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Home > An Ocr System for Printed Nastaliq Script: A Segmentation Based Approach

An Ocr System for Printed Nastaliq Script: A Segmentation Based Approach

Thesis Info

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Author

Naz, Saeeda

Program

PhD

Institute

Hazara University

City

Mansehra

Province

KPK

Country

Pakistan

Thesis Completing Year

2016

Thesis Completion Status

Completed

Subject

Computer Science

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/9944/1/Saeeda%20Naz_Hazara_2016.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727700369

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Machine simulation of human reading has been a subject of intensive research for almost four decades. The latest improvements in recognition methods and systems for Latin script are very promising and matured product are available for those languages in the market. On the contrary, despite more than one decade of research in the field of Urdu Optical Character Recognition (OCR), the reading skill of the computer is still way behind that of human. Automatic Urdu character recognition is a challenging task due to less attention of researchers and intrinsic complexity of Urdu text. That is highly cursive and calligraphic nature, diagonality in writing, and vertical overlap between characters in a sub-word. In this research, we present a novel implicit segmentation based technique for development of an OCR for printed Nasta''liq text lines. This work introduces a novel and robust approach based on statistical models that provide solution for recognition of Nasta’liq style Urdu text. Unlike to classical approaches which segment text into words, ligatures or characters, we employ an implicit segmentation where text lines are recognized during segmentation. The developed system is evaluated on standard Urdu text databases and compared with the state-of-the-art recognition techniques proposed till date. In the proposed recognition system, we use two strategies, first is based on manual features and second on automatic features. In the first strategy, we split each text line image into small frames of width ‘n’ by using a sliding window and extract many features from each frame. These features are then concatenated to form a feature vector for the text line. In the second strategy, we extract features automatically by using the Multi-dimensional (MD) Long Short Term Memory (LSTM) model in one scenario and by Convolutional Neural Network (CNN) model in other scenario. Features extracted from the text lines along with their respective transcriptions are fed to a Recurrent Neural Network (RNN) for training or classification. Recognition is obtained by using MDLSTM based recognizers with the Connectionist Temporal Classification (CTC) output layer. The experiments conducted on a standard UPTI database yield promising results. We obtained 96.40% (3.6% error rate) recognition rates using manual features, 98% (2.0% error rate) using raw pixels based features and 98.12% (1.88% error rate) using CNN based features.
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بہت عجیب سا منظر دکھائی دیتا ہے

بہت عجیب سا منظر دکھائی دیتا ہے
اداس تیرے سوا گھر دکھائی دیتا ہے

اُسی کی ہوتی ہے عزت تمھاری محفل میں
کہ جس کے پاس کوئی زر دکھائی دیتا ہے

جسے نصیب ہوئی تیری دوستی ظالم
وہ اپنے آپ سے باہر دکھائی دیتا ہے

کہاں گئے جو فدا تم پہ جان کرتے تھے
فقط یہاں تو مرا سر دکھائی دیتا ہے

مرے غموں کا مداوا جنابِ گنجِ شکرؒ
مجھے تو آپؒ کا ہی در دکھائی دیتا ہے

Determinants of Lack of Family Planning in Grand Multiparous Women Lack of Family Planning in Grand Multiparous Women

Multiparity is a matter of great concern regarding the health of women as well as child. At the same time it has different determinants and socioeconomic backgrounds. Objective: To determine the determinants of lack of family planning in grand multiparous women. Methods: It is a descriptive cross sectional study including 271 GMP patients from DHQ Hospital Okara city. Mean age was 35 ± 10 years. Data was collected with the help of questionnaire and evaluated and analyzed using SPSS version 24. Mean and standard deviation was calculated for quantitative data and frequency and percentages for qualitative data. To measure the determinants of lack of family planning, chi square test was used. P values less than and equal to 0.05 were taken as significant. Results: Most of women belong to rural area 172(63.47%) and areMuslims 259(95.5%). Most of the families lie under upper lower 149 (54.8%) and lower middle group of income 71(26.1%). The reason of last pregnancy was desire for baby boy 66(24.4%), then husband’s wish 45(16.6%)and so on. There is a good association of socioeconomic status and residence of head of family as p < 0.05, (Results are 325.272a, df = 10, p=0.000). There is an association of Gravida and socioeconomic status of head of family as p<0.05. (27.294, df= 20, p=.05). There is a good association between reasons of last pregnancy and gravida as p<0.05, (41.920, df = 24, p=0.001). Conclusions: The grand multiparty is still very common in Okara Pakistan district, considering the easy availability of modern contraceptive methods but very few women are aware of it. The most popular explanation given for present pregnancy by grand multiparous women was an urge for baby boy followed by husband wish. Most of women are Muslims. Rural Women are more socio-economically down and they have grandermultiparty.

Fabrication, Characterization and Structural Study of Ferrites of Technical Importance

Ferrites are widely used in power electronics applications where the frequency range is from KHz to MHz. No other alternative materials except ferrites are available at such high frequencies. The areas of magnetic nanoparticles and thin films lead to revolutionary new approaches in basic and advanced magnetism, and are more effective in the field of high density storage media. The main objective of the present study was to produce single phase ferrites in the form of bulk, nano and thin films with improved structural, electrical and magnetic properties. This thesis examines the issue encountered in the growth, structural, microstructural, electrical and magnetic properties of ferrites in the form of bulk, nanoparticles and thin films. Here the materials examined include Cu 0.5 Zn 0.5 Fe 2- x Al x O 4 (x=0.0 to 0.5) ferrites prepared with solid state reaction method, Co 0.5 Mn 0.5 Fe 2 O 4 (calcined at 500, 600, 700, 800, 900°C), Mn 0.5 Cu 0.5-x Zn x Fe 2 O 4 (x=0.0 to 0.5), Mn 0.5 Cu 0.5-x Ni x Fe 2 O 4 (x=0.0 to 0.5) ferrites prepared with sol-gel combustion method and Fe 3 O 4 thin films prepared with pulsed laser deposition technique. The effect of Al3+ on the structural, electrical and magnetic properties were investigated in Cu 0.5 Zn 0.5 Fe 2-x Al x O 4 (x=0.0 to 0.5) ferrites prepared with solid state reaction method. Single phase cubic spinel structure was revealed by X-ray diffraction analysis. For all the samples, crystallite size remained in the range of 25-30 nm. Lattice constants of all the samples decreased, whereas porosity increased with increasing Al+3 concentration due to the substitution of smaller Al3+ ion (0.51 Å) for large Fe3+ ion (0.64 Å). Due to non-magnetic trend of Al3+ concentrations for a magnetic element Fe3+ at the B-site gradually decreased the saturation magnetization. Al+3 has significant impact on the dielectric constant ( ε /), tangent of dielectric loss angle (tanδ) and dielectric loss factor ( ε //). The possible reason for the variation in dielectric properties has been understood on the basis of space charge polarization. Three series of ferrites Co 0.5 Mn 0.5 Fe 2 O 4 (calcined at 500, 600, 700, 800, 900°C), Mn 0.5 Cu 0.5-x Zn x Fe 2 O 4 (x=0.0 to 0.5), Mn 0.5 Cu 0.5-x Ni x Fe 2 O 4 (x=0.0 to 0.5) were prepared by sol-gel combustion method. In Co 0.5 Mn 0.5 Fe 2 O 4 ferrites, crystallite size was determined with Scherrer’s formula. Crystallite size increases with calcination temperature but coercivity decreases. The decrease in coercivity at larger crystallite size can be attributed to domain walls. Single phase nanocrystalline Mn 0.5 Cu 0.5-x Zn x Fe 2 O 4 (x=0.0 to 0.5) ferrites were successfully prepared at low temperature of 300°C using citric acid as a fuel and nitrates as oxidants by sol-gel method. X-ray diffraction (XRD) and room temperature vibrating sample magnetometer (VSM) studies have been carried out in order to understand the structural and magnetic properties as a function of zinc concentration. The variations of observed lattice parameter and crystallite size have been explained by considering the larger ionic radius of zinc. The coercivity decreases as the crystallite size increases, attaining a minimum value of 46.32 Oe. This decrease at larger crystallite size could be due to three reasons. First, the crossover of single domain to multiphase domain, second combined effect of surface and surface anisotropy, third migration of Fe+3 ions from A to B-site. Another series of single phase nano-crystalline Mn 0.5 Cu 0.5- x Zn x Fe 2 O 4 (x=0.0 to 0.5) ferrites were successfully synthesized by combustion method at a temperature as low as 300°C. The presence of Ni2+ ions did not show a consistent trend in diffraction peaks shifting to either lower or higher angles. It was observed that with increasing nickel concentration, saturation magnetization (M s ) increased but coercivity (H c ) decreased which could be attributed to the substitution of soft ferromagnetic Ni2+ ions in place of diamagnetic Cu2+ ions. The minimum value of coercivity (87.20 Oe) was observed for the composition Mn 0.5 Ni 0.5 Fe 2 O 4 . Fe 3 O 4 thin films were deposited on Si(100) substrates with pulsed laser deposition technique. First we studied the effect of annealing and deposition temperature, and second the effect of annealing time of 30, 60 and 90 minutes on the structural and magnetic properties of Fe 3 O 4 thin films. Scanning electron microscopy, X-ray diffractometery and vibrating sample magnetometry were used to find the film thickness, Fe 3 O 4 phase and magnetic properties respectively. We demonstrate optimized deposition and annealing condition for an enhanced magnetization of 854 emu/cc that is very high as compared to the bulk sample. Effect of annealing time on Fe 3 O 4 thin films were studied by X-ray diffractometer and vibrating sample magnetometer. Single phase [111] oriented Fe 3 O 4 thin films independent of substrate orientation was obtained after ninety minutes annealing. This preferred [111] oriented growth was explained on the basis of the achievement of a thermodynamic stable state.