Techniques currently under investigation for use in the processing of 2-dimensional patterns are reported. Particular reference is made to the design of a parallel-processing computer which is being developed for this task, and some preliminary applications in the segmentation and feature-detection phases of the recognition of handwritten alphanumeric characters are outlined.