Pixel by pixel classification

Iam working on retinal image segmentation.I have extracted pixel by pixel features of a given input image.Now I have to classify each pixel vessel or non vessel using SVM classifier.Can any one please help me to classify each pixel as vessel or nonvessel?

[Nagaraj rajendiran]

Did you segmeneted your image? Actually I need to do that for water body extraction.will you guide me