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I am relatively very new in image processing and have a mammoth task at hand of designing a filter as my project.
Could anyone help me how to start of which books to read? any links ?
MIT has some open courseware you can use:
http://ocw.mit.edu/courses/health-sciences-and-technology/hst-582j-biomedical-signal-and-image-processing-spring-2007/lecture-notes/
Googling image processing turns up several lectures from various schools which may be of interest. What language/toolset are you using for the project. If it’s language agnostic I would recommend Python imaging library
http://www.pythonware.com/products/pil/