Journal ArticleDOI
A Fuzzy Matching based Image Classification System for Printed and Handwritten Text Documents
Shalini Puri,Satya Prakash Singh +1 more
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TLDR
This article proposes a system that performs better than existing systems, and shows the results of experiments on this and other proposed systems.Abstract:
Thisarticleproposesabi-leveledimageclassificationsystemtoclassifyprintedandhandwritten Englishdocumentsintomutuallyexclusivepredefinedcategories.Theproposedsystemfollowsthe stepsofpreprocessing, segmentation, featureextraction, andSVMbasedcharacterclassification atlevel1,andwordassociationandfuzzymatchingbaseddocumentclassificationatlevel2.The systemarchitectureanditsmodularstructurediscussvarioustaskstagesandtheirfunctionalities. Further,acasestudyondocumentclassificationisdiscussedtoshowtheinternalscorecomputations ofwordsandkeywordswithfuzzymatching.Theexperimentsonproposedsystemillustratethatthe systemachievespromisingresultsinthetime-efficientmannerandachievesbetteraccuracywith lesscomputation timeforprinteddocuments thanhandwrittenones.Finally, theperformanceof theproposedsystemiscomparedwiththeexistingsystemsanditisobservedthatproposedsystem performsbetterthanmanyothersystems. KeywoRDS Confidence Computation, Document Image, Fuzzy Matching, Handwritten Documents, Performance Analysis, Printed Documents, SVM, Text Image Classification, Word Associationread more
Citations
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Intelligent Recognition and Teaching of English Fuzzy Texts Based on Fuzzy Computing and Big Data
Ling Liu,Sang-Bing Tsai +1 more
TL;DR: In this paper, in-depth research and analysis is conducted on the intelligent recognition and teaching of English fuzzy text through parallel projection and region expansion and the substring representation in the model ensures the generation of unregistered word vectors.
Applications of Text Detection and its Challenges: A Review
M. P. Nevetha,A. Baskar +1 more
TL;DR: In this article, the authors present a survey of text detection and recognition from images to a large extent, including general documents such as newspapers, books and magazines, forms, scientific documents, maps, architectural and engineering drawings, and scene images with textual information.
Journal ArticleDOI
Advanced Applications on Bilingual Document Analysis and Processing Systems
Shalini Puri,Satya Prakash Singh +1 more
TL;DR: A journey of bilingual NLP and image-based document classification systems is discussed and an overview of their methods, feature extraction techniques, document sets, classifiers, and accuracy for English-Hindi and other language pairs is provided.
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Opinion Classification of Product Reviews Using Naïve Bayes, Logistic Regression and Sentiwordnet: Challenges and Survey
A Dadhich,B Thankachan +1 more
TL;DR: A detailed review and comparative analysis of various existing sentiment analysis algorithms especially for the Amazon products, which have worked upon the supervised learning techniques called Naïve Bayes, logistic regression and SentiWordNet are presented.
References
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Proceedings ArticleDOI
Script Identification A Han and Roman Script Perspective
TL;DR: This work proposes a system to address the problem of identification of scripts from a single document page using directional features along with a Gaussian Kernel-based Support Vector Machine, and gets promising results.
Proceedings ArticleDOI
Machine printed handwritten text discrimination using Radon transform and SVM classifier
ET-Tahir Zemouri,Youcef Chibani +1 more
TL;DR: This paper addresses the problem of identifying each type by using the Radon transform and Support Vector Machines, which is conducted at three steps: preprocessing, feature generation and classification.
Journal ArticleDOI
Word-Wise Thai and Roman Script Identification
TL;DR: An SVM-based method is proposed for identification of word-wise printed Roman and Thai scripts from a single line of a document page and it is obtained 99.62% script identification accuracy from the proposed scheme.
Proceedings ArticleDOI
A fuzzy approach for word level script identification of text in low resolution display board images using wavelet features
S. A. Angadi,M. M. Kodabagi +1 more
TL;DR: A new fuzzy based approach for word level script identification of text in low resolution images of display boards is presented that is robust and insensitive to the variations in size and style of font, number of characters, thickness and spacing between characters, noise, and other degradations.
Proceedings ArticleDOI
A technical study and analysis of text classification techniques in N - Lingual documents
Shalini Puri,Satya Prakash Singh +1 more
TL;DR: A technical study and analysis is presented to show N-lingual document classification for normal text, printed and handwritten documents and three statistically analyzed charts are shown, which are based on content type classification, language-mode pair and most-to-least preferred languages of existing algorithms.