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For this purpose, Jensen introduces a two-pass approach in which the first pass consists computing the irradiance at selected points on the surface, and the second pass is evaluating the diffusion approximation using the precomputed irradiance values.
In dealing with certain category of word segments, created on Matra hierarchy, a sophisticated recognition technique, viz., two-pass approach [S. Basu, C. Chaudhury, M. Kundu, M. Nasipuri, D.K. Basu, A two pass approach to pattern classification, in: N.R. Pal et al. (Ed)., Lecture Notes in Computer Science, vol. 3316, ICONIP, Kolkata, 2004, pp. 781 786] is employed here.
For example, the two-pass approach is employed here for recognizing middle zone character segments, whereas recognition of middle zone modified shapes of Bangla script is done through simple template matching.
More importantly, automated mapping of the pair for each given video is a major problem, requiring a two-pass approach.
For some applications, such as real-time video streaming, the two-pass approach may not be applicable.
We processed the data from raw format following the standard procedures of a two-pass approach (Massonet and Feigl, 1998) using the GAMMA software (Wegmüller and Werner, 1997).
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Typically, Two pass approach coarsely classifies an unknown sample pattern in a group of pattern classes in first-pass.
Considering the large number of character classes, Two pass approach is chosen here with some important extensions.
The work presented here mainly involves recognition of handwritten Bangla characters using a soft computing paradigm embedded within the framework of previously developed Two pass approach.
Two major aspects of extensions made with Two pass approach here are development of an algorithmic approach for grouping of various pattern classes needed for the second pass and a soft computing methodology for optimal selection of local regions of character images for extraction of features, specific to each grouping of pattern classes.
Hence, this includes the two pass approach where one algorithm is employed to parse the video and HMMs classify the segments.
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