This book is aimed to develop a digital image processing system to process the input microscope images taken for blood samples, extract the discriminating features of the white blood cells, and then utilize these features to distinguish and recognize the normal white blood cells from two kinds of abnormal blood cancer cells. Many sets of textural and geometrical features have been suggested and tested in this book project, their discriminating power and capabilities have been tested and checked.