diff --git a/src/ImageSharp/Processing/Processors/Convolution/Convolution2PassProcessor{TPixel}.cs b/src/ImageSharp/Processing/Processors/Convolution/Convolution2PassProcessor{TPixel}.cs
index 16ce0fdd75..ba4e0a6ad6 100644
--- a/src/ImageSharp/Processing/Processors/Convolution/Convolution2PassProcessor{TPixel}.cs
+++ b/src/ImageSharp/Processing/Processors/Convolution/Convolution2PassProcessor{TPixel}.cs
@@ -1,7 +1,10 @@
 // Copyright (c) Six Labors.
 // Licensed under the Apache License, Version 2.0.
 
+using System;
 using System.Numerics;
+using System.Runtime.CompilerServices;
+using System.Runtime.InteropServices;
 using SixLabors.ImageSharp.Advanced;
 using SixLabors.ImageSharp.Memory;
 using SixLabors.ImageSharp.PixelFormats;
@@ -69,7 +72,7 @@ namespace SixLabors.ImageSharp.Processing.Processors.Convolution
                 mapX.BuildSamplingOffsetMap(this.KernelX, interest);
 
                 // Horizontal convolution
-                var horizontalOperation = new ConvolutionRowOperation<TPixel>(
+                var horizontalOperation = new HorizontalConvolutionRowOperation(
                     interest,
                     firstPassPixels,
                     source.PixelBuffer,
@@ -78,7 +81,7 @@ namespace SixLabors.ImageSharp.Processing.Processors.Convolution
                     this.Configuration,
                     this.PreserveAlpha);
 
-                ParallelRowIterator.IterateRows<ConvolutionRowOperation<TPixel>, Vector4>(
+                ParallelRowIterator.IterateRows<HorizontalConvolutionRowOperation, Vector4>(
                     this.Configuration,
                     operationBounds,
                     in horizontalOperation);
@@ -104,5 +107,147 @@ namespace SixLabors.ImageSharp.Processing.Processors.Convolution
                     in verticalOperation);
             }
         }
+
+        /// <summary>
+        /// A <see langword="struct"/> implementing the logic for the horizontal 1D convolution.
+        /// </summary>
+        internal readonly struct HorizontalConvolutionRowOperation : IRowOperation<Vector4>
+        {
+            private readonly Rectangle bounds;
+            private readonly Buffer2D<TPixel> targetPixels;
+            private readonly Buffer2D<TPixel> sourcePixels;
+            private readonly KernelSamplingMap map;
+            private readonly DenseMatrix<float> kernelMatrix;
+            private readonly Configuration configuration;
+            private readonly bool preserveAlpha;
+
+            [MethodImpl(MethodImplOptions.AggressiveInlining)]
+            public HorizontalConvolutionRowOperation(
+                Rectangle bounds,
+                Buffer2D<TPixel> targetPixels,
+                Buffer2D<TPixel> sourcePixels,
+                KernelSamplingMap map,
+                DenseMatrix<float> kernelMatrix,
+                Configuration configuration,
+                bool preserveAlpha)
+            {
+                this.bounds = bounds;
+                this.targetPixels = targetPixels;
+                this.sourcePixels = sourcePixels;
+                this.map = map;
+                this.kernelMatrix = kernelMatrix;
+                this.configuration = configuration;
+                this.preserveAlpha = preserveAlpha;
+            }
+
+            /// <inheritdoc/>
+            [MethodImpl(MethodImplOptions.AggressiveInlining)]
+            public void Invoke(int y, Span<Vector4> span)
+            {
+                if (this.preserveAlpha)
+                {
+                    this.Convolve3(y, span);
+                }
+                else
+                {
+                    this.Convolve4(y, span);
+                }
+            }
+
+            [MethodImpl(MethodImplOptions.AggressiveInlining)]
+            private void Convolve3(int y, Span<Vector4> span)
+            {
+                // Span is 2x bounds.
+                int boundsX = this.bounds.X;
+                int boundsWidth = this.bounds.Width;
+                Span<Vector4> sourceBuffer = span.Slice(0, this.bounds.Width);
+                Span<Vector4> targetBuffer = span.Slice(this.bounds.Width);
+
+                var state = new ConvolutionState(in this.kernelMatrix, this.map);
+                ref int sampleRowBase = ref state.GetSampleRow(y - this.bounds.Y);
+
+                // Clear the target buffer for each row run.
+                targetBuffer.Clear();
+                ref Vector4 targetBase = ref MemoryMarshal.GetReference(targetBuffer);
+
+                // Get the precalculated source sample row for this kernel row and copy to our buffer.
+                ReadOnlyKernel kernel = state.Kernel;
+                int sampleY = Unsafe.Add(ref sampleRowBase, 0);
+                Span<TPixel> sourceRow = this.sourcePixels.GetRowSpan(sampleY).Slice(boundsX, boundsWidth);
+                PixelOperations<TPixel>.Instance.ToVector4(this.configuration, sourceRow, sourceBuffer);
+
+                ref Vector4 sourceBase = ref MemoryMarshal.GetReference(sourceBuffer);
+
+                for (int x = 0; x < sourceBuffer.Length; x++)
+                {
+                    ref int sampleColumnBase = ref state.GetSampleColumn(x);
+                    ref Vector4 target = ref Unsafe.Add(ref targetBase, x);
+
+                    for (int kX = 0; kX < kernel.Columns; kX++)
+                    {
+                        int sampleX = Unsafe.Add(ref sampleColumnBase, kX) - boundsX;
+                        Vector4 sample = Unsafe.Add(ref sourceBase, sampleX);
+                        target += kernel[0, kX] * sample;
+                    }
+                }
+
+                // Now we need to copy the original alpha values from the source row.
+                sourceRow = this.sourcePixels.GetRowSpan(y).Slice(boundsX, boundsWidth);
+                PixelOperations<TPixel>.Instance.ToVector4(this.configuration, sourceRow, sourceBuffer);
+
+                for (int x = 0; x < sourceRow.Length; x++)
+                {
+                    ref Vector4 target = ref Unsafe.Add(ref targetBase, x);
+                    target.W = Unsafe.Add(ref MemoryMarshal.GetReference(sourceBuffer), x).W;
+                }
+
+                Span<TPixel> targetRow = this.targetPixels.GetRowSpan(y).Slice(boundsX, boundsWidth);
+                PixelOperations<TPixel>.Instance.FromVector4Destructive(this.configuration, targetBuffer, targetRow);
+            }
+
+            [MethodImpl(MethodImplOptions.AggressiveInlining)]
+            private void Convolve4(int y, Span<Vector4> span)
+            {
+                // Span is 2x bounds.
+                int boundsX = this.bounds.X;
+                int boundsWidth = this.bounds.Width;
+                Span<Vector4> sourceBuffer = span.Slice(0, this.bounds.Width);
+                Span<Vector4> targetBuffer = span.Slice(this.bounds.Width);
+
+                var state = new ConvolutionState(in this.kernelMatrix, this.map);
+                ref int sampleRowBase = ref state.GetSampleRow(y - this.bounds.Y);
+
+                // Clear the target buffer for each row run.
+                targetBuffer.Clear();
+                ref Vector4 targetBase = ref MemoryMarshal.GetReference(targetBuffer);
+
+                // Get the precalculated source sample row for this kernel row and copy to our buffer.
+                ReadOnlyKernel kernel = state.Kernel;
+                int sampleY = Unsafe.Add(ref sampleRowBase, 0);
+                Span<TPixel> sourceRow = this.sourcePixels.GetRowSpan(sampleY).Slice(boundsX, boundsWidth);
+                PixelOperations<TPixel>.Instance.ToVector4(this.configuration, sourceRow, sourceBuffer);
+
+                Numerics.Premultiply(sourceBuffer);
+                ref Vector4 sourceBase = ref MemoryMarshal.GetReference(sourceBuffer);
+
+                for (int x = 0; x < sourceBuffer.Length; x++)
+                {
+                    ref int sampleColumnBase = ref state.GetSampleColumn(x);
+                    ref Vector4 target = ref Unsafe.Add(ref targetBase, x);
+
+                    for (int kX = 0; kX < kernel.Columns; kX++)
+                    {
+                        int sampleX = Unsafe.Add(ref sampleColumnBase, kX) - boundsX;
+                        Vector4 sample = Unsafe.Add(ref sourceBase, sampleX);
+                        target += kernel[0, kX] * sample;
+                    }
+                }
+
+                Numerics.UnPremultiply(targetBuffer);
+
+                Span<TPixel> targetRow = this.targetPixels.GetRowSpan(y).Slice(boundsX, boundsWidth);
+                PixelOperations<TPixel>.Instance.FromVector4Destructive(this.configuration, targetBuffer, targetRow);
+            }
+        }
     }
 }