Experiment with multipliers.

Former-commit-id: 084a071bbe2f57ed8eaa29fc48e77ebf24eb204b
Former-commit-id: cf8ca002917043c93bd18c10e21c0005999ef972
Former-commit-id: a7f231eb49f32fe8b3bc9bff312fd9995e2dabbc

GenericImage/IImageBase.cs

@@ -2,15 +2,16 @@
 {
     using GenericImage.PackedVectors;
 
-    public interface IImageBase<TPacked>
+    public interface IImageBase<TColor, TDepth>
-        where TPacked : IPackedVector
+        where TColor : IColor<TDepth>
+        where TDepth : struct
     {
-        TPacked[] Pixels { get; }
+        TColor[] Pixels { get; }
 
         int Width { get; }
 
         int Height { get; }
 
-        IPixelAccessor Lock();
+        IPixelAccessor<TColor> Lock();
     }
 }

GenericImage/IImageProcessor.cs

@@ -0,0 +1,76 @@
+// <copyright file="IImageProcessor.cs" company="James Jackson-South">
+// Copyright (c) James Jackson-South and contributors.
+// Licensed under the Apache License, Version 2.0.
+// </copyright>
+
+namespace GenericImage
+{
+    using PackedVectors;
+
+    /// <summary>
+    /// A delegate which is called as progress is made processing an image.
+    /// </summary>
+    /// <param name="sender">The source of the event.</param>
+    /// <param name="e">An object that contains the event data.</param>
+    public delegate void ProgressEventHandler(object sender, ProgressEventArgs e);
+
+    /// <summary>
+    /// Encapsulates methods to alter the pixels of an image.
+    /// </summary>
+    public interface IImageProcessor
+    {
+        /// <summary>
+        /// Event fires when each row of the source image has been processed.
+        /// </summary>
+        /// <remarks>
+        /// This event may be called from threads other than the client thread, and from multiple threads simultaneously.
+        /// Individual row notifications may arrived out of order.
+        /// </remarks>
+        event ProgressEventHandler OnProgress;
+
+        /// <summary>
+        /// Applies the process to the specified portion of the specified <see cref="ImageBase{TColor,TDepth}"/>.
+        /// </summary>
+        /// <typeparam name="T">The type of pixels contained within the image.</typeparam>
+        /// <param name="target">Target image to apply the process to.</param>
+        /// <param name="source">The source image. Cannot be null.</param>
+        /// <param name="sourceRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the portion of the image object to draw.
+        /// </param>
+        /// <remarks>
+        /// The method keeps the source image unchanged and returns the
+        /// the result of image processing filter as new image.
+        /// </remarks>
+        /// <exception cref="System.ArgumentNullException">
+        /// <paramref name="target"/> is null or <paramref name="source"/> is null.
+        /// </exception>
+        /// <exception cref="System.ArgumentException">
+        /// <paramref name="sourceRectangle"/> doesnt fit the dimension of the image.
+        /// </exception>
+        void Apply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, Rectangle sourceRectangle)
+            where TColor : IColor<TDepth>, new() where TDepth : struct;
+
+        /// <summary>
+        /// Applies the process to the specified portion of the specified <see cref="ImageBase{TColor, TDepth}"/> at the specified
+        /// location and with the specified size.
+        /// </summary>
+        /// <typeparam name="T">The type of pixels contained within the image.</typeparam>
+        /// <param name="target">Target image to apply the process to.</param>
+        /// <param name="source">The source image. Cannot be null.</param>
+        /// <param name="width">The target width.</param>
+        /// <param name="height">The target height.</param>
+        /// <param name="targetRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the location and size of the drawn image.
+        /// The image is scaled to fit the rectangle.
+        /// </param>
+        /// <param name="sourceRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the portion of the image object to draw.
+        /// </param>
+        /// <remarks>
+        /// The method keeps the source image unchanged and returns the
+        /// the result of image process as new image.
+        /// </remarks>
+        void Apply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, int width, int height, Rectangle targetRectangle, Rectangle sourceRectangle)
+            where TColor : IColor<TDepth>, new() where TDepth : struct;
+    }
+}

GenericImage/IPixelAccessor.cs

@@ -2,14 +2,22 @@
 {
     using System;
 
-    using GenericImage.PackedVectors;
+    public interface IPixelAccessor<TColor> : IDisposable
-
-    public interface IPixelAccessor : IDisposable
     {
-        IPackedVector this[int x, int y]
+        TColor this[int x, int y]
         {
             get;
             set;
         }
+
+        /// <summary>
+        /// Gets the width.
+        /// </summary>
+        int Width { get; }
+
+        /// <summary>
+        /// Gets the height.
+        /// </summary>
+        int Height { get; }
     }
 }

GenericImage/ImageBase.cs

@@ -8,21 +8,21 @@
     /// Encapsulates the basic properties and methods required to manipulate images 
     /// in different pixel formats.
     /// </summary>
-    /// <typeparam name="TPacked">
+    /// <typeparam name="TColor">The packed vector pixels format.</typeparam>
-    /// The packed vector pixels format.
+    /// <typeparam name="TDepth">The bit depth of the image. byte, float, etc.</typeparam>
-    /// </typeparam>
+    public abstract class ImageBase<TColor, TDepth> : IImageBase<TColor, TDepth>
-    public abstract class ImageBase<TPacked>
+        where TColor : IColor<TDepth>
-        where TPacked : IPackedVector
+        where TDepth : struct
     {
         /// <summary>
-        /// Initializes a new instance of the <see cref="ImageBase{TPacked}"/> class.
+        /// Initializes a new instance of the <see cref="ImageBase{TColor,TDepth}"/> class.
         /// </summary>
         protected ImageBase()
         {
         }
 
         /// <summary>
-        /// Initializes a new instance of the <see cref="ImageBase{TPacked}"/> class.
+        /// Initializes a new instance of the <see cref="ImageBase{TColor,TDepth}"/> class.
         /// </summary>
         /// <param name="width">The width of the image in pixels.</param>
         /// <param name="height">The height of the image in pixels.</param>
@@ -36,19 +36,19 @@
 
             this.Width = width;
             this.Height = height;
-            this.Pixels = new TPacked[width * height];
+            this.Pixels = new TColor[width * height];
         }
 
         /// <summary>
-        /// Initializes a new instance of the <see cref="ImageBase{TPacked}"/> class.
+        /// Initializes a new instance of the <see cref="ImageBase{TColor,TDepth}"/> class.
         /// </summary>
         /// <param name="other">
-        /// The other <see cref="ImageBase{TPacked}"/> to create this instance from.
+        /// The other <see cref="ImageBase{TColor,TDepth}"/> to create this instance from.
         /// </param>
         /// <exception cref="ArgumentNullException">
-        /// Thrown if the given <see cref="ImageBase{TPacked}"/> is null.
+        /// Thrown if the given <see cref="ImageBase{TColor,TDepth}"/> is null.
         /// </exception>
-        protected ImageBase(ImageBase<TPacked> other)
+        protected ImageBase(ImageBase<TColor, TDepth> other)
         {
             // Guard.NotNull(other, nameof(other), "Other image cannot be null.");
 
@@ -58,14 +58,14 @@
             this.FrameDelay = other.FrameDelay;
 
             // Copy the pixels.
-            this.Pixels = new TPacked[this.Width * this.Height];
+            this.Pixels = new TColor[this.Width * this.Height];
             Array.Copy(other.Pixels, this.Pixels, other.Pixels.Length);
         }
 
         /// <summary>
         /// Gets the pixels as an array of the given packed pixel format.
         /// </summary>
-        public TPacked[] Pixels { get; private set; }
+        public TColor[] Pixels { get; private set; }
 
         /// <summary>
         /// Gets the width in pixels.
@@ -100,6 +100,8 @@
         /// </summary>
         public int FrameDelay { get; set; }
 
+
+
         /// <summary>
         /// Sets the pixel array of the image to the given value.
         /// </summary>
@@ -114,7 +116,7 @@
         /// <exception cref="ArgumentException">
         /// Thrown if the <paramref name="pixels"/> length is not equal to Width * Height.
         /// </exception>
-        public void SetPixels(int width, int height, TPacked[] pixels)
+        public void SetPixels(int width, int height, TColor[] pixels)
         {
             if (width <= 0)
             {
@@ -151,7 +153,7 @@
         /// <exception cref="ArgumentException">
         /// Thrown if the <paramref name="pixels"/> length is not equal to Width * Height.
         /// </exception>
-        public void ClonePixels(int width, int height, TPacked[] pixels)
+        public void ClonePixels(int width, int height, TColor[] pixels)
         {
             if (width <= 0)
             {
@@ -172,7 +174,7 @@
             this.Height = height;
 
             // Copy the pixels.
-            this.Pixels = new TPacked[pixels.Length];
+            this.Pixels = new TColor[pixels.Length];
             Array.Copy(pixels, this.Pixels, pixels.Length);
         }
 
@@ -182,7 +184,7 @@
         /// It is imperative that the accessor is correctly disposed off after use.
         /// </remarks>
         /// </summary>
-        /// <returns>The <see cref="IPixelAccessor"/></returns>
+        /// <returns>The <see cref="IPixelAccessor{TColor}"/></returns>
-        public abstract IPixelAccessor Lock();
+        public abstract IPixelAccessor<TColor> Lock();
     }
 }

GenericImage/ImageProcessor.cs

@@ -0,0 +1,165 @@
+// <copyright file="ImageProcessor.cs" company="James Jackson-South">
+// Copyright (c) James Jackson-South and contributors.
+// Licensed under the Apache License, Version 2.0.
+// </copyright>
+
+namespace GenericImage
+{
+    using System;
+    using System.Threading;
+
+    using GenericImage.PackedVectors;
+
+    /// <summary>
+    /// Allows the application of processors to images.
+    /// </summary>
+    public abstract class ImageProcessor : IImageProcessor
+    {
+        /// <inheritdoc/>
+        public event ProgressEventHandler OnProgress;
+
+        /// <summary>
+        /// The number of rows processed by a derived class.
+        /// </summary>
+        private int numRowsProcessed;
+
+        /// <summary>
+        /// The total number of rows that will be processed by a derived class.
+        /// </summary>
+        private int totalRows;
+
+        /// <inheritdoc/>
+        public void Apply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, Rectangle sourceRectangle)
+            where TColor : IColor<TDepth>, new() where TDepth : struct
+        {
+            try
+            {
+                this.OnApply(target, source, target.Bounds, sourceRectangle);
+
+                this.numRowsProcessed = 0;
+                this.totalRows = sourceRectangle.Height;
+
+                this.Apply(target, source, target.Bounds, sourceRectangle, sourceRectangle.Y, sourceRectangle.Bottom);
+
+                this.AfterApply(target, source, target.Bounds, sourceRectangle);
+            }
+            catch (Exception ex)
+            {
+
+                throw new ImageProcessingException($"An error occured when processing the image using {this.GetType().Name}. See the inner exception for more detail.", ex);
+            }
+        }
+
+        /// <inheritdoc/>
+        public void Apply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, int width, int height, Rectangle targetRectangle, Rectangle sourceRectangle) where TColor : IColor<TDepth>, new() where TDepth : struct
+        {
+            try
+            {
+                TColor[] pixels = new TColor[width * height];
+                target.SetPixels(width, height, pixels);
+
+                // Ensure we always have bounds.
+                if (sourceRectangle == Rectangle.Empty)
+                {
+                    sourceRectangle = source.Bounds;
+                }
+
+                if (targetRectangle == Rectangle.Empty)
+                {
+                    targetRectangle = target.Bounds;
+                }
+
+                this.OnApply(target, source, targetRectangle, sourceRectangle);
+
+                this.numRowsProcessed = 0;
+                this.totalRows = targetRectangle.Height;
+
+                this.Apply(target, source, targetRectangle, sourceRectangle, targetRectangle.Y, targetRectangle.Bottom);
+
+                this.AfterApply(target, source, target.Bounds, sourceRectangle);
+            }
+            catch (Exception ex)
+            {
+                throw new ImageProcessingException($"An error occured when processing the image using {this.GetType().Name}. See the inner exception for more detail.", ex);
+            }
+        }
+
+        /// <summary>
+        /// This method is called before the process is applied to prepare the processor.
+        /// </summary>
+        /// <param name="target">Target image to apply the process to.</param>
+        /// <param name="source">The source image. Cannot be null.</param>
+        /// <param name="targetRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the location and size of the drawn image.
+        /// The image is scaled to fit the rectangle.
+        /// </param>
+        /// <param name="sourceRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the portion of the image object to draw.
+        /// </param>
+        protected virtual void OnApply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, Rectangle targetRectangle, Rectangle sourceRectangle)
+             where TColor : IColor<TDepth>, new() where TDepth : struct
+        {
+        }
+
+        /// <summary>
+        /// Applies the process to the specified portion of the specified <see cref="ImageBase{T}"/> at the specified location
+        /// and with the specified size.
+        /// </summary>
+        /// <typeparam name="T">The type of pixels contained within the image.</typeparam>
+        /// <param name="target">Target image to apply the process to.</param>
+        /// <param name="source">The source image. Cannot be null.</param>
+        /// <param name="targetRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the location and size of the drawn image.
+        /// The image is scaled to fit the rectangle.
+        /// </param>
+        /// <param name="sourceRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the portion of the image object to draw.
+        /// </param>
+        /// <param name="startY">The index of the row within the source image to start processing.</param>
+        /// <param name="endY">The index of the row within the source image to end processing.</param>
+        /// <remarks>
+        /// The method keeps the source image unchanged and returns the
+        /// the result of image process as new image.
+        /// </remarks>
+        protected abstract void Apply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, Rectangle targetRectangle, Rectangle sourceRectangle, int startY, int endY)
+             where TColor : IColor<TDepth>, new() where TDepth : struct;
+
+        /// <summary>
+        /// This method is called after the process is applied to prepare the processor.
+        /// </summary>
+        /// <typeparam name="T">The type of pixels contained within the image.</typeparam>
+        /// <param name="target">Target image to apply the process to.</param>
+        /// <param name="source">The source image. Cannot be null.</param>
+        /// <param name="targetRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the location and size of the drawn image.
+        /// The image is scaled to fit the rectangle.
+        /// </param>
+        /// <param name="sourceRectangle">
+        /// The <see cref="Rectangle"/> structure that specifies the portion of the image object to draw.
+        /// </param>
+        protected virtual void AfterApply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, Rectangle targetRectangle, Rectangle sourceRectangle)
+             where TColor : IColor<TDepth>, new() where TDepth : struct
+        {
+        }
+
+        /// <summary>
+        /// Must be called by derived classes after processing a single row.
+        /// </summary>
+        protected void OnRowProcessed()
+        {
+            if (this.OnProgress != null)
+            {
+                int currThreadNumRows = Interlocked.Add(ref this.numRowsProcessed, 1);
+
+                // Multi-pass filters process multiple times more rows than totalRows, so update totalRows on the fly
+                if (currThreadNumRows > this.totalRows)
+                {
+                    this.totalRows = currThreadNumRows;
+                }
+
+                // Report progress. This may be on the client's thread, or on a Task library thread.
+                this.OnProgress(this, new ProgressEventArgs { RowsProcessed = currThreadNumRows, TotalRows = this.totalRows });
+            }
+        }
+    }
+}

GenericImage/PackedVectors/Bgra.cs

@@ -0,0 +1,52 @@
+using System;
+using System.Numerics;
+
+namespace GenericImage.PackedVectors
+{
+    public struct Bgra<TDepth> : IColor4<TDepth>
+        where TDepth : struct
+    {
+        public TDepth X { get; set; }
+
+        public TDepth Y { get; set; }
+
+        public TDepth Z { get; set; }
+
+        public TDepth W { get; set; }
+
+        public void Add<TColor>(TColor value) where TColor : IColor<TDepth>
+        {
+            throw new NotImplementedException();
+        }
+
+        public void Multiply<TColor>(TColor value) where TColor : IColor<TDepth>
+        {
+            throw new NotImplementedException();
+        }
+
+        public void Multiply<TColor>(float value) where TColor : IColor<TDepth>
+        {
+            throw new NotImplementedException();
+        }
+
+        public void Divide<TColor>(TColor value) where TColor : IColor<TDepth>
+        {
+            throw new NotImplementedException();
+        }
+
+        public void PackVector(Vector4 vector)
+        {
+            throw new NotImplementedException();
+        }
+
+        public Vector4 ToVector()
+        {
+            throw new NotImplementedException();
+        }
+
+        public byte[] ToBytes()
+        {
+            throw new System.NotImplementedException();
+        }
+    }
+}

GenericImage/PackedVectors/IColor.cs

@@ -0,0 +1,37 @@
+namespace GenericImage.PackedVectors
+{
+    using System.Numerics;
+
+    public interface IColor4<T> : IColor<T>
+        where T : struct
+    {
+        T X { get; set; }
+
+        T Y { get; set; }
+
+        T Z { get; set; }
+
+        T W { get; set; }
+    }
+
+    public interface IColor<TDepth> : IColor
+        where TDepth : struct
+    {
+        void Add<TColor>(TColor value) where TColor : IColor<TDepth>;
+
+        void Multiply<TColor>(TColor value) where TColor : IColor<TDepth>;
+
+        void Multiply<TColor>(float value) where TColor : IColor<TDepth>;
+
+        void Divide<TColor>(TColor value) where TColor : IColor<TDepth>;
+    }
+
+    public interface IColor
+    {
+        void PackVector(Vector4 vector);
+
+        Vector4 ToVector();
+
+        byte[] ToBytes();
+    }
+}

GenericImage/ProgressEventArgs.cs

@@ -0,0 +1,23 @@
+// <copyright file="ProgressEventArgs.cs" company="James Jackson-South">
+// Copyright (c) James Jackson-South and contributors.
+// Licensed under the Apache License, Version 2.0.
+// </copyright>
+
+namespace GenericImage
+{
+    /// <summary>
+    /// Contains event data related to the progress made processing an image.
+    /// </summary>
+    public class ProgressEventArgs : System.EventArgs
+    {
+        /// <summary>
+        /// Gets or sets the number of rows processed.
+        /// </summary>
+        public int RowsProcessed { get; set; }
+
+        /// <summary>
+        /// Gets or sets the total number of rows.
+        /// </summary>
+        public int TotalRows { get; set; }
+    }
+}

GenericImage/ResizeProcessor.cs

@@ -0,0 +1,393 @@
+// <copyright file="ResizeProcessor.cs" company="James Jackson-South">
+// Copyright (c) James Jackson-South and contributors.
+// Licensed under the Apache License, Version 2.0.
+// </copyright>
+
+namespace ImageProcessorCore.Processors
+{
+    using System;
+    using System.Numerics;
+    using System.Threading.Tasks;
+
+    using GenericImage;
+
+    /// <summary>
+    /// Provides methods that allow the resizing of images using various algorithms.
+    /// </summary>
+    public class ResizeProcessor : ImageProcessor
+    {
+        /// <summary>
+        /// Initializes a new instance of the <see cref="ResizeProcessor"/> class.
+        /// </summary>
+        /// <param name="sampler">
+        /// The sampler to perform the resize operation.
+        /// </param>
+        public ResizeProcessor(IResampler sampler)
+        {
+            Guard.NotNull(sampler, nameof(sampler));
+
+            this.Sampler = sampler;
+        }
+
+        /// <summary>
+        /// Gets the sampler to perform the resize operation.
+        /// </summary>
+        public IResampler Sampler { get; }
+
+        /// <summary>
+        /// Gets or sets the horizontal weights.
+        /// </summary>
+        protected Weights[] HorizontalWeights { get; set; }
+
+        /// <summary>
+        /// Gets or sets the vertical weights.
+        /// </summary>
+        protected Weights[] VerticalWeights { get; set; }
+
+        /// <inheritdoc/>
+        protected override void OnApply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, Rectangle targetRectangle, Rectangle sourceRectangle)
+        {
+            if (!(this.Sampler is NearestNeighborResampler))
+            {
+                this.HorizontalWeights = this.PrecomputeWeights(targetRectangle.Width, sourceRectangle.Width);
+                this.VerticalWeights = this.PrecomputeWeights(targetRectangle.Height, sourceRectangle.Height);
+            }
+        }
+
+        /// <inheritdoc/>
+        protected override void Apply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, Rectangle targetRectangle, Rectangle sourceRectangle, int startY, int endY)
+        {
+            // Jump out, we'll deal with that later.
+            if (source.Bounds == target.Bounds && sourceRectangle == targetRectangle)
+            {
+                return;
+            }
+
+            int width = target.Width;
+            int height = target.Height;
+            int sourceHeight = sourceRectangle.Height;
+            int targetX = target.Bounds.X;
+            int targetY = target.Bounds.Y;
+            int targetRight = target.Bounds.Right;
+            int targetBottom = target.Bounds.Bottom;
+            int startX = targetRectangle.X;
+            int endX = targetRectangle.Right;
+            bool compand = this.Compand;
+
+            if (this.Sampler is NearestNeighborResampler)
+            {
+                // Scaling factors
+                float widthFactor = sourceRectangle.Width / (float)targetRectangle.Width;
+                float heightFactor = sourceRectangle.Height / (float)targetRectangle.Height;
+
+                using (IPixelAccessor<TColor> sourcePixels = source.Lock())
+                using (IPixelAccessor<TColor> targetPixels = target.Lock())
+                {
+                    Parallel.For(
+                        startY,
+                        endY,
+                        y =>
+                            {
+                                if (targetY <= y && y < targetBottom)
+                                {
+                                    // Y coordinates of source points
+                                    int originY = (int)((y - startY) * heightFactor);
+
+                                    for (int x = startX; x < endX; x++)
+                                    {
+                                        if (targetX <= x && x < targetRight)
+                                        {
+                                            // X coordinates of source points
+                                            int originX = (int)((x - startX) * widthFactor);
+                                            targetPixels[x, y] = sourcePixels[originX, originY];
+                                        }
+                                    }
+
+                                    this.OnRowProcessed();
+                                }
+                            });
+                }
+
+                // Break out now.
+                return;
+            }
+
+            // Interpolate the image using the calculated weights.
+            // A 2-pass 1D algorithm appears to be faster than splitting a 1-pass 2D algorithm 
+            // First process the columns. Since we are not using multiple threads startY and endY
+            // are the upper and lower bounds of the source rectangle.
+            Image<TColor, TDepth> firstPass = new Image<TColor, TDepth>(target.Width, source.Height);
+            using (IPixelAccessor<TColor> sourcePixels = source.Lock())
+            using (IPixelAccessor<TColor> firstPassPixels = firstPass.Lock())
+            using (IPixelAccessor<TColor> targetPixels = target.Lock())
+            {
+                Parallel.For(
+                    0,
+                    sourceHeight,
+                    y =>
+                    {
+                        for (int x = startX; x < endX; x++)
+                        {
+                            if (x >= 0 && x < width)
+                            {
+                                // Ensure offsets are normalised for cropping and padding.
+                                int offsetX = x - startX;
+                                float sum = this.HorizontalWeights[offsetX].Sum;
+                                Weight[] horizontalValues = this.HorizontalWeights[offsetX].Values;
+
+                                // Destination color components
+                                //Color destination = new Color();
+
+                                //for (int i = 0; i < sum; i++)
+                                //{
+                                //    Weight xw = horizontalValues[i];
+                                //    int originX = xw.Index;
+                                //    Color sourceColor = compand
+                                //        ? Color.Expand(sourcePixels[originX, y])
+                                //        : sourcePixels[originX, y];
+
+                                //    destination += sourceColor * xw.Value;
+                                //}
+
+                                //if (compand)
+                                //{
+                                //    destination = Color.Compress(destination);
+                                //}
+
+                                //firstPassPixels[x, y] = destination;
+                                TColor sourceColor;
+                                TColor destination = default(TColor);
+
+                                for (int i = 0; i < sum; i++)
+                                {
+                                    Weight xw = horizontalValues[i];
+                                    int originX = xw.Index;
+                                    sourceColor = sourcePixels[originX, y];
+                                    //Color sourceColor = compand
+                                    //    ? Color.Expand(sourcePixels[originX, y])
+                                    //    : sourcePixels[originX, y];
+                                    //sourceColor.Multiply(xw.Value);
+                                    //destination.Add(sourceColor);
+                                    //destination += sourceColor * xw.Value;
+
+                                    sourceColor.Multiply<TColor>(xw.Value);
+                                    destination.Add(sourceColor);
+                                }
+
+                                //if (compand)
+                                //{
+                                //    destination = Color.Compress(destination);
+                                //}
+                                //T packed = default(T);
+                                //packed.PackVector(destination);
+
+                                firstPassPixels[x, y] = destination;
+                            }
+                        }
+                    });
+
+                // Now process the rows.
+                Parallel.For(
+                    startY,
+                    endY,
+                    y =>
+                    {
+                        if (y >= 0 && y < height)
+                        {
+                            // Ensure offsets are normalised for cropping and padding.
+                            int offsetY = y - startY;
+                            float sum = this.VerticalWeights[offsetY].Sum;
+                            Weight[] verticalValues = this.VerticalWeights[offsetY].Values;
+
+                            for (int x = 0; x < width; x++)
+                            {
+                                // Destination color components
+                                TColor sourceColor;
+                                TColor destination = default(TColor);
+
+                                for (int i = 0; i < sum; i++)
+                                {
+                                    Weight yw = verticalValues[i];
+                                    int originY = yw.Index;
+                                    sourceColor = firstPassPixels[x, originY];
+                                    //Color sourceColor = compand
+                                    //    ? Color.Expand(firstPassPixels[x, originY])
+                                    //    : firstPassPixels[x, originY];
+                                    //Vector4 sourceColor = firstPassPixels[x, originY].ToVector4();
+                                    //destination += sourceColor * yw.Value;
+
+                                    sourceColor.Multiply<TColor>(yw.Value);
+                                    destination.Add(sourceColor);
+                                }
+
+                                //if (compand)
+                                //{
+                                //    destination = Color.Compress(destination);
+                                //}
+
+                                //T packed = default(T);
+                                //packed.PackVector(destination);
+
+                                targetPixels[x, y] = destination;
+                            }
+                        }
+
+                        this.OnRowProcessed();
+                    });
+
+            }
+        }
+
+        /// <inheritdoc/>
+        protected override void AfterApply<TColor, TDepth>(ImageBase<TColor, TDepth> target, ImageBase<TColor, TDepth> source, Rectangle targetRectangle, Rectangle sourceRectangle)
+        {
+            // Copy the pixels over.
+            if (source.Bounds == target.Bounds && sourceRectangle == targetRectangle)
+            {
+                target.ClonePixels(target.Width, target.Height, source.Pixels);
+            }
+        }
+
+        /// <summary>
+        /// Computes the weights to apply at each pixel when resizing.
+        /// </summary>
+        /// <param name="destinationSize">The destination section size.</param>
+        /// <param name="sourceSize">The source section size.</param>
+        /// <returns>
+        /// The <see cref="T:Weights[]"/>.
+        /// </returns>
+        protected Weights[] PrecomputeWeights(int destinationSize, int sourceSize)
+        {
+            float scale = (float)destinationSize / sourceSize;
+            IResampler sampler = this.Sampler;
+            float radius = sampler.Radius;
+            double left;
+            double right;
+            float weight;
+            int index;
+            int sum;
+
+            Weights[] result = new Weights[destinationSize];
+
+            // When shrinking, broaden the effective kernel support so that we still
+            // visit every source pixel.
+            if (scale < 1)
+            {
+                float width = radius / scale;
+                float filterScale = 1 / scale;
+
+                // Make the weights slices, one source for each column or row.
+                for (int i = 0; i < destinationSize; i++)
+                {
+                    float centre = i / scale;
+                    left = Math.Ceiling(centre - width);
+                    right = Math.Floor(centre + width);
+
+                    result[i] = new Weights
+                    {
+                        Values = new Weight[(int)(right - left + 1)]
+                    };
+
+                    for (double j = left; j <= right; j++)
+                    {
+                        weight = sampler.GetValue((float)((centre - j) / filterScale)) / filterScale;
+                        if (j < 0)
+                        {
+                            index = (int)-j;
+                        }
+                        else if (j >= sourceSize)
+                        {
+                            index = (int)((sourceSize - j) + sourceSize - 1);
+                        }
+                        else
+                        {
+                            index = (int)j;
+                        }
+
+                        sum = (int)result[i].Sum++;
+                        result[i].Values[sum] = new Weight(index, weight);
+                    }
+                }
+            }
+            else
+            {
+                // Make the weights slices, one source for each column or row.
+                for (int i = 0; i < destinationSize; i++)
+                {
+                    float centre = i / scale;
+                    left = Math.Ceiling(centre - radius);
+                    right = Math.Floor(centre + radius);
+                    result[i] = new Weights
+                    {
+                        Values = new Weight[(int)(right - left + 1)]
+                    };
+
+                    for (double j = left; j <= right; j++)
+                    {
+                        weight = sampler.GetValue((float)(centre - j));
+                        if (j < 0)
+                        {
+                            index = (int)-j;
+                        }
+                        else if (j >= sourceSize)
+                        {
+                            index = (int)((sourceSize - j) + sourceSize - 1);
+                        }
+                        else
+                        {
+                            index = (int)j;
+                        }
+
+                        sum = (int)result[i].Sum++;
+                        result[i].Values[sum] = new Weight(index, weight);
+                    }
+                }
+            }
+
+            return result;
+        }
+
+        /// <summary>
+        /// Represents the weight to be added to a scaled pixel.
+        /// </summary>
+        protected struct Weight
+        {
+            /// <summary>
+            /// Initializes a new instance of the <see cref="Weight"/> struct.
+            /// </summary>
+            /// <param name="index">The index.</param>
+            /// <param name="value">The value.</param>
+            public Weight(int index, float value)
+            {
+                this.Index = index;
+                this.Value = value;
+            }
+
+            /// <summary>
+            /// Gets the pixel index.
+            /// </summary>
+            public int Index { get; }
+
+            /// <summary>
+            /// Gets the result of the interpolation algorithm.
+            /// </summary>
+            public float Value { get; }
+        }
+
+        /// <summary>
+        /// Represents a collection of weights and their sum.
+        /// </summary>
+        protected class Weights
+        {
+            /// <summary>
+            /// Gets or sets the values.
+            /// </summary>
+            public Weight[] Values { get; set; }
+
+            /// <summary>
+            /// Gets or sets the sum.
+            /// </summary>
+            public float Sum { get; set; }
+        }
+    }
+}

src/ImageProcessorCore/PackedVector/Bgra32.cs

@@ -11,7 +11,7 @@ namespace ImageProcessorCore
     /// <summary>
     /// Packed vector type containing four 8-bit unsigned normalized values ranging from 0 to 1.
     /// </summary>
-    public struct Bgra32 : IPackedVector, IEquatable<Bgra32>
+    public struct Bgra32 : IPackedVector<uint>, IEquatable<Bgra32>
     {
         /// <summary>
         /// Initializes a new instance of the <see cref="Bgra32"/> struct. 
@@ -43,7 +43,7 @@ namespace ImageProcessorCore
 
         // The maths are wrong here I just wanted to test the performance to see if the
         // issues are caused by the Vector transform or something else.
-        public void Add(IPackedVector value)
+        public void Add(IPackedVector<uint> value)
         {
  
         }

src/ImageProcessorCore/PackedVector/IPackedVector.cs

@@ -22,6 +22,8 @@ namespace ImageProcessorCore
         /// Typically packed in least to greatest significance order.
         /// </summary>
         T PackedValue { get; set; }
+
+
     }
 
     /// <summary>
@@ -29,18 +31,30 @@ namespace ImageProcessorCore
     /// </summary>
     public interface IPackedVector
     {
-        void Add(IPackedVector value);
+        void Add<U>(U value);
 
-        void Subtract(IPackedVector value);
+        void Subtract<U>(U value);
 
-        void Multiply(IPackedVector value);
+        void Multiply<U>(U value);
 
         void Multiply(float value);
 
-        void Divide(IPackedVector value);
+        void Divide<U>(U value);
 
         void Divide(float value);
 
+        //void Add(IPackedVector value);
+
+        //void Subtract(IPackedVector value);
+
+        //void Multiply(IPackedVector value);
+
+        //void Multiply(float value);
+
+        //void Divide(IPackedVector value);
+
+        //void Divide(float value);
+
         /// <summary>
         /// Sets the packed representation from a <see cref="Vector4"/>.
         /// </summary>