diff --git a/src/ImageSharp/Common/Tuples/Tuple8.cs b/src/ImageSharp/Common/Tuples/Tuple8.cs
new file mode 100644
index 000000000..c0b9a9002
--- /dev/null
+++ b/src/ImageSharp/Common/Tuples/Tuple8.cs
@@ -0,0 +1,251 @@
+using System.Runtime.InteropServices;
+
+namespace SixLabors.ImageSharp.Common.Tuples
+{
+    /// <summary>
+    /// Contains value type tuples of 8 elements.
+    /// TODO: Should T4 this stuff to be DRY
+    /// </summary>
+    internal static class Tuple8
+    {
+        /// <summary>
+        /// Value type tuple of 8 <see cref="float"/>-s
+        /// </summary>
+        [StructLayout(LayoutKind.Explicit, Size = 8 * sizeof(float))]
+        public struct OfSingle
+        {
+            [FieldOffset(0 * sizeof(float))]
+            public float V0;
+
+            [FieldOffset(1 * sizeof(float))]
+            public float V1;
+
+            [FieldOffset(2 * sizeof(float))]
+            public float V2;
+
+            [FieldOffset(3 * sizeof(float))]
+            public float V3;
+
+            [FieldOffset(4 * sizeof(float))]
+            public float V4;
+
+            [FieldOffset(5 * sizeof(float))]
+            public float V5;
+
+            [FieldOffset(6 * sizeof(float))]
+            public float V6;
+
+            [FieldOffset(7 * sizeof(float))]
+            public float V7;
+
+            public override string ToString()
+            {
+                return $"[{this.V0},{this.V1},{this.V2},{this.V3},{this.V4},{this.V5},{this.V6},{this.V7}]";
+            }
+        }
+
+        /// <summary>
+        /// Value type tuple of 8 <see cref="int"/>-s
+        /// </summary>
+        [StructLayout(LayoutKind.Explicit, Size = 8 * sizeof(int))]
+        public struct OfInt32
+        {
+            [FieldOffset(0 * sizeof(int))]
+            public int V0;
+
+            [FieldOffset(1 * sizeof(int))]
+            public int V1;
+
+            [FieldOffset(2 * sizeof(int))]
+            public int V2;
+
+            [FieldOffset(3 * sizeof(int))]
+            public int V3;
+
+            [FieldOffset(4 * sizeof(int))]
+            public int V4;
+
+            [FieldOffset(5 * sizeof(int))]
+            public int V5;
+
+            [FieldOffset(6 * sizeof(int))]
+            public int V6;
+
+            [FieldOffset(7 * sizeof(int))]
+            public int V7;
+
+            public override string ToString()
+            {
+                return $"[{this.V0},{this.V1},{this.V2},{this.V3},{this.V4},{this.V5},{this.V6},{this.V7}]";
+            }
+        }
+
+        /// <summary>
+        /// Value type tuple of 8 <see cref="uint"/>-s
+        /// </summary>
+        [StructLayout(LayoutKind.Explicit, Size = 8 * sizeof(uint))]
+        public struct OfUInt32
+        {
+            [FieldOffset(0 * sizeof(uint))]
+            public uint V0;
+
+            [FieldOffset(1 * sizeof(uint))]
+            public uint V1;
+
+            [FieldOffset(2 * sizeof(uint))]
+            public uint V2;
+
+            [FieldOffset(3 * sizeof(uint))]
+            public uint V3;
+
+            [FieldOffset(4 * sizeof(uint))]
+            public uint V4;
+
+            [FieldOffset(5 * sizeof(uint))]
+            public uint V5;
+
+            [FieldOffset(6 * sizeof(uint))]
+            public uint V6;
+
+            [FieldOffset(7 * sizeof(uint))]
+            public uint V7;
+
+            public override string ToString()
+            {
+                return $"[{this.V0},{this.V1},{this.V2},{this.V3},{this.V4},{this.V5},{this.V6},{this.V7}]";
+            }
+
+            public void LoadFrom(ref OfUInt16 i)
+            {
+                this.V0 = i.V0;
+                this.V1 = i.V1;
+                this.V2 = i.V2;
+                this.V3 = i.V3;
+                this.V4 = i.V4;
+                this.V5 = i.V5;
+                this.V6 = i.V6;
+                this.V7 = i.V7;
+            }
+        }
+
+        /// <summary>
+        /// Value type tuple of 8 <see cref="ushort"/>-s
+        /// </summary>
+        [StructLayout(LayoutKind.Explicit, Size = 8 * sizeof(ushort))]
+        public struct OfUInt16
+        {
+            [FieldOffset(0 * sizeof(ushort))]
+            public ushort V0;
+
+            [FieldOffset(1 * sizeof(ushort))]
+            public ushort V1;
+
+            [FieldOffset(2 * sizeof(ushort))]
+            public ushort V2;
+
+            [FieldOffset(3 * sizeof(ushort))]
+            public ushort V3;
+
+            [FieldOffset(4 * sizeof(ushort))]
+            public ushort V4;
+
+            [FieldOffset(5 * sizeof(ushort))]
+            public ushort V5;
+
+            [FieldOffset(6 * sizeof(ushort))]
+            public ushort V6;
+
+            [FieldOffset(7 * sizeof(ushort))]
+            public ushort V7;
+
+            public override string ToString()
+            {
+                return $"[{this.V0},{this.V1},{this.V2},{this.V3},{this.V4},{this.V5},{this.V6},{this.V7}]";
+            }
+        }
+
+        /// <summary>
+        /// Value type tuple of 8 <see cref="ushort"/>-s
+        /// </summary>
+        [StructLayout(LayoutKind.Explicit, Size = 8 * sizeof(short))]
+        public struct OfInt16
+        {
+            [FieldOffset(0 * sizeof(short))]
+            public short V0;
+
+            [FieldOffset(1 * sizeof(short))]
+            public short V1;
+
+            [FieldOffset(2 * sizeof(short))]
+            public short V2;
+
+            [FieldOffset(3 * sizeof(short))]
+            public short V3;
+
+            [FieldOffset(4 * sizeof(short))]
+            public short V4;
+
+            [FieldOffset(5 * sizeof(short))]
+            public short V5;
+
+            [FieldOffset(6 * sizeof(short))]
+            public short V6;
+
+            [FieldOffset(7 * sizeof(short))]
+            public short V7;
+
+            public override string ToString()
+            {
+                return $"[{this.V0},{this.V1},{this.V2},{this.V3},{this.V4},{this.V5},{this.V6},{this.V7}]";
+            }
+        }
+
+        /// <summary>
+        /// Value type tuple of 8 <see cref="byte"/>-s
+        /// </summary>
+        [StructLayout(LayoutKind.Explicit, Size = 8)]
+        public struct OfByte
+        {
+            [FieldOffset(0)]
+            public byte V0;
+
+            [FieldOffset(1)]
+            public byte V1;
+
+            [FieldOffset(2)]
+            public byte V2;
+
+            [FieldOffset(3)]
+            public byte V3;
+
+            [FieldOffset(4)]
+            public byte V4;
+
+            [FieldOffset(5)]
+            public byte V5;
+
+            [FieldOffset(6)]
+            public byte V6;
+
+            [FieldOffset(7)]
+            public byte V7;
+
+            public override string ToString()
+            {
+                return $"[{this.V0},{this.V1},{this.V2},{this.V3},{this.V4},{this.V5},{this.V6},{this.V7}]";
+            }
+
+            public void LoadFrom(ref OfUInt32 i)
+            {
+                this.V0 = (byte)i.V0;
+                this.V1 = (byte)i.V1;
+                this.V2 = (byte)i.V2;
+                this.V3 = (byte)i.V3;
+                this.V4 = (byte)i.V4;
+                this.V5 = (byte)i.V5;
+                this.V6 = (byte)i.V6;
+                this.V7 = (byte)i.V7;
+            }
+        }
+    }
+}
\ No newline at end of file
diff --git a/src/ImageSharp/Common/Tuples/Vector4Pair.cs b/src/ImageSharp/Common/Tuples/Vector4Pair.cs
new file mode 100644
index 000000000..1be936b30
--- /dev/null
+++ b/src/ImageSharp/Common/Tuples/Vector4Pair.cs
@@ -0,0 +1,73 @@
+using System.Numerics;
+using System.Runtime.CompilerServices;
+using System.Runtime.InteropServices;
+
+namespace SixLabors.ImageSharp.Common.Tuples
+{
+    /// <summary>
+    /// Its faster to process multiple Vector4-s together, so let's pair them!
+    /// On AVX2 this pair should be convertible to <see cref="Vector{T}"/> of <see cref="float"/>!
+    /// </summary>
+    [StructLayout(LayoutKind.Sequential)]
+    internal struct Vector4Pair
+    {
+        public Vector4 A;
+
+        public Vector4 B;
+
+        private static readonly Vector4 Scale = new Vector4(1 / 255f);
+
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public void MultiplyInplace(float value)
+        {
+            this.A *= value;
+            this.B *= value;
+        }
+
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public void AddInplace(Vector4 value)
+        {
+            this.A += value;
+            this.B += value;
+        }
+
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        public void AddInplace(ref Vector4Pair other)
+        {
+            this.A += other.A;
+            this.B += other.B;
+        }
+
+        /// <summary>
+        /// Color-conversion specific downscale method.
+        /// </summary>
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        internal void RoundAndDownscaleBasic()
+        {
+            ref Vector<float> a = ref Unsafe.As<Vector4, Vector<float>>(ref this.A);
+            a = a.FastRound();
+
+            ref Vector<float> b = ref Unsafe.As<Vector4, Vector<float>>(ref this.B);
+            b = b.FastRound();
+
+            // Downscale by 1/255
+            this.A *= Scale;
+            this.B *= Scale;
+        }
+
+        /// <summary>
+        /// AVX2-only color-conversion specific downscale method.
+        /// </summary>
+        [MethodImpl(MethodImplOptions.AggressiveInlining)]
+        internal void RoundAndDownscaleAvx2()
+        {
+            ref Vector<float> self = ref Unsafe.As<Vector4Pair, Vector<float>>(ref this);
+            Vector<float> v = self;
+            v = v.FastRound();
+
+            // Downscale by 1/255
+            v *= new Vector<float>(1 / 255f);
+            self = v;
+        }
+    }
+}
\ No newline at end of file
diff --git a/src/ImageSharp/Formats/Jpeg/Common/Block8x8.cs b/src/ImageSharp/Formats/Jpeg/Common/Block8x8.cs
index 3f4c69c3e..1291f160a 100644
--- a/src/ImageSharp/Formats/Jpeg/Common/Block8x8.cs
+++ b/src/ImageSharp/Formats/Jpeg/Common/Block8x8.cs
@@ -176,17 +176,12 @@ namespace SixLabors.ImageSharp.Formats.Jpeg.Common
         }
 
         /// <summary>
-        /// Convert into <see cref="Block8x8F"/>
+        /// Convert to <see cref="Block8x8F"/>
         /// </summary>
         public Block8x8F AsFloatBlock()
         {
-            // TODO: Optimize this
             var result = default(Block8x8F);
-            for (int i = 0; i < Size; i++)
-            {
-                result[i] = this[i];
-            }
-
+            this.CopyToFloatBlock(ref result);
             return result;
         }
 
@@ -302,5 +297,85 @@ namespace SixLabors.ImageSharp.Formats.Jpeg.Common
 
             return result;
         }
+
+        /// <summary>
+        /// Convert values into <see cref="Block8x8F"/> as <see cref="float"/>-s
+        /// </summary>
+        public void CopyToFloatBlock(ref Block8x8F dest)
+        {
+            ref short selfRef = ref Unsafe.As<Block8x8, short>(ref this);
+
+            dest.V0L.X = Unsafe.Add(ref selfRef, 0);
+            dest.V0L.Y = Unsafe.Add(ref selfRef, 1);
+            dest.V0L.Z = Unsafe.Add(ref selfRef, 2);
+            dest.V0L.W = Unsafe.Add(ref selfRef, 3);
+            dest.V0R.X = Unsafe.Add(ref selfRef, 4);
+            dest.V0R.Y = Unsafe.Add(ref selfRef, 5);
+            dest.V0R.Z = Unsafe.Add(ref selfRef, 6);
+            dest.V0R.W = Unsafe.Add(ref selfRef, 7);
+
+            dest.V1L.X = Unsafe.Add(ref selfRef, 8);
+            dest.V1L.Y = Unsafe.Add(ref selfRef, 9);
+            dest.V1L.Z = Unsafe.Add(ref selfRef, 10);
+            dest.V1L.W = Unsafe.Add(ref selfRef, 11);
+            dest.V1R.X = Unsafe.Add(ref selfRef, 12);
+            dest.V1R.Y = Unsafe.Add(ref selfRef, 13);
+            dest.V1R.Z = Unsafe.Add(ref selfRef, 14);
+            dest.V1R.W = Unsafe.Add(ref selfRef, 15);
+
+            dest.V2L.X = Unsafe.Add(ref selfRef, 16);
+            dest.V2L.Y = Unsafe.Add(ref selfRef, 17);
+            dest.V2L.Z = Unsafe.Add(ref selfRef, 18);
+            dest.V2L.W = Unsafe.Add(ref selfRef, 19);
+            dest.V2R.X = Unsafe.Add(ref selfRef, 20);
+            dest.V2R.Y = Unsafe.Add(ref selfRef, 21);
+            dest.V2R.Z = Unsafe.Add(ref selfRef, 22);
+            dest.V2R.W = Unsafe.Add(ref selfRef, 23);
+
+            dest.V3L.X = Unsafe.Add(ref selfRef, 24);
+            dest.V3L.Y = Unsafe.Add(ref selfRef, 25);
+            dest.V3L.Z = Unsafe.Add(ref selfRef, 26);
+            dest.V3L.W = Unsafe.Add(ref selfRef, 27);
+            dest.V3R.X = Unsafe.Add(ref selfRef, 28);
+            dest.V3R.Y = Unsafe.Add(ref selfRef, 29);
+            dest.V3R.Z = Unsafe.Add(ref selfRef, 30);
+            dest.V3R.W = Unsafe.Add(ref selfRef, 31);
+
+            dest.V4L.X = Unsafe.Add(ref selfRef, 32);
+            dest.V4L.Y = Unsafe.Add(ref selfRef, 33);
+            dest.V4L.Z = Unsafe.Add(ref selfRef, 34);
+            dest.V4L.W = Unsafe.Add(ref selfRef, 35);
+            dest.V4R.X = Unsafe.Add(ref selfRef, 36);
+            dest.V4R.Y = Unsafe.Add(ref selfRef, 37);
+            dest.V4R.Z = Unsafe.Add(ref selfRef, 38);
+            dest.V4R.W = Unsafe.Add(ref selfRef, 39);
+
+            dest.V5L.X = Unsafe.Add(ref selfRef, 40);
+            dest.V5L.Y = Unsafe.Add(ref selfRef, 41);
+            dest.V5L.Z = Unsafe.Add(ref selfRef, 42);
+            dest.V5L.W = Unsafe.Add(ref selfRef, 43);
+            dest.V5R.X = Unsafe.Add(ref selfRef, 44);
+            dest.V5R.Y = Unsafe.Add(ref selfRef, 45);
+            dest.V5R.Z = Unsafe.Add(ref selfRef, 46);
+            dest.V5R.W = Unsafe.Add(ref selfRef, 47);
+
+            dest.V6L.X = Unsafe.Add(ref selfRef, 48);
+            dest.V6L.Y = Unsafe.Add(ref selfRef, 49);
+            dest.V6L.Z = Unsafe.Add(ref selfRef, 50);
+            dest.V6L.W = Unsafe.Add(ref selfRef, 51);
+            dest.V6R.X = Unsafe.Add(ref selfRef, 52);
+            dest.V6R.Y = Unsafe.Add(ref selfRef, 53);
+            dest.V6R.Z = Unsafe.Add(ref selfRef, 54);
+            dest.V6R.W = Unsafe.Add(ref selfRef, 55);
+
+            dest.V7L.X = Unsafe.Add(ref selfRef, 56);
+            dest.V7L.Y = Unsafe.Add(ref selfRef, 57);
+            dest.V7L.Z = Unsafe.Add(ref selfRef, 58);
+            dest.V7L.W = Unsafe.Add(ref selfRef, 59);
+            dest.V7R.X = Unsafe.Add(ref selfRef, 60);
+            dest.V7R.Y = Unsafe.Add(ref selfRef, 61);
+            dest.V7R.Z = Unsafe.Add(ref selfRef, 62);
+            dest.V7R.W = Unsafe.Add(ref selfRef, 63);
+        }
     }
 }
\ No newline at end of file
diff --git a/src/ImageSharp/Formats/Jpeg/Common/Block8x8F.cs b/src/ImageSharp/Formats/Jpeg/Common/Block8x8F.cs
index aecd5c59e..4ffb63480 100644
--- a/src/ImageSharp/Formats/Jpeg/Common/Block8x8F.cs
+++ b/src/ImageSharp/Formats/Jpeg/Common/Block8x8F.cs
@@ -556,7 +556,7 @@ namespace SixLabors.ImageSharp.Formats.Jpeg.Common
             }
         }
 
-        private void RoundInplaceSlow()
+        internal void RoundInplaceSlow()
         {
             for (int i = 0; i < Size; i++)
             {
diff --git a/src/ImageSharp/Formats/Jpeg/Common/Decoder/JpegBlockPostProcessor.cs b/src/ImageSharp/Formats/Jpeg/Common/Decoder/JpegBlockPostProcessor.cs
index 7139260ec..2db869de7 100644
--- a/src/ImageSharp/Formats/Jpeg/Common/Decoder/JpegBlockPostProcessor.cs
+++ b/src/ImageSharp/Formats/Jpeg/Common/Decoder/JpegBlockPostProcessor.cs
@@ -42,7 +42,7 @@ namespace SixLabors.ImageSharp.Formats.Jpeg.Common.Decoder
             ref Block8x8 sourceBlock,
             BufferArea<float> destArea)
         {
-            this.data.SourceBlock = sourceBlock.AsFloatBlock();
+            sourceBlock.CopyToFloatBlock(ref this.data.SourceBlock);
 
             Block8x8F* b = this.pointers.SourceBlock;
 
diff --git a/tests/ImageSharp.Tests/Common/SimdUtilsTests.cs b/tests/ImageSharp.Tests/Common/SimdUtilsTests.cs
index e5f2fd5e7..15a794144 100644
--- a/tests/ImageSharp.Tests/Common/SimdUtilsTests.cs
+++ b/tests/ImageSharp.Tests/Common/SimdUtilsTests.cs
@@ -8,6 +8,8 @@ namespace SixLabors.ImageSharp.Tests.Common
     using System.Linq;
     using System.Runtime.CompilerServices;
 
+    using SixLabors.ImageSharp.Common.Tuples;
+
     using Xunit.Abstractions;
     using Xunit.Sdk;
 
@@ -243,15 +245,15 @@ namespace SixLabors.ImageSharp.Tests.Common
             
             x = (x * scale) + magick;
 
-            SimdUtils.Octet.OfUInt32 ii = default(SimdUtils.Octet.OfUInt32);
+            Tuple8.OfUInt32 ii = default(Tuple8.OfUInt32);
 
-            ref Vector<float> iiRef = ref Unsafe.As<SimdUtils.Octet.OfUInt32, Vector<float>>(ref ii);
+            ref Vector<float> iiRef = ref Unsafe.As<Tuple8.OfUInt32, Vector<float>>(ref ii);
 
             iiRef = x;
 
-            //SimdUtils.Octet.OfUInt32 ii = Unsafe.As<Vector<float>, SimdUtils.Octet.OfUInt32>(ref x);
+            //Tuple8.OfUInt32 ii = Unsafe.As<Vector<float>, Tuple8.OfUInt32>(ref x);
             
-            ref SimdUtils.Octet.OfByte d = ref dest.NonPortableCast<byte, SimdUtils.Octet.OfByte>()[0];
+            ref Tuple8.OfByte d = ref dest.NonPortableCast<byte, Tuple8.OfByte>()[0];
             d.LoadFrom(ref ii);
 
             this.Output.WriteLine(ii.ToString());