Optical Character Recognition Systems for Different Languages with Soft Computing

Arindam Chaudhuri, Krupa Mandaviya, Pratixa Badelia, Soumya K Ghosh (Autoren)

Buch | Softcover

XIX, 248 Seiten

2018 | Softcover reprint of the original 1st ed. 2017
Springer International Publishing (Verlag)
9783319843575 (ISBN)

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The book offers a comprehensive survey of soft-computing models for optical character recognition systems. The various techniques, including fuzzy and rough sets, artificial neural networks and genetic algorithms, are tested using real texts written in different languages, such as English, French, German, Latin, Hindi and Gujrati, which have been extracted by publicly available datasets. The simulation studies, which are reported in details here, show that soft-computing based modeling of OCR systems performs consistently better than traditional models. Mainly intended as state-of-the-art survey for postgraduates and researchers in pattern recognition, optical character recognition and soft computing, this book will be useful for professionals in computer vision and image processing alike, dealing with different issues related to optical character recognition.

1 Introduction.-2 Optical Character Recognition Systems.-3 Soft Computing Techniques for Optical Character Recognition Systems.-4 Optical Character Recognition Systems for English language.-5 Optical Character Recognition Systems for French language.-6 Optical Character Recognition Systems for German language.-7 Optical Character Recognition Systems for Latin language.-8 Optical Character Recognition Systems for Hindi language.-9 Optical Character Recognition Systems for Gujrati language.-10 Summary and Future Research.-Index.

Erscheint lt. Verlag	7.7.2018
Reihe/Serie	Studies in Fuzziness and Soft Computing
Zusatzinfo	XIX, 248 p. 95 illus.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	415 g
Themenwelt	Geisteswissenschaften ► Sprach- / Literaturwissenschaft ► Sprachwissenschaft
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Technik
Schlagworte	Digitizing Texts • Fuzzy Feature Extraction • Fuzzy Rough Support Vector Machines • Machine-encoded Texts • OCR Errors • OCR Technology • Recognition Accuracy • Soft Computing Models for OCR Systems • Uncertain and Vague Information • Uncertainty Techniques
ISBN-13	9783319843575 / 9783319843575
Zustand	Neuware