Recently I needed a way to find blank images among a large batch of images. I had tens of thousands of images to work with so I came up with this c# function to tell me whether an image is blank.
The basic idea behind this function is that blank images will have highly uniform pixel values throughout the whole image. To measure the degree of uniformity (or variability), the function calculates the standard deviation of all pixel values. An image is determined to be blank if the standard deviation falls below a certain threshold.
Here’s the code. In order to compile, the project to which this code resides must have “Allow Unsafe Code” checked.
public static bool IsBlank(string imageFileName)
double stdDev = GetStdDev(imageFileName);
return stdDev < 100000;
/// Get the standard deviation of pixel values.
/// <param name="imageFileName">Name of the image file.</param>
/// <returns>Standard deviation.</returns>
public static double GetStdDev(string imageFileName)
double total = 0, totalVariance = 0;
int count = 0;
double stdDev = 0;
// First get all the bytes
using (Bitmap b = new Bitmap(imageFileName))
BitmapData bmData = b.LockBits(new Rectangle(0, 0, b.Width, b.Height), ImageLockMode.ReadOnly, b.PixelFormat);
int stride = bmData.Stride;
IntPtr Scan0 = bmData.Scan0;
byte* p = (byte*)(void*)Scan0;
int nOffset = stride - b.Width * 3;
for (int y = 0; y < b.Height; ++y)
for (int x = 0; x < b.Width; ++x)
byte blue = p;
byte green = p;
byte red = p;
int pixelValue = Color.FromArgb(0, red, green, blue).ToArgb();
total += pixelValue;
double avg = total / count;
totalVariance += Math.Pow(pixelValue - avg, 2);
stdDev = Math.Sqrt(totalVariance / count);
p += 3;
p += nOffset;
posted in Dotnet/.NET - C#, Programming |
Ever since Windows 2000, menu keyboard shortcut characters are not underlined by default. According to Microsoft, the underlined letters are hidden until you press the Alt key. Let’s try that… First, use the mouse to click on the Help menu in Visual Studio:
Now, press Alt to show the underlined letters right? Poof, the menu is gone. Ok, that’s an easy one. I’m sure everyone have figured out that Alt key must be pressed before you access the menu. But can anyone tell me this? How do I show underlined letters for right-click/context menus with the Alt key? Well, the short answer is you can’t! If you don’t believe me, try it yourself. I’ve tried Alt+right-click, Alt then right click, right click then Alt, etc. Nothing works.
The only thing I’ve found to work is the Application key (this is the key with the image of a mouse pointer on a menu, between Alt and Ctrl). Interestingly, the Application key will always show underlined letters regardless of the “hide underlined letters” settings. The keyboard combination Shift-F10 also brings up the context menu, however that keyboard shortcut does not show underlined letters.
You can forget about all of this nonsense and have Windows always show the underlined letters by changing a setting (instructions below are for Windows XP):
- Open the Display Control Panel.
- Click on the Appearance tab, then Effects…
- Uncheck “Hide underlined letters for keyboard navigation until I press the Alt key”.
posted in Software/tools, Technology |