diff --git a/src/NumSharp.Bitmap/np_.extensions.cs b/src/NumSharp.Bitmap/np_.extensions.cs
index c0dc7e65..47d6e608 100644
--- a/src/NumSharp.Bitmap/np_.extensions.cs
+++ b/src/NumSharp.Bitmap/np_.extensions.cs
@@ -220,8 +220,8 @@ public static unsafe Bitmap ToBitmap(this NDArray nd, int width, int height, Pix
 
             //if flat then initialize based on given format
             if (nd.ndim == 1 && format != PixelFormat.DontCare)
-                nd = nd.reshape(1, height, width, format.ToBytesPerPixel()); //theres a check internally for size mismatch.
-
+                nd = nd.reshape(1, height, width, format.ToBytesPerPixel()); //theres a check internally for size mismatc
+                                  
             if (nd.ndim != 4)
                 throw new ArgumentException("ndarray was expected to be of 4-dimensions, (1, bmpData.Height, bmpData.Width, bytesPerPixel)");
 
@@ -237,6 +237,9 @@ public static unsafe Bitmap ToBitmap(this NDArray nd, int width, int height, Pix
 
             var ret = new Bitmap(width, height, format);
             var bitdata = ret.LockBits(new Rectangle(0, 0, width, height), ImageLockMode.WriteOnly, format);
+            if (bitdata.Stride != width * format.ToBytesPerPixel())
+                nd = np.concatenate((nd, np.zeros((1, height, 1, format.ToBytesPerPixel())).astype(NPTypeCode.Byte)), 2);
+
             try
             {
                 var dst = new ArraySlice<byte>(new UnmanagedMemoryBlock<byte>((byte*)bitdata.Scan0, bitdata.Stride * bitdata.Height));
diff --git a/test/NumSharp.UnitTest/NumSharp.Bitmap/BitmapWithAlphaTests.cs b/test/NumSharp.UnitTest/NumSharp.Bitmap/BitmapWithAlphaTests.cs
index c4acbaa9..f95c2cd1 100644
--- a/test/NumSharp.UnitTest/NumSharp.Bitmap/BitmapWithAlphaTests.cs
+++ b/test/NumSharp.UnitTest/NumSharp.Bitmap/BitmapWithAlphaTests.cs
@@ -49,6 +49,16 @@ public void ToNDArray_Odd_Width()
             var nd = bitmap.ToNDArray(discardAlpha: false, copy: false);
             nd.Should().BeShaped(1, 554, 475, 3);
         }
+        
+        [TestMethod]
+        public void ToBitmap_Odd_Width()
+        {
+            var bitmap = EmbeddedBitmap("odd-width");
+            var nd = bitmap.ToNDArray(discardAlpha: false, copy: false);
+            var bitmap2 = nd.ToBitmap();
+            bitmap2.Width.Should().Be(bitmap.Width);
+            bitmap2.Height.Should().Be(bitmap.Height);
+        }
 
         [TestMethod]
         public void ToNDArray_Case5_flat()