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Proposition to distinguish machine-printed from handwritten Arabic and Latin words

Asma Saidani, Afef Kacem Echi, Abdel Belaid
2014 2014 Information and Communication Technologies Innovation and Application (ICTIA)  
We successfully employed many features to distinguish between handwritten and machine-printed Arabic and Latin scripts at word level.  ...  Some of them are previously used in the literature, and the others are here proposed. The new proposed structural features are intrinsic to Arabic and Latin scripts.  ...  Recall that [12] proposed an identification system, at word level, based on steerable pyramid transform and using k-NN as classifier. Table VIII summarizes the obtained results.  ... 
doi:10.1109/ictia.2014.7883770 fatcat:rrqzk3rr3rfb3fqbnidi524qym

How to separate between Machine-Printed/Handwritten and Arabic/Latin Words?

Afef Kacem, Asma Saidani, Abdel Belaid
2014 ELCVIA Electronic Letters on Computer Vision and Image Analysis  
This paper gathers some contributions to script and its nature identification.  ...  They include some well established features, previously used in the literature, and new structural features which are intrinsic to Arabic and Latin scripts.  ...  Recall that [12] proposed an identification system, at word level, based on steerable pyramid transform and using k-NN as classifier.  ... 
doi:10.5565/rev/elcvia.572 fatcat:ibrnwu7awnfbnmbccnnx2s2k4i

Arabic/Latin and Machine-printed/Handwritten Word Discrimination using HOG-based Shape Descriptor

Asma Saidani, Afef Kacem, Abdel Belaid
2015 ELCVIA Electronic Letters on Computer Vision and Image Analysis  
In this paper, we present an approach for Arabic and Latin script and its type identification based on Histogram of Oriented Gradients (HOG) descriptors.  ...  Experimental results on a set of words, extracted from standard databases, show that our identification system is robust and provides good word script and type identification: 99.07% of words are correctly  ...  Authors in [7] proposed a script identification system, at word level, based on steerable pyramid transform.  ... 
doi:10.5565/rev/elcvia.762 fatcat:mlnvtrpzcvgmpjogmz3bptwxvi

Last Teen Pixels for Arabic Font Size and Style Recognition

Abdelouahed Ait Ider, Said Nouri, Abdelkrim Maarir
2021 International Journal of Online and Biomedical Engineering (iJOE)  
This classifier is compared in the first time with Back propagation Neural Network and Steerable Pyramid (SP) algorithm to re cognize three font families, then in the second time with Gaussian Mixture  ...  Pixels Continuity (PC) algorithm in different matrix direction and some histogram statistics to extract 20 features.  ...  Figure 14 illustrate the comparisons between proposed system using pixel Continuity (PC) and Statistical Features (SF) based on majority vote of three KNN and Steerable Pyramid using in the first time  ... 
doi:10.3991/ijoe.v17i12.25065 fatcat:djnfdmmkojagjefrz2oyd2uybq

An Approach to Script Identification in Multi-language Text Image

Mingji Piao, Rongyi Cui
2013 2013 6th International Conference on Intelligent Networks and Intelligent Systems  
A character level script identification method to identify Korean, Chinese and English scripts using PCA is proposed in this paper.  ...  The experiment results show that proposed method achieved 99.78% high accuracy for correct segmentation which effectively solved the script identification problem for multi-language text image contains  ...  In previous work, several methods of automatic script identification have been developed so far, such as, steerable pyramid [2, 5] , multi-wavelet transform [7] , Gabor filters [11, 13] etc. feature  ... 
doi:10.1109/icinis.2013.70 fatcat:4yyt45cel5b3fness5nehvnnje

Study of Different Features and Classification Techniques for Recognition of Handwritten Devanagari Text

Vijay Vijay, M U Kharat, S V Gumaste
2018 International Journal of Engineering & Technology  
Devanagari script is most popular and an older script in India.  ...  Different features and techniques of classification are the most important steps in the process of recognizing Devanagari handwritten word, are described in this paper.  ...  Fractal based features 24. Steerable pyramid based features Script Dependent Feature Set: 1. Textual symbol: character fragments, discrete characters, ad- joined characters, whole word, 2.  ... 
doi:10.14419/ijet.v7i4.19.28285 fatcat:5vziba6hgjhchetwyzsrvqclya

Language Identification in Document Images

P. Barlas, D. Hebert, C. Chatelain, S. Adam, T. Paquet
2016 IS&T International Symposium on Electronic Imaging Science and Technology  
The methods for the writing type recognition and the script discrimination are based on the analysis of the connected components while the language identification approach relies on a statistical text  ...  To handle such a problem, we propose a system that performs the following sub-tasks: writing type identification (printed/handwritten), script identification and language identification.  ...  Writing type and script identification methods are based on a same approach using a codebook-based feature set.  ... 
doi:10.2352/issn.2470-1173.2016.17.drr-058 fatcat:ly7eygv2bvasbgbaomykloleva

Language Identification in Document Images

P. Barlas, D. Hebert, C. Chatelain, S. Adam, T. Paquet
2016 Journal of Imaging Science and Technology  
The methods for the writing type recognition and the script discrimination are based on the analysis of the connected components while the language identification approach relies on a statistical text  ...  To handle such a problem, we propose a system that performs the following sub-tasks: writing type identification (printed/handwritten), script identification and language identification.  ...  Writing type and script identification methods are based on a same approach using a codebook-based feature set.  ... 
doi:10.2352/j.imagingsci.technol.2016.60.1.010407 fatcat:g7ho7crb3rb6zc24q46mglicjy

Density Based Script Identification of a Multilingual Document Image

Rumaan Bashir, S. M. K. Quadri
2015 International Journal of Image Graphics and Signal Processing  
, top & bottom profiles [11] [12] , vertical & horizontal profiles [13] , steerable pyramid features [14] , texture features [15] & wavelet energy histogram.  ...  Texture features have also been used to determine the script of document images based on the concept that text has a particular visual appearance and a distinct visual texture [24] .  ... 
doi:10.5815/ijigsp.2015.02.02 fatcat:otdlbu45r5cszlr7bjbwr6hybe

A System for Handwritten Script Identification From Indian Document

Sk Md Obaidullah, Supratik Kundu Das, Kaushik Roy
2013 Journal of Pattern Recognition Research  
Using some Abstract/Mathematical features, Structure based features and Script dependent features, series of classifiers were used.  ...  In this paper we have identified scripts written by popular six official languages of India. Here we have used very simple and efficient features at document level for the same.  ...  Fractal based features 24. Steerable pyramid based features 3. Script Dependent 1. Textual symbol: character fragments, discrete characters, adjoined characters, whole word Feature 2.  ... 
doi:10.13176/11.485 fatcat:3uu4wmgewrgrlorox7sox3mc44

A New Computational Method for Arabic Calligraphy Style Representation and Classification

Zineb Kaoudja, Mohammed Lamine Kherfi, Belal Khaldi
2021 Applied Sciences  
The results confirmed the outperformance of both individual and combine features coded by our descriptor.  ...  These indices were transformed into a descriptor that defines, for each calligraphy style, a set of specific features.  ...  In [11, 12] , the former method has been reinforced against scale changes by using a steerable pyramid texture. Hussein.  ... 
doi:10.3390/app11114852 fatcat:voqq76tpejg3fdbo2dg2z75hvm

The Dynamics of Lexical Competition During Spoken Word Recognition

James S.Magnuson, James A.Dixon, Michael K.Tanenhaus, Richard N.Aslin
2007 Cognitive Science  
In contrast, we use the steerable pyramid (a set of Gaussian derivatives) at different scales and orientations.  ...  Notes In principle, the steerable pyramid can be used to detect the contours. Also referred to in Steyvers and Busey (2000). One point should be noted about the third effect.  ... 
doi:10.1207/s15516709cog3101_5 fatcat:3ckbk2kmbvgcbcsfpcndt36lyi

Multimodal Saliency and Fusion for Movie Summarization Based on Aural, Visual, and Textual Attention

Georgios Evangelopoulos, Athanasia Zlatintsi, Alexandros Potamianos, Petros Maragos, Konstantinos Rapantzikos, Georgios Skoumas, Yannis Avrithis
2013 IEEE transactions on multimedia  
The produced summaries, based on low-level features and content-independent fusion and selection, are of subjectively high aesthetic and informative quality.  ...  Multimodal streams of sensory information are naturally parsed and integrated by humans using signal-level feature extraction and higher level cognitive processes.  ...  Malandrakis and I. Rodomagoulakis for the additional movie annotations, T.  ... 
doi:10.1109/tmm.2013.2267205 fatcat:jjt7xmjh5narlm5wr2strvrqza

DOCUMENT IMAGE FORGERY AND DETECTION METHODS USING IMAGE PROCESSING TECHNIQUES – A REVIEW

2022 International Research Journal of Modernization in Engineering Technology and Science  
Texts on real estate agreements, for instance, can be changed to make an illegal deal, and the date on a plane ticket can be changed to get past security and into airport terminals.  ...  and comparing their best results for further improvement.  ...  This method extracts features from the merged image based on quality measurements and histogram-based features.  ... 
doi:10.56726/irjmets29313 fatcat:dledwy3xt5g45ks544qlvrmvgi

Visual Object Recognition

Kristen Grauman, Bastian Leibe
2011 Synthesis Lectures on Artificial Intelligence and Machine Learning  
Hough transform; window-based descriptors, histograms of oriented gradients and rectangular features; part-based models, star graph models and fully connected constellations; pyramid match kernels; detection  ...  KEYWORDS global representations versus local descriptors; detection and description of local invariant features; efficient algorithms for matching local features, tree-based and hashingbased search algorithms  ...  Acknowledgments This project began after we gave a tutorial on the subject at AAAI 2008; we thank the conference organizers for hosting that event and the attendees for their questions and feedback.  ... 
doi:10.2200/s00332ed1v01y201103aim011 fatcat:fhz7aokkfjav7fuauuorfstq4y
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