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Image Segmentation using Gradient method

, 14 Dec 2004
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Automatic Detection of stains in a camera lens using Image Segmentation

Sample Image - dimimg.jpg

Introduction

This is a pure image processing technique to detect the dims or stains, whatever you call, automatically. It is a type of edge detection method called Gradient Method. It is a type of image segmentation where in which, first applying the Gaussian Lowpass Filter to the image will give you a smoothed image. After that convolving the image with two masks called horizontal and vertical masks, which gives the horizontal and vertical gradient values of the image. To the find the magnitude of the gradient values we have to square the horizontal and vertical values and finding the square root of the combined values. This gives the gradient values of the image. The highest gradient value in the image falls on the edge of the dim or the stain. There we can put an arrow to identify the dim. This technique is purely in spatial domain of the image.

This code hassome bugs. Those are not very serious to effect the actual concept of the code. The bugs are as follows:

  1. 1. The image background is CYAN in color. Actually if you observe the 6 values after 94th byte using any editer like ULTRAEDIT etc.., you can find 0x0D, 0x0A, 0x0D, 0x0A, 0x0D, 0x0A. If you could remove those three 0x0Ds, you can find the image in a pure 8bit gray scale image. This bug is may be due to the typecasting problems with unsigned char.
  2. It cannot dectect more than one dim in the image.
  3. As the thresholding is not done, this algorithm will also place the arrows in an image with out a dim. I commented the thresholding part of the code which you can see at line no. 255. The thresholding value will be approximatley above 1.000. This part is left to the users.

I am trying to overcome the above mentioned bugs in my second version of the program.

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About the Author

Ananth Nag Sastry Ganti
Software Developer
United States United States
I am Ananth Nag Sastry Ganti, working as a software engineer at IBM T.J Watson Research Center, NY. I am working on Image processing and Video suviellence projects. My areas of interests include DSP, Image Processing.
 
Any advices or suggestions on my articles are always welcome.

Comments and Discussions

 
Generalcode for image segmentation PinmemberMember 77323887-Mar-11 2:31 
Generalcode 4 image segmentation Pinmembernikunjkumar4-Oct-10 9:12 
GeneralRe: code 4 image segmentation PinmemberMember 77323887-Mar-11 23:34 
Generalhelp me about color image segmentation Pinmemberhieulinhanh19-Jul-09 22:14 
GeneralImage Segmentation PinmemberKrishna Tagore7-Apr-09 21:11 
GeneralHelp me in Image processing Pinmemberhieuvv20-Mar-07 19:02 
GeneralImage Processing in VC++ 6.0 Pinmemberkarthik_ravikanti4-Aug-06 9:22 
Generalmissing picture PinmemberGeorgi Petrov23-Feb-05 11:08 

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