     {
         ref Vector4 vectorBase = ref MemoryMarshal.GetReference(vectors);
         int index = 0;
 
+        // A Vector4 is one complete pixel. Descending register widths therefore consume groups
+        // of four, two, and one pixels without splitting a pixel across traversal boundaries.
         if (Vector512.IsHardwareAccelerated)
         {
-            int vectorsPerVector = Vector512<float>.Count / Vector128<float>.Count;
-            Vector256<float> offset256 = Vector256.Create(offset.AsVector128(), offset.AsVector128());
-            Vector256<float> divisor256 = Vector256.Create(divisor.AsVector128(), divisor.AsVector128());
-            Vector512<float> offset512 = Vector512.Create(offset256, offset256);
-            Vector512<float> divisor512 = Vector512.Create(divisor256, divisor256);
+            int vectorsPerRegister = Vector512<float>.Count / Vector128<float>.Count;
+            int oneRegisterFromEnd = vectors.Length - vectorsPerRegister;
 
-            for (; index <= vectors.Length - vectorsPerVector; index += vectorsPerVector)
+            for (; index <= oneRegisterFromEnd; index += vectorsPerRegister)
             {
-                ref Vector512<float> vector = ref Unsafe.As<Vector4, Vector512<float>>(ref Unsafe.Add(ref vectorBase, (uint)index));
-                vector = (vector + offset512) / divisor512;
+                ref Vector512<float> vector = ref Unsafe.As<Vector4, Vector512<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = transform.Invoke(vector);
             }
         }
 
         if (Vector256.IsHardwareAccelerated)
         {
-            int vectorsPerVector = Vector256<float>.Count / Vector128<float>.Count;
-            Vector256<float> offset256 = Vector256.Create(offset.AsVector128(), offset.AsVector128());
-            Vector256<float> divisor256 = Vector256.Create(divisor.AsVector128(), divisor.AsVector128());
+            int vectorsPerRegister = Vector256<float>.Count / Vector128<float>.Count;
+            int oneRegisterFromEnd = vectors.Length - vectorsPerRegister;
 
-            for (; index <= vectors.Length - vectorsPerVector; index += vectorsPerVector)
+            for (; index <= oneRegisterFromEnd; index += vectorsPerRegister)
             {
-                ref Vector256<float> vector = ref Unsafe.As<Vector4, Vector256<float>>(ref Unsafe.Add(ref vectorBase, (uint)index));
-                vector = (vector + offset256) / divisor256;
+                ref Vector256<float> vector = ref Unsafe.As<Vector4, Vector256<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = transform.Invoke(vector);
             }
         }
 
         if (Vector128.IsHardwareAccelerated)
         {
-            Vector128<float> offset128 = offset.AsVector128();
-            Vector128<float> divisor128 = divisor.AsVector128();
-
+            // Vector128<float> and Vector4 have the same four-lane layout, so this stage
+            // consumes every remaining complete pixel and leaves no scalar remainder.
             for (; index < vectors.Length; index++)
             {
-                ref Vector128<float> vector = ref Unsafe.As<Vector4, Vector128<float>>(ref Unsafe.Add(ref vectorBase, (uint)index));
-                vector = (vector + offset128) / divisor128;
+                ref Vector128<float> vector = ref Unsafe.As<Vector4, Vector128<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = transform.Invoke(vector);
             }
 
             return;
         }
 
-        // Native-to-scaled conversion deliberately adds before dividing to match each format's scalar conversion order.
+        // Vector4 retains the same component order and expression ordering when hardware
+        // intrinsics are unavailable, preserving the format-specific conversion contract.
         for (; index < vectors.Length; index++)
         {
             ref Vector4 vector = ref Unsafe.Add(ref vectorBase, (uint)index);
-            vector = (vector + offset) / divisor;
+            vector = transform.Invoke(vector);
         }
     }
 }
diff --git a/src/ImageSharp/PixelFormats/Utils/Vector4Converters.AffineOperators.cs b/src/ImageSharp/PixelFormats/Utils/Vector4Converters.AffineOperators.cs
new file mode 100644
index 000000000..f5e57f765
--- /dev/null
+++ b/src/ImageSharp/PixelFormats/Utils/Vector4Converters.AffineOperators.cs
@@ -0,0 +1,151 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Numerics;
+using System.Runtime.CompilerServices;
+using System.Runtime.Intrinsics;
+
+namespace SixLabors.ImageSharp.PixelFormats.Utils;
+
+internal static partial class Vector4Converters
+{
+    /// <summary>
+    /// Defines a stateful component transform for each register width used by the shared traversal.
+    /// </summary>
+    private interface IStatefulVector4Operator
+    {
+        /// <summary>
+        /// Transforms one pixel represented by four components.
+        /// </summary>
+        /// <param name="source">The source components.</param>
+        /// <returns>The transformed components.</returns>
+        Vector4 Invoke(Vector4 source);
+
+        /// <summary>
+        /// Transforms one pixel represented by the four single-precision lanes in a 128-bit register.
+        /// </summary>
+        /// <param name="source">The source components.</param>
+        /// <returns>The transformed components.</returns>
+        Vector128<float> Invoke(Vector128<float> source);
+
+        /// <summary>
+        /// Transforms two pixels represented by the eight single-precision lanes in a 256-bit register.
+        /// </summary>
+        /// <param name="source">The source components.</param>
+        /// <returns>The transformed components.</returns>
+        Vector256<float> Invoke(Vector256<float> source);
+
+        /// <summary>
+        /// Transforms four pixels represented by the sixteen single-precision lanes in a 512-bit register.
+        /// </summary>
+        /// <param name="source">The source components.</param>
+        /// <returns>The transformed components.</returns>
+        Vector512<float> Invoke(Vector512<float> source);
+    }
+
+    /// <summary>
+    /// Carries the component state for a multiply-then-add transform.
+    /// </summary>
+    private readonly struct MultiplyThenAddOperator : IStatefulVector4Operator
+    {
+        private readonly Vector512<float> multiplier;
+        private readonly Vector512<float> offset;
+
+        /// <summary>
+        /// Initializes a new instance of the <see cref="MultiplyThenAddOperator"/> struct.
+        /// </summary>
+        /// <param name="multiplier">The component-wise multiplier.</param>
+        /// <param name="offset">The component-wise offset applied after multiplication.</param>
+        public MultiplyThenAddOperator(Vector4 multiplier, Vector4 offset)
+        {
+            Vector128<float> multiplier128 = multiplier.AsVector128();
+            Vector128<float> offset128 = offset.AsVector128();
+            Vector256<float> multiplier256 = Vector256.Create(multiplier128, multiplier128);
+            Vector256<float> offset256 = Vector256.Create(offset128, offset128);
+
+            // Expanding the invariant state once prevents the width-specific Invoke methods
+            // from rebuilding identical lane groups for every vector processed by the loop.
+            this.multiplier = Vector512.Create(multiplier256, multiplier256);
+            this.offset = Vector512.Create(offset256, offset256);
+        }
+
+        /// <inheritdoc />
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public Vector4 Invoke(Vector4 source)
+        {
+            Vector128<float> result =
+                (source.AsVector128() * this.multiplier.GetLower().GetLower())
+                + this.offset.GetLower().GetLower();
+
+            return result.AsVector4();
+        }
+
+        /// <inheritdoc />
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public Vector128<float> Invoke(Vector128<float> source)
+            => (source * this.multiplier.GetLower().GetLower()) + this.offset.GetLower().GetLower();
+
+        /// <inheritdoc />
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public Vector256<float> Invoke(Vector256<float> source)
+            => (source * this.multiplier.GetLower()) + this.offset.GetLower();
+
+        /// <inheritdoc />
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public Vector512<float> Invoke(Vector512<float> source)
+            => (source * this.multiplier) + this.offset;
+    }
+
+    /// <summary>
+    /// Carries the component state for an add-then-divide transform.
+    /// </summary>
+    private readonly struct AddThenDivideOperator : IStatefulVector4Operator
+    {
+        private readonly Vector512<float> offset;
+        private readonly Vector512<float> divisor;
+
+        /// <summary>
+        /// Initializes a new instance of the <see cref="AddThenDivideOperator"/> struct.
+        /// </summary>
+        /// <param name="offset">The component-wise offset applied before division.</param>
+        /// <param name="divisor">The component-wise divisor.</param>
+        public AddThenDivideOperator(Vector4 offset, Vector4 divisor)
+        {
+            Vector128<float> offset128 = offset.AsVector128();
+            Vector128<float> divisor128 = divisor.AsVector128();
+            Vector256<float> offset256 = Vector256.Create(offset128, offset128);
+            Vector256<float> divisor256 = Vector256.Create(divisor128, divisor128);
+
+            // All register widths consume prefixes of this repeated four-pixel state,
+            // so one construction serves the wide loop and every narrower remainder.
+            this.offset = Vector512.Create(offset256, offset256);
+            this.divisor = Vector512.Create(divisor256, divisor256);
+        }
+
+        /// <inheritdoc />
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public Vector4 Invoke(Vector4 source)
+        {
+            Vector128<float> result =
+                (source.AsVector128() + this.offset.GetLower().GetLower())
+                / this.divisor.GetLower().GetLower();
+
+            return result.AsVector4();
+        }
+
+        /// <inheritdoc />
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public Vector128<float> Invoke(Vector128<float> source)
+            => (source + this.offset.GetLower().GetLower()) / this.divisor.GetLower().GetLower();
+
+        /// <inheritdoc />
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public Vector256<float> Invoke(Vector256<float> source)
+            => (source + this.offset.GetLower()) / this.divisor.GetLower();
+
+        /// <inheritdoc />
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public Vector512<float> Invoke(Vector512<float> source)
+            => (source + this.offset) / this.divisor;
+    }
+}
diff --git a/tests/ImageSharp.Benchmarks/General/PixelConversion/Vector4AffineTransform.cs b/tests/ImageSharp.Benchmarks/General/PixelConversion/Vector4AffineTransform.cs
new file mode 100644
index 000000000..0eb7b9ccd
--- /dev/null
+++ b/tests/ImageSharp.Benchmarks/General/PixelConversion/Vector4AffineTransform.cs
@@ -0,0 +1,207 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Numerics;
+using System.Runtime.CompilerServices;
+using System.Runtime.InteropServices;
+using System.Runtime.Intrinsics;
+using BenchmarkDotNet.Attributes;
+using SixLabors.ImageSharp.PixelFormats.Utils;
+
+namespace SixLabors.ImageSharp.Benchmarks.General.PixelConversion;
+
+/// <summary>
+/// Compares operator-driven affine vector transforms with the duplicated traversals they replace.
+/// </summary>
+[Config(typeof(Config.Short))]
+public class Vector4AffineTransform
+{
+    private static readonly Vector4 Multiplier = new(255F, 2F, 65535F, .5F);
+    private static readonly Vector4 Offset = new(17F, -1F, 32768F, 3F);
+    private static readonly Vector4 Divisor = new(255F, 2F, 65535F, .5F);
+
+    private Vector4[] current;
+    private Vector4[] baseline;
+
+    /// <summary>
+    /// Gets or sets the number of vectors transformed by each invocation.
+    /// </summary>
+    [Params(1, 3, 4, 17, 256, 4096)]
+    public int Count { get; set; }
+
+    /// <summary>
+    /// Creates identical non-uniform buffers for the current and baseline traversals.
+    /// </summary>
+    [GlobalSetup]
+    public void Setup()
+    {
+        this.current = new Vector4[this.Count];
+
+        for (int i = 0; i < this.current.Length; i++)
+        {
+            this.current[i] = new Vector4(i + .25F, i + .5F, i + .75F, i + 1F);
+        }
+
+        this.baseline = [.. this.current];
+    }
+
+    /// <summary>
+    /// Executes the operator-driven multiply-then-add traversal.
+    /// </summary>
+    [Benchmark]
+    public void CurrentMultiplyThenAdd()
+        => Vector4Converters.MultiplyThenAdd(this.current, Multiplier, Offset);
+
+    /// <summary>
+    /// Executes the duplicated multiply-then-add traversal.
+    /// </summary>
+    [Benchmark(Baseline = true)]
+    public void BaselineMultiplyThenAdd()
+        => BaselineMultiplyThenAdd(this.baseline, Multiplier, Offset);
+
+    /// <summary>
+    /// Executes the operator-driven add-then-divide traversal.
+    /// </summary>
+    [Benchmark]
+    public void CurrentAddThenDivide()
+        => Vector4Converters.AddThenDivide(this.current, Offset, Divisor);
+
+    /// <summary>
+    /// Executes the duplicated add-then-divide traversal.
+    /// </summary>
+    [Benchmark]
+    public void BaselineAddThenDivide()
+        => BaselineAddThenDivide(this.baseline, Offset, Divisor);
+
+    /// <summary>
+    /// Retains the multiply-then-add traversal being replaced for direct measurement.
+    /// </summary>
+    /// <param name="vectors">The vectors to transform.</param>
+    /// <param name="multiplier">The component-wise multiplier.</param>
+    /// <param name="offset">The component-wise offset.</param>
+    internal static void BaselineMultiplyThenAdd(Span<Vector4> vectors, Vector4 multiplier, Vector4 offset)
+    {
+        ref Vector4 vectorBase = ref MemoryMarshal.GetReference(vectors);
+        int index = 0;
+
+        if (Vector512.IsHardwareAccelerated)
+        {
+            int vectorsPerVector = Vector512<float>.Count / Vector128<float>.Count;
+            Vector256<float> multiplier256 = Vector256.Create(multiplier.AsVector128(), multiplier.AsVector128());
+            Vector256<float> offset256 = Vector256.Create(offset.AsVector128(), offset.AsVector128());
+            Vector512<float> multiplier512 = Vector512.Create(multiplier256, multiplier256);
+            Vector512<float> offset512 = Vector512.Create(offset256, offset256);
+
+            for (; index <= vectors.Length - vectorsPerVector; index += vectorsPerVector)
+            {
+                ref Vector512<float> vector = ref Unsafe.As<Vector4, Vector512<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = (vector * multiplier512) + offset512;
+            }
+        }
+
+        if (Vector256.IsHardwareAccelerated)
+        {
+            int vectorsPerVector = Vector256<float>.Count / Vector128<float>.Count;
+            Vector256<float> multiplier256 = Vector256.Create(multiplier.AsVector128(), multiplier.AsVector128());
+            Vector256<float> offset256 = Vector256.Create(offset.AsVector128(), offset.AsVector128());
+
+            for (; index <= vectors.Length - vectorsPerVector; index += vectorsPerVector)
+            {
+                ref Vector256<float> vector = ref Unsafe.As<Vector4, Vector256<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = (vector * multiplier256) + offset256;
+            }
+        }
+
+        if (Vector128.IsHardwareAccelerated)
+        {
+            Vector128<float> multiplier128 = multiplier.AsVector128();
+            Vector128<float> offset128 = offset.AsVector128();
+
+            for (; index < vectors.Length; index++)
+            {
+                ref Vector128<float> vector = ref Unsafe.As<Vector4, Vector128<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = (vector * multiplier128) + offset128;
+            }
+
+            return;
+        }
+
+        for (; index < vectors.Length; index++)
+        {
+            ref Vector4 vector = ref Unsafe.Add(ref vectorBase, (uint)index);
+            vector = (vector * multiplier) + offset;
+        }
+    }
+
+    /// <summary>
+    /// Retains the add-then-divide traversal being replaced for direct measurement.
+    /// </summary>
+    /// <param name="vectors">The vectors to transform.</param>
+    /// <param name="offset">The component-wise offset.</param>
+    /// <param name="divisor">The component-wise divisor.</param>
+    internal static void BaselineAddThenDivide(Span<Vector4> vectors, Vector4 offset, Vector4 divisor)
+    {
+        ref Vector4 vectorBase = ref MemoryMarshal.GetReference(vectors);
+        int index = 0;
+
+        if (Vector512.IsHardwareAccelerated)
+        {
+            int vectorsPerVector = Vector512<float>.Count / Vector128<float>.Count;
+            Vector256<float> offset256 = Vector256.Create(offset.AsVector128(), offset.AsVector128());
+            Vector256<float> divisor256 = Vector256.Create(divisor.AsVector128(), divisor.AsVector128());
+            Vector512<float> offset512 = Vector512.Create(offset256, offset256);
+            Vector512<float> divisor512 = Vector512.Create(divisor256, divisor256);
+
+            for (; index <= vectors.Length - vectorsPerVector; index += vectorsPerVector)
+            {
+                ref Vector512<float> vector = ref Unsafe.As<Vector4, Vector512<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = (vector + offset512) / divisor512;
+            }
+        }
+
+        if (Vector256.IsHardwareAccelerated)
+        {
+            int vectorsPerVector = Vector256<float>.Count / Vector128<float>.Count;
+            Vector256<float> offset256 = Vector256.Create(offset.AsVector128(), offset.AsVector128());
+            Vector256<float> divisor256 = Vector256.Create(divisor.AsVector128(), divisor.AsVector128());
+
+            for (; index <= vectors.Length - vectorsPerVector; index += vectorsPerVector)
+            {
+                ref Vector256<float> vector = ref Unsafe.As<Vector4, Vector256<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = (vector + offset256) / divisor256;
+            }
+        }
+
+        if (Vector128.IsHardwareAccelerated)
+        {
+            Vector128<float> offset128 = offset.AsVector128();
+            Vector128<float> divisor128 = divisor.AsVector128();
+
+            for (; index < vectors.Length; index++)
+            {
+                ref Vector128<float> vector = ref Unsafe.As<Vector4, Vector128<float>>(
+                    ref Unsafe.Add(ref vectorBase, (uint)index));
+
+                vector = (vector + offset128) / divisor128;
+            }
+
+            return;
+        }
+
+        for (; index < vectors.Length; index++)
+        {
+            ref Vector4 vector = ref Unsafe.Add(ref vectorBase, (uint)index);
+            vector = (vector + offset) / divisor;
+        }
+    }
+}
diff --git a/tests/ImageSharp.Benchmarks/General/PixelConversion/Vector4AffineTransformAssembly.cs b/tests/ImageSharp.Benchmarks/General/PixelConversion/Vector4AffineTransformAssembly.cs
new file mode 100644
index 000000000..fcecf1306
--- /dev/null
+++ b/tests/ImageSharp.Benchmarks/General/PixelConversion/Vector4AffineTransformAssembly.cs
@@ -0,0 +1,73 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Numerics;
+using BenchmarkDotNet.Attributes;
+using SixLabors.ImageSharp.PixelFormats.Utils;
+
+namespace SixLabors.ImageSharp.Benchmarks.General.PixelConversion;
+
+/// <summary>
+/// Exposes every stateful affine operator and traversal remainder for assembly inspection.
+/// </summary>
+[Config(typeof(Config.Analysis))]
+public class Vector4AffineTransformAssembly
+{
+    private static readonly Vector4 Multiplier = new(255F, 2F, 65535F, .5F);
+    private static readonly Vector4 Offset = new(17F, -1F, 32768F, 3F);
+    private static readonly Vector4 Divisor = new(255F, 2F, 65535F, .5F);
+
+    private Vector4[] vectors;
+
+    /// <summary>
+    /// Gets or sets the number of vectors transformed by each invocation.
+    /// </summary>
+    /// <remarks>
+    /// Three vectors exercise the 256- and 128-bit stages. Seventeen vectors exercise
+    /// the 512-bit loop and leave one vector for the 128-bit remainder.
+    /// </remarks>
+    [Params(3, 17)]
+    public int Count { get; set; }
+
+    /// <summary>
+    /// Creates a non-uniform input buffer.
+    /// </summary>
+    [GlobalSetup]
+    public void Setup()
+    {
+        this.vectors = new Vector4[this.Count];
+
+        for (int i = 0; i < this.vectors.Length; i++)
+        {
+            this.vectors[i] = new Vector4(i + .25F, i + .5F, i + .75F, i + 1F);
+        }
+    }
+
+    /// <summary>
+    /// Executes the multiply-then-add stateful operator.
+    /// </summary>
+    [Benchmark]
+    public void MultiplyThenAdd()
+        => Vector4Converters.MultiplyThenAdd(this.vectors, Multiplier, Offset);
+
+    /// <summary>
+    /// Executes the add-then-divide stateful operator.
+    /// </summary>
+    [Benchmark]
+    public void AddThenDivide()
+        => Vector4Converters.AddThenDivide(this.vectors, Offset, Divisor);
+
+    /// <summary>
+    /// Executes the multiply-then-add traversal being replaced for assembly comparison.
+    /// </summary>
+    [Benchmark]
+    public void BaselineMultiplyThenAdd()
+        => Vector4AffineTransform.BaselineMultiplyThenAdd(this.vectors, Multiplier, Offset);
+
+    /// <summary>
+    /// Executes the add-then-divide traversal being replaced for assembly comparison.
+    /// </summary>
+    [Benchmark]
+    public void BaselineAddThenDivide()
+        => Vector4AffineTransform.BaselineAddThenDivide(this.vectors, Offset, Divisor);
+}
diff --git a/tests/ImageSharp.Tests/PixelFormats/Vector4ConvertersTests.cs b/tests/ImageSharp.Tests/PixelFormats/Vector4ConvertersTests.cs
new file mode 100644
index 000000000..52f45aad7
--- /dev/null
+++ b/tests/ImageSharp.Tests/PixelFormats/Vector4ConvertersTests.cs
@@ -0,0 +1,122 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Numerics;
+using SixLabors.ImageSharp.PixelFormats.Utils;
+using SixLabors.ImageSharp.Tests.TestUtilities;
+
+namespace SixLabors.ImageSharp.Tests.PixelFormats;
+
+/// <summary>
+/// Verifies the shared stateful traversal used by affine pixel-vector conversions.
+/// </summary>
+[Trait("Category", "PixelFormats")]
+public class Vector4ConvertersTests
+{
+    private static readonly int[] Lengths = [0, 1, 2, 3, 4, 5, 7, 8, 15, 16, 17, 257];
+
+    /// <summary>
+    /// Verifies multiply-then-add behavior for every SIMD boundary and the software fallback.
+    /// </summary>
+    [Fact]
+    public void MultiplyThenAddMatchesComponentArithmeticAcrossHardwareWidths()
+        => FeatureTestRunner.RunWithHwIntrinsicsFeature(
+            AssertMultiplyThenAddMatchesComponentArithmetic,
+            HwIntrinsics.AllowAll
+            | HwIntrinsics.DisableAVX512F
+            | HwIntrinsics.DisableAVX
+            | HwIntrinsics.DisableHWIntrinsic);
+
+    /// <summary>
+    /// Verifies add-then-divide behavior for every SIMD boundary and the software fallback.
+    /// </summary>
+    [Fact]
+    public void AddThenDivideMatchesComponentArithmeticAcrossHardwareWidths()
+        => FeatureTestRunner.RunWithHwIntrinsicsFeature(
+            AssertAddThenDivideMatchesComponentArithmetic,
+            HwIntrinsics.AllowAll
+            | HwIntrinsics.DisableAVX512F
+            | HwIntrinsics.DisableAVX
+            | HwIntrinsics.DisableHWIntrinsic);
+
+    /// <summary>
+    /// Compares the multiply-then-add traversal with independently evaluated component expressions.
+    /// </summary>
+    private static void AssertMultiplyThenAddMatchesComponentArithmetic()
+    {
+        Vector4 multiplier = new(2F, -3F, .5F, 4F);
+        Vector4 offset = new(-7F, 11F, 13F, -17F);
+
+        foreach (int length in Lengths)
+        {
+            Vector4[] actual = CreateSource(length);
+            Vector4[] expected = new Vector4[length];
+
+            for (int i = 0; i < expected.Length; i++)
+            {
+                Vector4 value = actual[i];
+
+                expected[i] = new Vector4(
+                    (value.X * multiplier.X) + offset.X,
+                    (value.Y * multiplier.Y) + offset.Y,
+                    (value.Z * multiplier.Z) + offset.Z,
+                    (value.W * multiplier.W) + offset.W);
+            }
+
+            Vector4Converters.MultiplyThenAdd(actual, multiplier, offset);
+
+            Assert.Equal(expected, actual);
+        }
+    }
+
+    /// <summary>
+    /// Compares the add-then-divide traversal with independently evaluated component expressions.
+    /// </summary>
+    private static void AssertAddThenDivideMatchesComponentArithmetic()
+    {
+        Vector4 offset = new(-7F, 11F, 13F, -17F);
+        Vector4 divisor = new(2F, -3F, .5F, 4F);
+
+        foreach (int length in Lengths)
+        {
+            Vector4[] actual = CreateSource(length);
+            Vector4[] expected = new Vector4[length];
+
+            for (int i = 0; i < expected.Length; i++)
+            {
+                Vector4 value = actual[i];
+
+                expected[i] = new Vector4(
+                    (value.X + offset.X) / divisor.X,
+                    (value.Y + offset.Y) / divisor.Y,
+                    (value.Z + offset.Z) / divisor.Z,
+                    (value.W + offset.W) / divisor.W);
+            }
+
+            Vector4Converters.AddThenDivide(actual, offset, divisor);
+
+            Assert.Equal(expected, actual);
+        }
+    }
+
+    /// <summary>
+    /// Creates non-uniform values that expose component ordering and traversal overlap errors.
+    /// </summary>
+    /// <param name="length">The number of vectors to create.</param>
+    /// <returns>The populated vector buffer.</returns>
+    private static Vector4[] CreateSource(int length)
+    {
+        Vector4[] result = new Vector4[length];
+
+        for (int i = 0; i < result.Length; i++)
+        {
+            result[i] = new Vector4(
+                (i * 17F) - 31F,
+                (i * -23F) + 37F,
+                (i * .25F) - 41F,
+                (i * 3F) + 43F);
+        }
+
+        return result;
+    }
+}