Title :
Performance metrics for document understanding systems
Author :
Kanai, J. ; Nartker, T.A. ; Rice, S.V. ; Nagy, G.
Author_Institution :
Inf. Sci. Res. Inst., Nevada Univ., Las Vegas, NV, USA
Abstract :
Requirements for the objective evaluation of automated data-entry systems are presented. Because the cost of correcting errors dominates the document conversion process, the most important characteristic of an OCR device is accuracy. However, different measures of accuracy (error metrics) are appropriate for different applications, and at the character, word, text-line, text-block, and document levels. For wholly objective assessment, OCR devices must be tested under programmed, rather than interactive, control
Keywords :
optical character recognition; performance evaluation; OCR device; automated data-entry systems; document understanding systems; error metrics; objective evaluation; Area measurement; Character recognition; Costs; Distortion measurement; Error correction; Measurement standards; Optical character recognition software; Optical devices; Optical variables control; Testing;
Conference_Titel :
Document Analysis and Recognition, 1993., Proceedings of the Second International Conference on
Conference_Location :
Tsukuba Science City
Print_ISBN :
0-8186-4960-7
DOI :
10.1109/ICDAR.1993.395703