Submit Search
Upload
IRJET-Optical Character Recognition using ANN
•
0 likes
•
15 views
IRJET Journal
Follow
https://www.irjet.net/archives/V6/i5/IRJET-V6I51214.pdf
Read less
Read more
Engineering
Report
Share
Report
Share
1 of 4
Download now
Download to read offline
Recommended
V.karthikeyan published article
V.karthikeyan published article
KARTHIKEYAN V
IRJET- Object Detection using Hausdorff Distance
IRJET- Object Detection using Hausdorff Distance
IRJET Journal
SEGMENTATION OF CHARACTERS WITHOUT MODIFIERS FROM A PRINTED BANGLA TEXT
SEGMENTATION OF CHARACTERS WITHOUT MODIFIERS FROM A PRINTED BANGLA TEXT
cscpconf
BAG OF VISUAL WORDS FOR WORD SPOTTING IN HANDWRITTEN DOCUMENTS BASED ON CURVA...
BAG OF VISUAL WORDS FOR WORD SPOTTING IN HANDWRITTEN DOCUMENTS BASED ON CURVA...
ijcsit
Classifier fusion method to recognize
Classifier fusion method to recognize
IJCI JOURNAL
GEOMETRIC CORRECTION FOR BRAILLE DOCUMENT IMAGES
GEOMETRIC CORRECTION FOR BRAILLE DOCUMENT IMAGES
csandit
Logo Matching for Document Image Retrieval Using SIFT Descriptors
Logo Matching for Document Image Retrieval Using SIFT Descriptors
IJERA Editor
FINGERPRINT MATCHING USING HYBRID SHAPE AND ORIENTATION DESCRIPTOR -AN IMPROV...
FINGERPRINT MATCHING USING HYBRID SHAPE AND ORIENTATION DESCRIPTOR -AN IMPROV...
IJCI JOURNAL
Recommended
V.karthikeyan published article
V.karthikeyan published article
KARTHIKEYAN V
IRJET- Object Detection using Hausdorff Distance
IRJET- Object Detection using Hausdorff Distance
IRJET Journal
SEGMENTATION OF CHARACTERS WITHOUT MODIFIERS FROM A PRINTED BANGLA TEXT
SEGMENTATION OF CHARACTERS WITHOUT MODIFIERS FROM A PRINTED BANGLA TEXT
cscpconf
BAG OF VISUAL WORDS FOR WORD SPOTTING IN HANDWRITTEN DOCUMENTS BASED ON CURVA...
BAG OF VISUAL WORDS FOR WORD SPOTTING IN HANDWRITTEN DOCUMENTS BASED ON CURVA...
ijcsit
Classifier fusion method to recognize
Classifier fusion method to recognize
IJCI JOURNAL
GEOMETRIC CORRECTION FOR BRAILLE DOCUMENT IMAGES
GEOMETRIC CORRECTION FOR BRAILLE DOCUMENT IMAGES
csandit
Logo Matching for Document Image Retrieval Using SIFT Descriptors
Logo Matching for Document Image Retrieval Using SIFT Descriptors
IJERA Editor
FINGERPRINT MATCHING USING HYBRID SHAPE AND ORIENTATION DESCRIPTOR -AN IMPROV...
FINGERPRINT MATCHING USING HYBRID SHAPE AND ORIENTATION DESCRIPTOR -AN IMPROV...
IJCI JOURNAL
A Hybrid Technique for Shape Matching Based on chain code and DFS Tree
A Hybrid Technique for Shape Matching Based on chain code and DFS Tree
IOSR Journals
Text Extraction from Image using Python
Text Extraction from Image using Python
ijtsrd
Cl4301502506
Cl4301502506
IJERA Editor
Prediction of Interpolants in Subsampled Radargram Slices
Prediction of Interpolants in Subsampled Radargram Slices
ijtsrd
Devnagari handwritten numeral recognition using geometric features and statis...
Devnagari handwritten numeral recognition using geometric features and statis...
Vikas Dongre
50120130406021
50120130406021
IAEME Publication
Modified approach to transform arc from text to linear form text a preproces...
Modified approach to transform arc from text to linear form text a preproces...
sipij
Predicting growth of urban agglomerations through fractal analysis of geo spa...
Predicting growth of urban agglomerations through fractal analysis of geo spa...
Indicus Analytics Private Limited
Dimensionality Reduction and Feature Selection Methods for Script Identificat...
Dimensionality Reduction and Feature Selection Methods for Script Identificat...
ITIIIndustries
Appearance based face recognition by pca and lda
Appearance based face recognition by pca and lda
IAEME Publication
G1802033543
G1802033543
IOSR Journals
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)
IJERD Editor
OPTICAL CHARACTER RECOGNITION USING RBFNN
OPTICAL CHARACTER RECOGNITION USING RBFNN
AM Publications
DEVNAGARI DOCUMENT SEGMENTATION USING HISTOGRAM APPROACH
DEVNAGARI DOCUMENT SEGMENTATION USING HISTOGRAM APPROACH
ijcseit
Zernike moment of invariants for effective image retrieval using gaussian fil...
Zernike moment of invariants for effective image retrieval using gaussian fil...
IAEME Publication
RECOGNITION AND CONVERSION OF HANDWRITTEN MODI CHARACTERS
RECOGNITION AND CONVERSION OF HANDWRITTEN MODI CHARACTERS
International Journal of Technical Research & Application
IRJET- Photo Optical Character Recognition Model
IRJET- Photo Optical Character Recognition Model
IRJET Journal
BLOB DETECTION TECHNIQUE USING IMAGE PROCESSING FOR IDENTIFICATION OF MACHINE...
BLOB DETECTION TECHNIQUE USING IMAGE PROCESSING FOR IDENTIFICATION OF MACHINE...
ijiert bestjournal
IRJET- Intelligent Character Recognition of Handwritten Characters
IRJET- Intelligent Character Recognition of Handwritten Characters
IRJET Journal
IRJET- Advanced Character based Recognition and Phone Handling for Blind ...
IRJET- Advanced Character based Recognition and Phone Handling for Blind ...
IRJET Journal
IRJET- Optical Character Recognition using Image Processing
IRJET- Optical Character Recognition using Image Processing
IRJET Journal
IRJET- Scandroid: A Machine Learning Approach for Understanding Handwritten N...
IRJET- Scandroid: A Machine Learning Approach for Understanding Handwritten N...
IRJET Journal
More Related Content
What's hot
A Hybrid Technique for Shape Matching Based on chain code and DFS Tree
A Hybrid Technique for Shape Matching Based on chain code and DFS Tree
IOSR Journals
Text Extraction from Image using Python
Text Extraction from Image using Python
ijtsrd
Cl4301502506
Cl4301502506
IJERA Editor
Prediction of Interpolants in Subsampled Radargram Slices
Prediction of Interpolants in Subsampled Radargram Slices
ijtsrd
Devnagari handwritten numeral recognition using geometric features and statis...
Devnagari handwritten numeral recognition using geometric features and statis...
Vikas Dongre
50120130406021
50120130406021
IAEME Publication
Modified approach to transform arc from text to linear form text a preproces...
Modified approach to transform arc from text to linear form text a preproces...
sipij
Predicting growth of urban agglomerations through fractal analysis of geo spa...
Predicting growth of urban agglomerations through fractal analysis of geo spa...
Indicus Analytics Private Limited
Dimensionality Reduction and Feature Selection Methods for Script Identificat...
Dimensionality Reduction and Feature Selection Methods for Script Identificat...
ITIIIndustries
Appearance based face recognition by pca and lda
Appearance based face recognition by pca and lda
IAEME Publication
G1802033543
G1802033543
IOSR Journals
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)
IJERD Editor
OPTICAL CHARACTER RECOGNITION USING RBFNN
OPTICAL CHARACTER RECOGNITION USING RBFNN
AM Publications
DEVNAGARI DOCUMENT SEGMENTATION USING HISTOGRAM APPROACH
DEVNAGARI DOCUMENT SEGMENTATION USING HISTOGRAM APPROACH
ijcseit
Zernike moment of invariants for effective image retrieval using gaussian fil...
Zernike moment of invariants for effective image retrieval using gaussian fil...
IAEME Publication
RECOGNITION AND CONVERSION OF HANDWRITTEN MODI CHARACTERS
RECOGNITION AND CONVERSION OF HANDWRITTEN MODI CHARACTERS
International Journal of Technical Research & Application
What's hot
(16)
A Hybrid Technique for Shape Matching Based on chain code and DFS Tree
A Hybrid Technique for Shape Matching Based on chain code and DFS Tree
Text Extraction from Image using Python
Text Extraction from Image using Python
Cl4301502506
Cl4301502506
Prediction of Interpolants in Subsampled Radargram Slices
Prediction of Interpolants in Subsampled Radargram Slices
Devnagari handwritten numeral recognition using geometric features and statis...
Devnagari handwritten numeral recognition using geometric features and statis...
50120130406021
50120130406021
Modified approach to transform arc from text to linear form text a preproces...
Modified approach to transform arc from text to linear form text a preproces...
Predicting growth of urban agglomerations through fractal analysis of geo spa...
Predicting growth of urban agglomerations through fractal analysis of geo spa...
Dimensionality Reduction and Feature Selection Methods for Script Identificat...
Dimensionality Reduction and Feature Selection Methods for Script Identificat...
Appearance based face recognition by pca and lda
Appearance based face recognition by pca and lda
G1802033543
G1802033543
Welcome to International Journal of Engineering Research and Development (IJERD)
Welcome to International Journal of Engineering Research and Development (IJERD)
OPTICAL CHARACTER RECOGNITION USING RBFNN
OPTICAL CHARACTER RECOGNITION USING RBFNN
DEVNAGARI DOCUMENT SEGMENTATION USING HISTOGRAM APPROACH
DEVNAGARI DOCUMENT SEGMENTATION USING HISTOGRAM APPROACH
Zernike moment of invariants for effective image retrieval using gaussian fil...
Zernike moment of invariants for effective image retrieval using gaussian fil...
RECOGNITION AND CONVERSION OF HANDWRITTEN MODI CHARACTERS
RECOGNITION AND CONVERSION OF HANDWRITTEN MODI CHARACTERS
Similar to IRJET-Optical Character Recognition using ANN
IRJET- Photo Optical Character Recognition Model
IRJET- Photo Optical Character Recognition Model
IRJET Journal
BLOB DETECTION TECHNIQUE USING IMAGE PROCESSING FOR IDENTIFICATION OF MACHINE...
BLOB DETECTION TECHNIQUE USING IMAGE PROCESSING FOR IDENTIFICATION OF MACHINE...
ijiert bestjournal
IRJET- Intelligent Character Recognition of Handwritten Characters
IRJET- Intelligent Character Recognition of Handwritten Characters
IRJET Journal
IRJET- Advanced Character based Recognition and Phone Handling for Blind ...
IRJET- Advanced Character based Recognition and Phone Handling for Blind ...
IRJET Journal
IRJET- Optical Character Recognition using Image Processing
IRJET- Optical Character Recognition using Image Processing
IRJET Journal
IRJET- Scandroid: A Machine Learning Approach for Understanding Handwritten N...
IRJET- Scandroid: A Machine Learning Approach for Understanding Handwritten N...
IRJET Journal
Design and Description of Feature Extraction Algorithm for Old English Font
Design and Description of Feature Extraction Algorithm for Old English Font
IRJET Journal
IRJET- Offline Transcription using AI
IRJET- Offline Transcription using AI
IRJET Journal
Character recognition for bi lingual mixed-type characters using artificial n...
Character recognition for bi lingual mixed-type characters using artificial n...
eSAT Publishing House
Volume 2-issue-6-2009-2015
Volume 2-issue-6-2009-2015
Editor IJARCET
Volume 2-issue-6-2009-2015
Volume 2-issue-6-2009-2015
Editor IJARCET
IRJET- Cheque Bounce Detection System using Image Processing
IRJET- Cheque Bounce Detection System using Image Processing
IRJET Journal
IRJET- Document Layout analysis using Inverse Support Vector Machine (I-SV...
IRJET- Document Layout analysis using Inverse Support Vector Machine (I-SV...
IRJET Journal
Document Layout analysis using Inverse Support Vector Machine (I-SVM) for Hin...
Document Layout analysis using Inverse Support Vector Machine (I-SVM) for Hin...
IRJET Journal
IRJET- Automatic Data Collection from Forms using Optical Character Recognition
IRJET- Automatic Data Collection from Forms using Optical Character Recognition
IRJET Journal
Handwritten Digit Recognition Using CNN
Handwritten Digit Recognition Using CNN
IRJET Journal
Product Label Reading System for visually challenged people
Product Label Reading System for visually challenged people
IRJET Journal
Optical character recognition IEEE Paper Study
Optical character recognition IEEE Paper Study
Er. Ashish Pandey
Implementation of Computer Vision Applications using OpenCV in C++
Implementation of Computer Vision Applications using OpenCV in C++
IRJET Journal
IRJET- Image to Text Conversion using Tesseract
IRJET- Image to Text Conversion using Tesseract
IRJET Journal
Similar to IRJET-Optical Character Recognition using ANN
(20)
IRJET- Photo Optical Character Recognition Model
IRJET- Photo Optical Character Recognition Model
BLOB DETECTION TECHNIQUE USING IMAGE PROCESSING FOR IDENTIFICATION OF MACHINE...
BLOB DETECTION TECHNIQUE USING IMAGE PROCESSING FOR IDENTIFICATION OF MACHINE...
IRJET- Intelligent Character Recognition of Handwritten Characters
IRJET- Intelligent Character Recognition of Handwritten Characters
IRJET- Advanced Character based Recognition and Phone Handling for Blind ...
IRJET- Advanced Character based Recognition and Phone Handling for Blind ...
IRJET- Optical Character Recognition using Image Processing
IRJET- Optical Character Recognition using Image Processing
IRJET- Scandroid: A Machine Learning Approach for Understanding Handwritten N...
IRJET- Scandroid: A Machine Learning Approach for Understanding Handwritten N...
Design and Description of Feature Extraction Algorithm for Old English Font
Design and Description of Feature Extraction Algorithm for Old English Font
IRJET- Offline Transcription using AI
IRJET- Offline Transcription using AI
Character recognition for bi lingual mixed-type characters using artificial n...
Character recognition for bi lingual mixed-type characters using artificial n...
Volume 2-issue-6-2009-2015
Volume 2-issue-6-2009-2015
Volume 2-issue-6-2009-2015
Volume 2-issue-6-2009-2015
IRJET- Cheque Bounce Detection System using Image Processing
IRJET- Cheque Bounce Detection System using Image Processing
IRJET- Document Layout analysis using Inverse Support Vector Machine (I-SV...
IRJET- Document Layout analysis using Inverse Support Vector Machine (I-SV...
Document Layout analysis using Inverse Support Vector Machine (I-SVM) for Hin...
Document Layout analysis using Inverse Support Vector Machine (I-SVM) for Hin...
IRJET- Automatic Data Collection from Forms using Optical Character Recognition
IRJET- Automatic Data Collection from Forms using Optical Character Recognition
Handwritten Digit Recognition Using CNN
Handwritten Digit Recognition Using CNN
Product Label Reading System for visually challenged people
Product Label Reading System for visually challenged people
Optical character recognition IEEE Paper Study
Optical character recognition IEEE Paper Study
Implementation of Computer Vision Applications using OpenCV in C++
Implementation of Computer Vision Applications using OpenCV in C++
IRJET- Image to Text Conversion using Tesseract
IRJET- Image to Text Conversion using Tesseract
More from IRJET Journal
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
IRJET Journal
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
IRJET Journal
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
IRJET Journal
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
IRJET Journal
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
IRJET Journal
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
IRJET Journal
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
IRJET Journal
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
IRJET Journal
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
IRJET Journal
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
IRJET Journal
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
IRJET Journal
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
IRJET Journal
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
IRJET Journal
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
IRJET Journal
React based fullstack edtech web application
React based fullstack edtech web application
IRJET Journal
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
IRJET Journal
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
IRJET Journal
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
IRJET Journal
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
IRJET Journal
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
IRJET Journal
More from IRJET Journal
(20)
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
React based fullstack edtech web application
React based fullstack edtech web application
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Recently uploaded
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
Suhani Kapoor
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
SIVASHANKAR N
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
RajaP95
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
rknatarajan
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
rknatarajan
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
RajaP95
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Call Girls in Nagpur High Profile
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
ranjana rawat
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
KurinjimalarL3
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
upamatechverse
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
upamatechverse
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
Suhani Kapoor
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
ranjana rawat
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
Soham Mondal
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls in Nagpur High Profile
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
purnimasatapathy1234
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
pranjaldaimarysona
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur High Profile
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
upamatechverse
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Dr.Costas Sachpazis
Recently uploaded
(20)
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
IRJET-Optical Character Recognition using ANN
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8167 Optical Character Recognition using ANN Shilpa Choudhary1 1Associate Professor, Department of Electronics and Communication Engineering, G. L. Bajaj Institute Of Technology and Management, Greater Noida, INDIA ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Optical Character Recognition (OCR) is a type of PC vision that concentrates alphanumeric characters from a computerized picture. The innovation can be utilized for digitizing printed content, penmanship acknowledgment, and making computerized picturesaccessibleforcontent. Standard example acknowledgment strategies thathavebeeneffectively connected to OCR incorporate point by point worldwide correlations, worldwide changes, extraction of nearby properties, format coordinating, investigation by methods for ebbs and flows and auxiliary techniques. In any case, the use of these techniques for manually written character acknowledgment is discussable on accountofthevastvarieties of character shapes coming about because of composing propensities, style, training, district of starting point, social condition, state of mind, wellbeing and different states of the author. In addition, factors, for example, the composition instrument, composing surface, examining techniques, and so on likewise radically influence the effective of standard character acknowledgment calculations. In this paper we will discuss about to make an application interface for Optical Character Recognition that would utilize an Artificial Neural Network (ANN) as the backend to tackle the arrangement issue. Key Words: OCR, ANN, Offline handwritten text, online handwritten text. 1. INTRODUCTION Optical character Recognition (OCR) is a very well- considered issue in the immense territory of example acknowledgment. Its roots can be found as right on time as 1870 when a picturetransmissionframework wasdeveloped which utilized a variety of photocells to perceive designs. Until the center of the twentieth century OCR wasessentially created as a guide to the outwardly impaired. With the appearance of computerized PCs during the 1940s, OCR was acknowledged as an information preparing approach out of the blue. The principal business OCR frameworks started to show up in the mid 1950s and soon they were being utilized by the US postal support of sort mail. Different territories including acknowledgment of hand printing, cursive penmanship, and printed message in different contents (particularly those with an enormous number of characters) are as yet the subject of dynamic research." The real plans in OCR beginning from the moderately simpler to the most troublesome are as per the following. Fixed-textual style character acknowledgment is the acknowledgment of explicit textual styles(Ariel,Courier, and so forth.) of typewritten characters. On-line characteracknowledgmentistheacknowledgmentof single hand-drawn characters where the character pictureis given as well as the planning data of each stroke. Handwritten character acknowledgment is the acknowledgment of single hand-drawn characters of a letter set which are detached and not written in calligraphy. Script acknowledgment is the acknowledgment of unlimited written by hand characters which might be associated and cursive. The objective of this paper is to makeanapplicationinterface for Optical Character Recognition that would utilize an Artificial Neural Network as the backend to take care of the arrangement issue. It was initially roused by Sural and Das (1999), which reports utilizing a multi-layer recognitions way to deal with do OCR for an Indian language,tobespecific Bengali. Be that as it may, the methodologyshouldwork with English also. 2. TYPES OF OCR OCR are of three types – 2.1 Offline Handwritten Text A handwritten content of an individual and thenisconverted in to advanced configuration utilizing scanner after process of filtration is called an offline handwritten text. 2.2 Online Handwritten Text Online transcribed content is the one composed straightforwardly on a digitized tablet consisting of stylus. The yield is an arrangement of x-y organizesthatexpresspen position just as other data, for example, weight (applied by the essayist) and speed of composing.
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8168 2.3 Machine Printed Text Machine is used to print the content and is quite common in our daily life. Created with help of counterbalance forms.E.g. laser printer, inkjet printer etc. 3. Uses of OCR In order to change over the reports of various kinds we use OCR technology. It helps in converting the PDF documents and images which are captured by an technological sound camera into an editable and readable data. The OCR innovation could be used for following activities as well: Handling checks Recording library materials Putting away records, seeking content and removing information from paper based reports. 4. Benefits and Pitfalls of OCR OCR Technology not only offers advantages but a few shortfalls also. The advantages of the OCT are mentioned below: We can scan and preserve the historical documents. We can also convert the historical scanned documents into text which support searching feature OCR also facilitates obtaining the scanned data in shortest possible time and it is user friendly. The short comings of OCR are to be known are mentioned below: The effectiveness of OCR diminishes if font size of the document is below 10. It we consider the threshold value than the necessary pixels of scanning also is compromised, hence decreasing quality. 5. Proposed Approach The target of the paper is to build up an OCR for transcribed numeric characters and filteredpicture,forexample, number plate and some other checked picture. The contribution to the framework would be an examined picture content and yield would be a perceivedin Computermeaningful rendition of information substance. Following were the fundamental goals of the venture. 5.1 Text lines ought to be practically straight The sentences inputted to the OCR ought not have huge inclines. They ought to be practically straight. In spite of the fact that the framework is sufficiently powerful to deal with lines with slants of 10-20 degrees. 5.2 Image ought to be without clamor Another suspicion about the information picture of Hindi content ought to be without commotion. This presumption does not diminish the intricacy of the issue as this is only a piece of preprocessing module. A loud picture can be made commotion free by applying standard capacities and procedures. These were avoidedbecauseoftimeimperatives included. 5.3 Normalizing Presently as we have separated the character we have to standardize the extent of the characters. There are huge varieties in the sizes of each Character henceforth we need a strategy to standardize the size. We have discovered a straightforward technique to execute the normalizing. To comprehend this technique considersa precedentthatwe have extricated a character of size 7 X 8. We need to change over it to size of 10 X 10. So we make a grid of 70 X 80 by copying lines and sections. Presently we separate this 70 X 80 into sub Matrix of 7 X 8. We separate each sub lattice and figure the no. of ones in that sub lattice. Ontheoffchancethat the no. of one's is more prominent than a large portion of the measure of sub lattice we allocate 1 to relating position in standardized framework. Consequently, the yieldwould bea 10 X 10 lattice. Fig-1: Shows original representation of the character Fig-2: Shows the Normalized Character representation after Normalizing.
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8169 5.4 Skew Detection The Characters are regularly observed to be slanted. This would force issues on the effective character acknowledgment. So to address the impact ofthisskeweness we need counter pivot the picture by an edge ᶿ . We utilize a basic however powerful procedure for Skew Correction. We use "Line Fitting" for example Direct Regression to discover the point ᶿ Consider the Skewed character as a chart for example every one of the pixels that have esteem 1 are viewed as information focuses. At that point we perform direct relapse utilizing the condition Y = M*X +C.Utilizingthe recipes for relapse we ascertain M= (n∑xiyi - ∑xi∑yi)/(n∑xi2-(∑xi)2).This edge is proportional to the slanted point so by pivoting the picture by inverse of this edge will evacuate the skewness.Thisisanunrefinedmethod for evacuating skewness there are other very effective methods for expelling skewness. In any case, for Characters that have low Skew points this completes the thing. The Characters are regularly observed to be slanted. This would force issues on the productivecharacteracknowledgment .So to address the impact of this skeweness we need counter pivot the picture by an edge ᶿ..We utilize a straightforward yet powerful strategy for Skew Correction. We use "Line Fitting" for example Straight Regressiontodiscoverthepoint ᶿ. Consider the Skewed character as a chart for example every one of the pixels that have esteem 1 are viewed as information focuses. At that point we perform straight relapse utilizing the condition Y = M*X +C. Utilizing the recipes for relapse we compute M= (n∑xiyi - ∑xi∑yi)/(n∑xi2-(∑xi)2).This point is equal to the slanted edge so by turning the picture by inverse of this edge will expel the skewness. This isanunrefinedmethodforexpelling skewness there are other profoundlyproductivemethods for evacuating skewness. Yet, for Characters that have lowSkew edges this completes the thing. Fig-3(a): Skewed Image Fig-3(b): Corrected Image. 6. APPLICATIONS Given this portrayal of neural systems and how they work, what genuine applications would they say they are appropriate for? Neural systems have wide appropriateness to genuine issues. Indeed, they have just been effectively connected in numerous ventures. Neural systems have been effectively connected to wide range of information escalated applications, for example, Voice Recognition - Transcribing verbally expressed words into ASCII content. • Target Recognition - Military application which uses video and additionally infrared picture information to decide whether an adversary target is available. • Medical Diagnosis - Assisting specialists with their conclusion by investigating the detailed manifestations as well as picture information, for example, MRIs or X-beams. • Process Modeling and Control - Creating a neural system model for a physical plant at that point utilizingthatmodel to decide the best control settings for the plant. • Credit Rating - Automaticallyallocatinganorganization'sor people credit rating dependent on their money related condition. • Targeted Marketing - Finding the arrangement of socioeconomics, which have the most astounding reaction rate for a specific promoting effort. • Financial guaging - Using the verifiable information of a security to foresee the future development of that security. Presently we will investigate a couple of fascinating applications created over the world. 7. RESULTS The program was thoroughly tried on around test pictures, manually written on Microsoft Paint, interface. Since the examples were written by hand the test results give a decent gauge of the exhibition of the program. GUI created as a component of this work, initial a squareattractingterritoryis introduced to the client. The client would now be able to draw a solitary character utilizing a mouse and close the illustration region. Next, a scaled double picture of the entered character is produced on a 100×100 pixel network.
4.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 8170 Table-1: Result of character recognition in percentage. 8. CONCLUSION: In this paper, we have elaborated on a system for OCR of script which is printed in English and numeric material. The recognition precision level of the prototype implementation is satisfactory but leaves some improvisation scope which will ensure good quality. If the fine-tuning is done in the system the quality would be better. So does the character segmentation is left desired to be better, so to increase its ability to address a large variety of touching parameters, which is frequent case in images obtained from low quality printed material. The actual sample size of test should have large variety of images containing different characters, different font types and fonts sizes. ASthisextensiveexercise could identify some loopholes in the system and will enable us to rectify and improvise it. REFERENCES [1] Pratik Madhukar Manwatkar, Shashank H. Yadav, “Text Recognition from Images”, IEEE Sponsored 2nd International Conference on Innovations in Information,Embedded and Communication systems (ICIIECS), 2015. [2] M. Abdul Rahiman, M. S. Rajasree, “A Detailed Study and Analysis of OCR Research in South Indian Scripts”, 2009 International Conference on Advances in Recent Technologies in Communication and Computing, 2009. [3] Zongxiao Zhu, Xianli Wu, Sai Liu , Wei Tian,LiChen,“The Research of Printed Yi Character Recognition”, 2009 World Congress on Computer Science and Information Engineering. [4] Puja Romulus, Yan Maraden, Prima Dewi Purnamasari, and Anak Agung Putri Ratna, “An Analysis of Optical Character RecognitionImplementationforAncientBatak Characters Using K-Nearest Neighbors Principle”, International Conference on Quality in Research, 2015. [5] Muhammed Tawfiq Chowdhury, Md. Saiful Islam, Baijed Hossain Bipul and Md. Khalilur Rhaman, “Implementation of an Optical Character Reader (OCR) for Bengali Language”, International ConferenceonData and Software Engineering, 2015. [6] T. K. Das, Asis Kumar Tripathy, Alekha Kumar Mishra, “Optical Character Recognition using Artificial Neural Network”, International Conference on Computer Communication and Informatics (ICCCI -2017),2017.
Download now