I would like to use Magick.NET
https://magick.codeplex.com/wikipage?title=Convert%20image&referringTitle=Documentation
in order to convert TIF to Black-and-White Monochrome TIF but manual does not explain it well.
I have tried this code but I am not sure of this approach is a correct one.
using (MagickImage image = new MagickImage("input.tif"))
{
image.CompressionMethod = CompressionMethod.Group4;
image.Write("output.tif");
}
Help needed. Thank you!
I found .NET code to do the same thing without any issues.
http://www.codeproject.com/Articles/15186/Bitonal-TIFF-Image-Converter-for-NET
private void convert_Click(object sender, EventArgs e)
{
// Load a bitmap from disk
Bitmap originalBitmap = new Bitmap(#"..\..\Bitonal-In.tif");
// Display image
originalImage.Image = originalBitmap;
// Convert bitmap to RGB format for drawing
Bitmap rgbBitmap = Converter.ConvertToRGB(originalBitmap);
// Convert image to bitonal for saving to file
Bitmap bitonalBitmap = Converter.ConvertToBitonal(rgbBitmap);
// Display converted image
convertedImage.Image = bitonalBitmap;
// Get an ImageCodecInfo object that represents the TIFF codec.
ImageCodecInfo imageCodecInfo = GetEncoderInfo("image/tiff");
System.Drawing.Imaging.Encoder encoder = System.Drawing.Imaging.Encoder.Compression;
EncoderParameters encoderParameters = new EncoderParameters(1);
// Save the bitmap as a TIFF file with group IV compression.
EncoderParameter encoderParameter = new EncoderParameter(encoder, (long)EncoderValue.CompressionCCITT4);
encoderParameters.Param[0] = encoderParameter;
bitonalBitmap.Save(#"..\..\Bitonal-Out.tif", imageCodecInfo, encoderParameters);
}
using System.Drawing;
using System.Drawing.Imaging;
using System.Runtime.InteropServices;
namespace BitonalConverter
{
public static class Converter
{
public static Bitmap ConvertToRGB(Bitmap original)
{
Bitmap newImage = new Bitmap(original.Width, original.Height, PixelFormat.Format32bppArgb);
newImage.SetResolution(original.HorizontalResolution, original.VerticalResolution);
using (Graphics g = Graphics.FromImage(newImage))
{
g.DrawImageUnscaled(original, 0, 0);
}
return newImage;
}
public static Bitmap ConvertToBitonal(Bitmap original)
{
Bitmap source = null;
// If original bitmap is not already in 32 BPP, ARGB format, then convert
if (original.PixelFormat != PixelFormat.Format32bppArgb)
{
source = new Bitmap(original.Width, original.Height, PixelFormat.Format32bppArgb);
source.SetResolution(original.HorizontalResolution, original.VerticalResolution);
using (Graphics g = Graphics.FromImage(source))
{
g.DrawImageUnscaled(original, 0, 0);
}
}
else
{
source = original;
}
// Lock source bitmap in memory
BitmapData sourceData = source.LockBits(new Rectangle(0, 0, source.Width, source.Height), ImageLockMode.ReadOnly, PixelFormat.Format32bppArgb);
// Copy image data to binary array
int imageSize = sourceData.Stride * sourceData.Height;
byte[] sourceBuffer = new byte[imageSize];
Marshal.Copy(sourceData.Scan0, sourceBuffer, 0, imageSize);
// Unlock source bitmap
source.UnlockBits(sourceData);
// Create destination bitmap
Bitmap destination = new Bitmap(source.Width, source.Height, PixelFormat.Format1bppIndexed);
destination.SetResolution(original.HorizontalResolution, original.VerticalResolution);
// Lock destination bitmap in memory
BitmapData destinationData = destination.LockBits(new Rectangle(0, 0, destination.Width, destination.Height), ImageLockMode.WriteOnly, PixelFormat.Format1bppIndexed);
// Create destination buffer
imageSize = destinationData.Stride * destinationData.Height;
byte[] destinationBuffer = new byte[imageSize];
int sourceIndex = 0;
int destinationIndex = 0;
int pixelTotal = 0;
byte destinationValue = 0;
int pixelValue = 128;
int height = source.Height;
int width = source.Width;
int threshold = 500;
// Iterate lines
for (int y = 0; y < height; y++)
{
sourceIndex = y * sourceData.Stride;
destinationIndex = y * destinationData.Stride;
destinationValue = 0;
pixelValue = 128;
// Iterate pixels
for (int x = 0; x < width; x++)
{
// Compute pixel brightness (i.e. total of Red, Green, and Blue values) - Thanks murx
// B G R
pixelTotal = sourceBuffer[sourceIndex] + sourceBuffer[sourceIndex + 1] + sourceBuffer[sourceIndex + 2];
if (pixelTotal > threshold)
{
destinationValue += (byte)pixelValue;
}
if (pixelValue == 1)
{
destinationBuffer[destinationIndex] = destinationValue;
destinationIndex++;
destinationValue = 0;
pixelValue = 128;
}
else
{
pixelValue >>= 1;
}
sourceIndex += 4;
}
if (pixelValue != 128)
{
destinationBuffer[destinationIndex] = destinationValue;
}
}
// Copy binary image data to destination bitmap
Marshal.Copy(destinationBuffer, 0, destinationData.Scan0, imageSize);
// Unlock destination bitmap
destination.UnlockBits(destinationData);
// Dispose of source if not originally supplied bitmap
if (source != original)
{
source.Dispose();
}
// Return
return destination;
}
}
}
Related
Update: Clemens's solution is the fastest. I'll leave the alternative I found just in case:
While trying to create a minimal reproducible example as Peter Duniho suggested in the comment, I found that the wrong transparency values were coming from theBitmapImageToBitmapConverter()
It was messing up the whole image. I now load the png straight to a bitmap and scan it and it gives accurate results:
Bitmap bmp = new Bitmap("icon.png");
Console.WriteLine(TransparencyPercentageInImage(bmp));
Question was:
I have a few image controls in a list:
imagesList[index].Source = ReloadIcon(index);
They load images from ".png" files like so:
public BitmapImage ReloadIcon(int index)
{
var image = new BitmapImage();
image.BeginInit();
image.CacheOption = BitmapCacheOption.OnLoad;
image.CreateOptions = BitmapCreateOptions.IgnoreImageCache;
image.UriSource = new Uri(iconPaths[index], UriKind.Absolute);
image.EndInit();
return image;
}
I then convert those to bitmaps using this converter:
private Bitmap BitmapImageToBitmapConverter(BitmapImage bitmapImage)
{
using (MemoryStream outStream = new MemoryStream())
{
BitmapEncoder enc = new BmpBitmapEncoder();
enc.Frames.Add(BitmapFrame.Create(bitmapImage));
enc.Save(outStream);
System.Drawing.Bitmap bitmap = new System.Drawing.Bitmap(outStream);
return new Bitmap(bitmap);
}
}
To later scan each pixel for transparency using this code:
private double TransparencyPercentageInImage(Bitmap image)
{
double transpPercentage;
double transpPixelCount = 0;
double totalPixelCount = image.Height * image.Width;
Console.WriteLine("Total pixel count: " + totalPixelCount);
for (int y = 0; y < image.Height; ++y)
{
for (int x = 0; x < image.Width; ++x)
{
if (image.GetPixel(x, y).A == 0) //or !=255
{
transpPixelCount++;
}
}
}
transpPercentage = transpPixelCount / totalPixelCount * 100;
return transpPercentage;
}
Basically, what should I do to get an accurate transparent pixels percentage/count from a bitmap?
I'm looking for the count of absolutely transparent pixels, not semi-transparent.
I'm not really looking for speed here so any solution goes. I'm already using unsafe code, so that's welcome too.
You neither need a System.Drawing.Bitmap nor a WriteableBitmap to access the pixel values in a BitmapSource.
Just call CopyPixels to get the pixel buffer and count the pixels with an alpha value of 0. First make sure you access the buffer in the desired format:
private double GetTransparentPixelsPercentage(BitmapSource bitmap)
{
if (bitmap.Format != PixelFormats.Bgra32)
{
bitmap = new FormatConvertedBitmap(bitmap, PixelFormats.Bgra32, null, 0);
}
var pixelCount = bitmap.PixelWidth * bitmap.PixelHeight;
var pixels = new byte[4 * pixelCount];
bitmap.CopyPixels(pixels, 4 * bitmap.PixelWidth, 0);
var transparentPixelCount = 0;
for (var i = 3; i < 4 * pixelCount; i += 4) // start at first alpha value
{
if (pixels[i] == 0)
{
transparentPixelCount++;
}
}
return (double)transparentPixelCount / pixelCount;
}
My problem is that I need to convert an image to a byte array to obtain its pixels.
My image size is 268x188 and when I use the property PixelsFormat it returns Format24bppRgb, so I understand that each pixel contains 3 bytes.
If this is true, the size of the pixels should be 268*188*3 = 151152 bytes, but the byte array that I am creating has a size of 4906 bytes, which is the size of the image file in my computer.
I donĀ“t know if there is another way to obtain these pixels or you can only obtain image file size.
If you want to ignore the header and the compression of the file you can do the following.
var path = ...
using(var image = Image.FromFile(path))
using(var bitmap = new Bitmap(image))
{
var bitmapData = bitmap.LockBits(new Rectangle(0, 0, bitmap.Width, bitmap.Height), ImageLockMode.ReadOnly, bitmap.PixelFormat);
var bytesPerPixel = 4; // bitmapData.PixelFormat (image.PixelFormat and bitmapData.PixelFormat can be different)
var ptr = bitmapData.Scan0;
var imageSize = bitmapData.Width * bitmapData.Height * bytesPerPixel;
var data = new byte[imageSize];
for (int x = 0; x < imageSize; x += bytesPerPixel)
{
for(var y = 0; y < bytesPerPixel; y++)
{
data[x + y] = Marshal.ReadByte(ptr);
ptr += 1;
}
}
bitmap.UnlockBits(bitmapData);
}
To get image pixel try this:
public static byte[] GetImageRaw(Bitmap image)
{
if (image == null)
{
throw new ArgumentNullException(nameof(image));
}
if (image.PixelFormat != PixelFormat.Format24bppRgb)
{
throw new NotSupportedException("Invalid pixel format.");
}
const int PixelSize = 3;
var data = image.LockBits(
new Rectangle(Point.Empty, image.Size),
ImageLockMode.ReadWrite,
image.PixelFormat);
try
{
var bytes = new byte[data.Width * data.Height * PixelSize];
for (var y = 0; y < data.Height; ++y)
{
var source = (IntPtr)((long)data.Scan0 + y * data.Stride);
// copy row without padding
Marshal.Copy(source, bytes, y * data.Width * PixelSize, data.Width * PixelSize);
}
return bytes;
}
finally
{
image.UnlockBits(data);
}
}
Take a look at Bitmap.LockBits
I use this code in ASP.NET application. Very simple:
var imagePath = GetFilePathToYourImage();
using (var img = System.IO.File.OpenRead(imagePath))
{
var imageBytes = new byte[img.Length];
img.Read(imageBytes, 0, (int)img.Length);
}
Please see my code below.
I want to create a Byte array with data that I can convert into a real image. When I try to run this code I get an argumentException. What do I need to do in the For loop in order to create a legitimate Byte array that will hold data of an image? I don't want to use a real image and convert it to byte array, I want to create an image form random numbers.
Random Rnd = new Random();
public MainWindow()
{
InitializeComponent();
}
private void Button_Click_1(object sender, RoutedEventArgs e)
{
Byte[] ByteArray = new Byte[1000];
for (int i = 0; i < 1000; i++)
{
ByteArray[i] = Convert.ToByte(Rnd.Next(9));
}
ImageConverter Convertor = new ImageConverter();
BitmapImage image = (BitmapImage)Convertor.ConvertFrom(ByteArray);
MyImage.Source = image;
}
Notice please that I don't want to work with WinForms types or libraries like system.drawing / bitmap - I only want to use WPF technology.
This is the solution you are looking for, using only WPF technology.
Note that the constant value of 16 used in the stride parameter calculation comes directly from the fact that I am using a 16-bit pixel format.
private void Button_Click_1(object sender, RoutedEventArgs e)
{
Random rnd = new Random();
Byte[] ByteArray = new Byte[(int)MyImage.Width * (int)MyImage.Height * 3];
rnd.NextBytes(ByteArray);
var image = BitmapSource.Create((int) MyImage.Width, (int) MyImage.Height, 72, 72,
PixelFormats.Bgr565, null, ByteArray, (4*((int)MyImage.Width * 16 + 31)/32));
MyImage.Source = image;
}
This just might do the trick for you:
private static Bitmap GenBitmap(int width, int height) {
int ch = 3; //number of channels (ie. assuming 24 bit RGB in this case)
Random rnd = new Random();
int imageByteSize = width * height * ch;
byte[] imageData = new byte[imageByteSize]; //your image data buffer
rnd.NextBytes(imageData); //Fill with random bytes;
Bitmap bitmap = new Bitmap(width, height, PixelFormat.Format24bppRgb);
BitmapData bmData = bitmap.LockBits(new Rectangle(0, 0, bitmap.Width, bitmap.Height), ImageLockMode.ReadWrite, bitmap.PixelFormat);
IntPtr pNative = bmData.Scan0;
Marshal.Copy(imageData, 0, pNative, imageByteSize);
bitmap.UnlockBits(bmData);
return bitmap;
}
I'm not sure how Converter.ConvertFrom works but I prefer to do my bitmaps the lower-level way with Bitmap.LockBits() and a little Marshal.Copy().
See this method:
using System.Drawing;
using System.Drawing.Imaging;
using System.Runtime.InteropServices;
static Bitmap CreateRandomBitmap(Size size)
{
// Create a new bitmap for the size requested.
var bitmap = new Bitmap(size.Width, size.Height, PixelFormat.Format32bppArgb);
// Lock the entire bitmap for write-only acccess.
var rect = new Rectangle(0, 0, size.Width, size.Height);
var bitmapData = bitmap.LockBits(rect, ImageLockMode.WriteOnly, bitmap.PixelFormat);
// Calculate the number of bytes required and allocate them.
var numberOfBytes = bitmapData.Stride * size.Height;
var bitmapBytes = new byte[numberOfBytes];
// Fill the bitmap bytes with random data.
var random = new Random();
for (int x = 0; x < size.Width; x++)
{
for (int y = 0; y < size.Height; y++)
{
// Get the index of the byte for this pixel (x/y).
var i = ((y * size.Width) + x) * 4; // 32bpp
// Generate the next random pixel color value.
var value = (byte)random.Next(9);
bitmapBytes[i] = value; // BLUE
bitmapBytes[i + 1] = value; // GREEN
bitmapBytes[i + 2] = value; // RED
bitmapBytes[i + 3] = 0xFF; // ALPHA
}
}
// Copy the randomized bits to the bitmap pointer.
var ptr = bitmapData.Scan0;
Marshal.Copy(bitmapBytes, 0, ptr, numberOfBytes);
// Unlock the bitmap, we're all done.
bitmap.UnlockBits(bitmapData);
return bitmap;
}
Then you can do something like this:
public void Run()
{
using(var bitmap = CreateRandomBitmap(new Size(64, 64)))
{
bitmap.Save("random.png", ImageFormat.Png);
}
}
You can't use random bytes to create an image, because each type of image (bmp, jpeg, png) is constructed with a certain format. The code wouldn't know how to interpret random bytes.
http://en.wikipedia.org/wiki/Image_file_formats
I'm trying to do some automated processing of PNG files that takes in an RGBa .png file and outputs two jpeg files: 1 that is just the RGB channels and the other that is just the alpha channel, as a greyscale image.
Is there any way to do this in C# natively? If a third party library is required, that is fine as long as it's free/open source, but I would prefer to just do it directly with GDI or something.
Here is my working code:
/// <summary>
/// Split PNG file into two JPGs (RGB and alpha)
/// </summary>
private void SplitPngFileIntoRGBandAplha(string imagePath)
{
try
{
// Open original bitmap
var bitmap = new Bitmap(imagePath);
// Rectangle
var rect = new Rectangle(0, 0, bitmap.Width, bitmap.Height);
// Get RGB bitmap
var bitmapInRgbFormat = bitmap.Clone(rect, PixelFormat.Format32bppRgb);
// Read bitmap data
BitmapData bmData = bitmap.LockBits(rect, ImageLockMode.ReadOnly, bitmap.PixelFormat);
// Prepare alpha bitmap
var alphaBitmap = new Bitmap(bmData.Width, bmData.Height, PixelFormat.Format32bppRgb);
for (int y = 0; y <= bmData.Height -1; y++)
{
for (int x = 0; x <= bmData.Width -1; x++)
{
Color PixelColor = Color.FromArgb(Marshal.ReadInt32(bmData.Scan0, (bmData.Stride * y) + (4 * x)));
if (PixelColor.A > 0 & PixelColor.A <= 255)
{
alphaBitmap.SetPixel(x, y, Color.FromArgb(PixelColor.A, PixelColor.A, PixelColor.A, PixelColor.A));
}
else
{
alphaBitmap.SetPixel(x, y, Color.FromArgb(0, 0, 0, 0));
}
}
}
bitmap.UnlockBits(bmData);
// Prepare JPG format
ImageCodecInfo jgpEncoder = GetEncoder(ImageFormat.Jpeg);
var encoder = Encoder.Quality;
var encoderParameters = new EncoderParameters(1);
var encoderParameter = new EncoderParameter(encoder, 100L);
encoderParameters.Param[0] = encoderParameter;
// Save RGB bitmap
bitmapInRgbFormat.Save(imagePath.Replace("png", "jpg"), jgpEncoder, encoderParameters);
// Save Alpha bitmpa
alphaBitmap.Save(imagePath.Replace(".png", "_alpha.jpg"), jgpEncoder, encoderParameters);
bitmap.Dispose();
bitmapInRgbFormat.Dispose();
bitmap.Dispose();
// Delete bitmap
System.IO.File.Delete(imagePath);
}
catch(Exception e)
{
// Handle exception
}
}
Option - load to Bitmap, clone to get RGB only, than manually grab bits with LockBits and extract alpha channel to create new greyscale bitmap from it.
// get RGB copy
var bitmapInRgbFormat = loadedBitmap.Clone(
new Rectangle(0, 0, loadedBitmap.Width, loadedBitmap.Height),
PixelFormat.Format32bppRgb)
I need to convert bitonal (black and white) TIFF files into another format for display by a web browser, currently we're using JPGs, but the format isn't crucial. From reading around .NET doesn't seem to easily support writing bitonal images, so we're ending up with ~1MB files instead of ~100K ones. I'm considering using ImageMagick to do this, but ideally i'd like a solution which doesn't require this if possible.
Current code snippet (which also does some resizing on the image):
using (Image img = Image.FromFile(imageName))
{
using (Bitmap resized = new Bitmap(resizedWidth, resizedHeight)
{
using (Graphics g = Graphics.FromImage(resized))
{
g.DrawImage(img, new Rectangle(0, 0, resized.Width, resized.Height), 0, 0, img.Width, img.Height, GraphicsUnit.Pixel);
}
resized.Save(outputFilename, System.Drawing.Imaging.ImageFormat.Jpeg);
}
}
Is there any way to achieve this?
Thanks.
I believe the problem can be solved by checking that resized bitmap is of PixelFormat.Format1bppIndexed. If it's not, you should convert it to 1bpp bitmap and after that you can save it as black and white png without problems.
In other words, you should use following code instead of resized.Save(outputFilename, System.Drawing.Imaging.ImageFormat.Jpeg);
if (resized.PixelFormat != PixelFormat.Format1bppIndexed)
{
using (Bitmap bmp = convertToBitonal(resized))
bmp.Save(outputFilename, System.Drawing.Imaging.ImageFormat.Png);
}
else
{
resized.Save(outputFilename, System.Drawing.Imaging.ImageFormat.Png);
}
I use following code for convertToBitonal :
private static Bitmap convertToBitonal(Bitmap original)
{
int sourceStride;
byte[] sourceBuffer = extractBytes(original, out sourceStride);
// Create destination bitmap
Bitmap destination = new Bitmap(original.Width, original.Height,
PixelFormat.Format1bppIndexed);
destination.SetResolution(original.HorizontalResolution, original.VerticalResolution);
// Lock destination bitmap in memory
BitmapData destinationData = destination.LockBits(
new Rectangle(0, 0, destination.Width, destination.Height),
ImageLockMode.WriteOnly, PixelFormat.Format1bppIndexed);
// Create buffer for destination bitmap bits
int imageSize = destinationData.Stride * destinationData.Height;
byte[] destinationBuffer = new byte[imageSize];
int sourceIndex = 0;
int destinationIndex = 0;
int pixelTotal = 0;
byte destinationValue = 0;
int pixelValue = 128;
int height = destination.Height;
int width = destination.Width;
int threshold = 500;
for (int y = 0; y < height; y++)
{
sourceIndex = y * sourceStride;
destinationIndex = y * destinationData.Stride;
destinationValue = 0;
pixelValue = 128;
for (int x = 0; x < width; x++)
{
// Compute pixel brightness (i.e. total of Red, Green, and Blue values)
pixelTotal = sourceBuffer[sourceIndex + 1] + sourceBuffer[sourceIndex + 2] +
sourceBuffer[sourceIndex + 3];
if (pixelTotal > threshold)
destinationValue += (byte)pixelValue;
if (pixelValue == 1)
{
destinationBuffer[destinationIndex] = destinationValue;
destinationIndex++;
destinationValue = 0;
pixelValue = 128;
}
else
{
pixelValue >>= 1;
}
sourceIndex += 4;
}
if (pixelValue != 128)
destinationBuffer[destinationIndex] = destinationValue;
}
Marshal.Copy(destinationBuffer, 0, destinationData.Scan0, imageSize);
destination.UnlockBits(destinationData);
return destination;
}
private static byte[] extractBytes(Bitmap original, out int stride)
{
Bitmap source = null;
try
{
// If original bitmap is not already in 32 BPP, ARGB format, then convert
if (original.PixelFormat != PixelFormat.Format32bppArgb)
{
source = new Bitmap(original.Width, original.Height, PixelFormat.Format32bppArgb);
source.SetResolution(original.HorizontalResolution, original.VerticalResolution);
using (Graphics g = Graphics.FromImage(source))
{
g.DrawImageUnscaled(original, 0, 0);
}
}
else
{
source = original;
}
// Lock source bitmap in memory
BitmapData sourceData = source.LockBits(
new Rectangle(0, 0, source.Width, source.Height),
ImageLockMode.ReadOnly, PixelFormat.Format32bppArgb);
// Copy image data to binary array
int imageSize = sourceData.Stride * sourceData.Height;
byte[] sourceBuffer = new byte[imageSize];
Marshal.Copy(sourceData.Scan0, sourceBuffer, 0, imageSize);
// Unlock source bitmap
source.UnlockBits(sourceData);
stride = sourceData.Stride;
return sourceBuffer;
}
finally
{
if (source != original)
source.Dispose();
}
}
Have you tried saving using the Image.Save overload with Encoder parameters?
Like the Encoder.ColorDepth Parameter?
Trying jaroslav's suggestion for color depth doesn't work:
static void Main(string[] args)
{
var list = ImageCodecInfo.GetImageDecoders();
var jpegEncoder = list[1]; // i know this is the jpeg encoder by inspection
Bitmap bitmap = new Bitmap(500, 500);
Graphics g = Graphics.FromImage(bitmap);
g.DrawRectangle(new Pen(Color.Red), 10, 10, 300, 300);
var encoderParams = new EncoderParameters();
encoderParams.Param[0] = new EncoderParameter(Encoder.ColorDepth, 2);
bitmap.Save(#"c:\newbitmap.jpeg", jpegEncoder, encoderParams);
}
The jpeg is still a full color jpeg.
I don't think there is any support for grayscale jpeg in gdi plus. Have you tried looking in windows imaging component?
http://www.microsoft.com/downloads/details.aspx?FamilyID=8e011506-6307-445b-b950-215def45ddd8&displaylang=en
code example: http://www.codeproject.com/KB/GDI-plus/windows_imaging.aspx
wikipedia: http://en.wikipedia.org/wiki/Windows_Imaging_Component
This is an old thread. However, I'll add my 2 cents.
I use AForge.Net libraries (open source)
use these dlls. Aforge.dll, AForge.Imaging.dll
using AForge.Imaging.Filters;
private void ConvertBitmap()
{
markedBitmap = Grayscale.CommonAlgorithms.RMY.Apply(markedBitmap);
ApplyFilter(new FloydSteinbergDithering());
}
private void ApplyFilter(IFilter filter)
{
// apply filter
convertedBitmap = filter.Apply(markedBitmap);
}
Have you tried PNG with 1 bit color depth?
To achieve a size similar to a CCITT4 TIFF, I believe your image needs to use a 1-bit indexed pallette.
However, you can't use the Graphics object in .NET to draw on an indexed image.
You will probably have to use LockBits to manipulate each pixel.
See Bob Powell's excellent article.