This article presents a model of character recognition and the experiments used to develop and test it. The model applies to foveal viewing of blurred or unblurred characters and to tactile sensing of raised characters using the fingerpad. The primary goal of the model is to account for variations in legibility across character sets; a secondary goal is to account for variations in the cell entries of the confusion matrix for a given character set. The model consists of two distinct processing stages. The first involves transformation of each stimulus into an internal representation; this transformation consists of linear low-pass spatial filtering followed by nonlinear compression of stimulus intensity. The second stage involves both template matching of the transformed test stimulus with each of the stored internal representations of the characters within the set and response selection, which is assumed to conform to the unbiased choice model of Luce (1963). Though purely stimulus driven, the model accounts quite well for differences in the legibility of character sets differing in character type, size of character, and number of characters within the set; it is somewhat less successful in accounting for the details of each confusion matrix.Over the years much effort has been devoted to the study of character recognition and legibility in perceptual psychology. Many of the experimental studies in vision have been motivated by applied concerns, such as determining optimal character types for print and computer displays (e.g., Berger, 1944;Maddox, Burnette, & Gutmann, 1977;S. L. Smith, 1978S. L. Smith, , 1979Tinker, 1963) and assessing how various factorssuch as achromatic and chromatic contrast, character size, and display resolution-influence character legibility (e.g., Arps, Erdmann, Neal, & Schlaepfer, 1969; Pastoor, Schwarz, & Beldie, 1983; S. L. Smith, 1979;Snyder & Taylor, 1979;Tinker, 1963;Van Nes & Bouma, 1980). Similarly, many tactile studies, especially in earlier years, have been concerned with optimizing raised print and graphics symbols (Biirklen, 1932;Gill & James, 1973;Nolan & Kederis, 1969; Nolan & Moms, 1971; Uniform Type Committee of the American Association of Workers for the Blind, 19 13, 19 15). In recent years there has been a shift, in both vision and touch research, toward more basic research concerned with understanding This research was supported by Grant 15 129 from NINCDS and by a grant from the Academic Senate of the University of California, Santa Barbara. The model was presented at the 1985 meetings of the Psychonomic Society and of the Psychological Society of Ribeirlo Preto, Slo Paulo, Brazil. The author is grateful to Gregory Ashby, Naofumi Fujita, Dominic Massaro, and James Townsend for helpful comments.On request, the author will provide an IBM 1.2 MB floppy disk containing the following: (a) a program for editing character sets, (b) the seven character sets of Experiment 1, (c) a C program implementing the model, and (d) the empirical and theoretical confusion matrices deal...