handwriting digital recognition system using machine learning algorithms

handwriting digital recognition system using machine learning algorithms

Recently handwritten digit recognition becomes vital scope and it is appealing to many researchers because of its use in a variety of machine learning and computer vision applications. However, there are deficient works accomplished on Arabic pattern digits because Arabic digits are more challenging than English patterns. Hence, the lacking research on using Arabic digits endeavors us to dig deeper by creating our challenge Arabic Handwritten Digits which consists of more than 45,000 samples. As a challenging dataset is used for evaluation, a robust deep convolutional neural network is used for classification and superior results are achieved.

Recently Deep Convolutional Neural Networks (CNNs) becomes one of the most appealing approaches and have been a crucial factor in a variety of recent successful and challenging machine learning applications such as challenge ImageNet [1, 2, 3, 4, 5,24], object detection [1, 6, 7], image segmentation [9,10], and face recognition [11, 12, 13]. Therefore, CNNs are considered our main model for our challenging tasks of image classification. Specifically, it is used for handwriting digit recognition which is one of the high academic and business transactions [14]. Handwriting digit recognition application is used in different tasks of our real-life purposes. Precisely, it is used in banks for reading checks, post offices for sorting letters, and many other related tasks.

Apparently, English Handwriting datasets are widely available, and significant achievements have been made for English digit datasets such as CENPARMI [15], CEDAR[16], and MNIST[17], however, there are rare works accomplished on Arabic digit datasets for many reasons. One of the critical factors that can influence working on the Arabic dataset is lacking to the dataset. The unavailability of datasets can be one of the essential factors that can diminish working on Arabic datasets. Hence, the deficiency of a large challenging Arabic dataset strives us to extensively working on creating the largest and most challenging dataset which contains more than 45,000 patterns. Furthermore, we investigate and demonstrate a powerful DCNN used for classification. Not only designing a powerful DCNN is presented but also critical parameters of CNN is carefully selected and tuned to produce a final concrete model which achieves superior results.

MODULES:

1. Preparing patterns before feeding to CNN. All images are pre-processed before passing into the network. In our experiments, CNN is designed to receive an image size of 64x64 pixels. Hence, all images have been cropped to the same size to be fed to the model.
2. After preparing images, they are fed to the deep model to extract features. As demonstrated earlier a robust CNN is used in this experiment to extract robust features used in the final decision to justify the class to which they belong.
3. Finally, the last layer named the softmax layer is used at the top of CNN to minimize the error.

Algorithm used

CNN

supported operating system

  • 1. window
  • 2. Linux
  • 3. ubuntu

Cost and technology

Project Details contact - +91 9964716807
project title handwriting digit recognition system using machine learning algorithms
project type Final year project.
Project price ₹ 12000 INR
Project discount ₹ 2000 INR
Final price ₹ 10000 INR
Documentation charges extra cost for documentation for all project
project setup Free

CONCLUSION

In this work, a new challenging digit Arabic dataset is collected from different study levels of schools. A large dataset is collected after paying vast effort for distributing and collecting digit forms over hundreds of primary, high, college students. After we find that there are few and not challenging Arabic digit datasets, we paid vast effort into preparing such a challenging dataset. Also, the collected dataset is trained using an efficient model of CNN which represents the current state-of-the-art for a variety of applications. Thus we extensively analyzed the model by carefully selecting its parameters and showing its robustness for handling our dataset.

Project demo

Post comments

Leave a comment

Your email address will not be published. Required fields are marked *

Testimonials

What Our Students Say

Testinomial of notes4free , what's the Student say about notes4free,

"notes4free.in website is a very unique one Which I have seen so far . This platform is like all in one . I really liked a lot because it is user friendly 😊"

Pavithra Kumar Rajarajeswari college of engineering engineering

"Saves the browsing time as they've got everything in one website. It's organized and convenient to students as this platform provides resume building, aptitude tests and many more."

Roopa rrce

"Very good platforms ..expecting more BCA notes"

Prajwal Shanthiniketan degree college

"Website is well-built and it looks good. It not only provides notes but also projects, resume building, aptitude tests and many more."

Ramya rrce

"I was really in a dielama on which notes to refer especially for vtu exams..Then I got to know about this website (notes4free) the notes were very clear and easy to understand and I am hoping to score very well by referring to notes4free notes."

Ashwin krishna Rajarajeswari college of engineering

"It's really helpful for students.. instead of simply wasting time by browsing Nd searching notes here Nd there it's really better to go through notes4free becoz everything wt v need is available here,it's really a grt thing plz guys gooo through this it's really helpful Nd it's like a study package where all things r available plzz guys utilize this one..Nd admin is also frndly they vl surly clarify all Ur doubts..Nd assist u..it's really a grt thing.."

Manasa HS ghousia college of engineering

Notes4free Blogs

Latest News & Blog

check our latest blogs updates, projects and technical blogs and courses in notes4free.

tips to crack the Infosys interview process and questions in 2022

tips to crack the Infosys interview process and questions in 2022

About Infosys In 1981, seven engineers started Infosys Limited with just US$250. Fro

Top 6 websites to learn ethical hacking in 2021

Top 6 websites to learn ethical hacking in 2021

What does ethical hacking entail? An approved attempt to obtain unauthorized access to a computer device, program, or data is referred to as ethical hacking. Duplica

#

Bike Management System Project in PHP and Mysql

Bike Management System Project in PHP and Mysql OBJECTIVE The users of this bike management system are those who are looking for a

Aptitude Problems and answers on Numbers

Aptitude Problems and answers on Numbers

Aptitude questions and answers for number system 1) If one-third of one-fourth of a number is 15, then three-tenths of tha

CSS Interview Questions, questions and answers

CSS Interview Questions, questions and answers

What is CSS? CSS stands for Cascading Style Sheets. CSS is used to define styles for web pages, inc