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2020 2nd International Conference on Advanced Information and Communication Technology (ICAICT) by Azad, Md Ali (author);Singha, Hijam Sushil (author);Nahid, Md Mahadi Hasan (author) is a nonfiction available to read on EtoBox.

What is 2020 2nd International Conference on Advanced Information and Communication Technology (ICAICT) about?

Handwritten Character Recognition (HCR) is one of the most challenging tasks in the field of pattern recognition and computer vision. In image classification, performance can be improved by representing data from a high feature space to a low feature space. The Convolutional Neural Network (CNN) aims to reduce the images into a form without losing any features. In this paper, we introduce an Autoencoder with a Deep CNN, which we call DConvAENNet for recognizing Bangla Handwritten Character (BHC). A total of 22 experiments were performed on the three-character datasets (BanglaLekha-Isolated, CMATERdb 3.1, Ekush). All attempts acquire satisfying results up to 90% accuracy for the recognition of Bangla handwritten numerals, vowels, consonants, compound characters, modifiers, and all characters set unitedly. Using this supervised and unsupervised learning technique, our proposed DConvAENNet model achieved 95.21% on BanglaLekha-Isolated for 84 classes, 92.40% on CMATERdb 3.1 for 238 classes, and 95.53% on Ekush for 122 classes. Most errors in our model were caused due to the similarity and high curvature nature of the BHC sets.

Who reads 2020 2nd International Conference on Advanced Information and Communication Technology (ICAICT)?

Author

Azad, Md Ali (author);Singha, Hijam Sushil (author);Nahid, Md Mahadi Hasan (author)

Publisher

IEEE

Published

2020

Language

EN

Category

nonfiction