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Fig. 14.4. Handwritten digit examples. One hundred samples from the NIST database 3 are shown demonstrating the variety of inputs in this task. Most of the digits are recognizable to a human observer; however, each digit occurs in different shapes, thicknesses and orientations, there is significant overlap between digits, and the classification is based on small, crucial differences. Such properties make automatic classification of handwritten digits very difficult.