Soft computing is a consortium of methodologies which work synergetically and provides in one form or another flexible information processing capabilities for handling real life ambiguous situations. Its aim is to exploit the tolerance for imprecision, uncertainty, approximate reasoning, and partial truth in order to achieve tractability, robustness, low cost solution and close resemblance with human like decision making. The relevance of soft computing for pattern recognition and image processing is already established during the last few years.