diff --git a/src/ImageSharp/Processing/AdaptiveThresholdExtensions.cs b/src/ImageSharp/Processing/AdaptiveThresholdExtensions.cs
new file mode 100644
index 0000000000..9a6d63342f
--- /dev/null
+++ b/src/ImageSharp/Processing/AdaptiveThresholdExtensions.cs
@@ -0,0 +1,47 @@
+using SixLabors.ImageSharp.PixelFormats;
+using SixLabors.ImageSharp.Processing.Processors;
+using SixLabors.Primitives;
+
+namespace SixLabors.ImageSharp.Processing
+{
+    /// <summary>
+    /// Extensions to perform AdaptiveThreshold through Mutator
+    /// </summary>
+    public static class AdaptiveThresholdExtensions
+    {
+        /// <summary>
+        /// Applies Bradley Adaptive Threshold to the image.
+        /// </summary>
+        /// <param name="source">The image this method extends.</param>
+        /// <typeparam name="TPixel">The pixel format.</typeparam>
+        /// <returns>The <see cref="Image{TPixel}"/>.</returns>
+        public static IImageProcessingContext<TPixel> AdaptiveThreshold<TPixel>(this IImageProcessingContext<TPixel> source)
+            where TPixel : struct, IPixel<TPixel>
+            => source.ApplyProcessor(new AdaptiveThresholdProcessor<TPixel>());
+
+        /// <summary>
+        /// Applies Bradley Adaptive Threshold to the image.
+        /// </summary>
+        /// <param name="source">The image this method extends.</param>
+        /// <param name="upper">Upper (white) color for thresholding.</param>
+        /// <param name="lower">Lower (black) color for thresholding</param>
+        /// /// <typeparam name="TPixel">The pixel format.</typeparam>
+        /// <returns>The <see cref="Image{TPixel}"/>.</returns>
+        public static IImageProcessingContext<TPixel> AdaptiveThreshold<TPixel>(this IImageProcessingContext<TPixel> source, TPixel upper, TPixel lower)
+            where TPixel : struct, IPixel<TPixel>
+            => source.ApplyProcessor(new AdaptiveThresholdProcessor<TPixel>(upper, lower));
+
+        /// <summary>
+        /// Applies Bradley Adaptive Threshold to the image.
+        /// </summary>
+        /// <param name="source">The image this method extends.</param>
+        /// <param name="upper">Upper (white) color for thresholding.</param>
+        /// <param name="lower">Lower (black) color for thresholding</param>
+        /// <param name="rectangle">Rectangle region to apply the processor on.</param>
+        /// <typeparam name="TPixel">The pixel format.</typeparam>
+        /// <returns>The <see cref="Image{TPixel}"/>.</returns>
+        public static IImageProcessingContext<TPixel> AdaptiveThreshold<TPixel>(this IImageProcessingContext<TPixel> source, TPixel upper, TPixel lower, Rectangle rectangle)
+            where TPixel : struct, IPixel<TPixel>
+            => source.ApplyProcessor(new AdaptiveThresholdProcessor<TPixel>(upper, lower), rectangle);
+    }
+}
\ No newline at end of file
diff --git a/src/ImageSharp/Processing/Processors/Binarization/AdaptiveThresholdProcessor.cs b/src/ImageSharp/Processing/Processors/Binarization/AdaptiveThresholdProcessor.cs
new file mode 100644
index 0000000000..b14de6679f
--- /dev/null
+++ b/src/ImageSharp/Processing/Processors/Binarization/AdaptiveThresholdProcessor.cs
@@ -0,0 +1,115 @@
+using System;
+using SixLabors.ImageSharp.Advanced;
+using SixLabors.ImageSharp.PixelFormats;
+using SixLabors.Primitives;
+
+namespace SixLabors.ImageSharp.Processing.Processors
+{
+    /// <summary>
+    /// Performs Bradley Adaptive Threshold filter against an image
+    /// </summary>
+    /// <typeparam name="TPixel">The pixel format of the image</typeparam>
+    internal class AdaptiveThresholdProcessor<TPixel> : IImageProcessor<TPixel>
+        where TPixel : struct, IPixel<TPixel>
+    {
+        /// <summary>
+        /// Initializes a new instance of the <see cref="AdaptiveThresholdProcessor{TPixel}"/> class.
+        /// </summary>
+        public AdaptiveThresholdProcessor()
+            : this(NamedColors<TPixel>.White, NamedColors<TPixel>.Black)
+        {
+        }
+
+        /// <summary>
+        /// Initializes a new instance of the <see cref="AdaptiveThresholdProcessor{TPixel}"/> class.
+        /// </summary>
+        /// <param name="upper">Color for upper threshold</param>
+        /// <param name="lower">Color for lower threshold</param>
+        public AdaptiveThresholdProcessor(TPixel upper, TPixel lower)
+        {
+            this.Upper = upper;
+            this.Lower = lower;
+        }
+
+        /// <summary>
+        /// Gets or sets upper color limit for thresholding
+        /// </summary>
+        public TPixel Upper { get; set; }
+
+        /// <summary>
+        /// Gets or sets lower color limit for threshold
+        /// </summary>
+        public TPixel Lower { get; set; }
+
+        public unsafe void Apply(Image<TPixel> source, Rectangle sourceRectangle)
+        {
+            ushort xStart = (ushort)Math.Max(0, sourceRectangle.X);
+            ushort yStart = (ushort)Math.Max(0, sourceRectangle.Y);
+            ushort xEnd = (ushort)Math.Min(xStart + sourceRectangle.Width, source.Width);
+            ushort yEnd = (ushort)Math.Min(yStart + sourceRectangle.Height, source.Height);
+
+            // Algorithm variables
+            uint sum, count;
+            ushort s = (ushort)Math.Truncate((xEnd / 16f) - 1);
+            uint[,] intImage = new uint[yEnd, xEnd];
+
+            // Trying to figure out how to do this
+            // Using (Buffer2D<ulong> intImg = source.GetConfiguration().MemoryAllocator.Allocate2D<ulong>)
+            Rgb24 rgb = default;
+
+            for (ushort i = yStart; i < yEnd; i++)
+            {
+                Span<TPixel> span = source.GetPixelRowSpan(i);
+
+                sum = 0;
+
+                for (ushort j = xStart; j < xEnd; j++)
+                {
+                    span[j].ToRgb24(ref rgb);
+
+                    sum += (uint)(rgb.R + rgb.G + rgb.B);
+
+                    if (i != 0)
+                    {
+                        intImage[i, j] = intImage[i - 1, j] + sum;
+                    }
+                    else
+                    {
+                        intImage[i, j] = sum;
+                    }
+                }
+            }
+
+            // How can I parallelize this?
+            ushort x1, x2, y1, y2;
+
+            for (ushort i = yStart; i < yEnd; i++)
+            {
+                Span<TPixel> span = source.GetPixelRowSpan(i);
+
+                for (ushort j = xStart; j < xEnd; j++)
+                {
+                    x1 = (ushort)Math.Max(i - s + 1, 0);
+                    x2 = (ushort)Math.Min(i + s + 1, yEnd - 1);
+                    y1 = (ushort)Math.Max(j - s + 1, 0);
+                    y2 = (ushort)Math.Min(j + s + 1, xEnd - 1);
+
+                    count = (ushort)((x2 - x1) * (y2 - y1));
+
+                    sum = intImage[x2, y2] - intImage[x1, y2] - intImage[x2, y1] + intImage[x1, y1];
+
+                    span[j].ToRgb24(ref rgb);
+
+                    if ((rgb.R + rgb.G + rgb.B) * count < sum * (1.0 - 0.15))
+                    {
+                        span[j] = this.Lower;
+                    }
+                    else
+                    {
+                        span[j] = this.Upper;
+                    }
+                }
+            }
+        }
+    }
+}
\ No newline at end of file