International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 119 | Views: 317

Research Paper | Computer Science & Engineering | India | Volume 6 Issue 8, August 2017 | Popularity: 6.8 / 10


     

Evaluation of Convolutional Architectures for Offline Handwritten Digit Recognition

Amit Adate, Rishabh Saxena


Abstract: Deep learning implementations have resulted in significant performance improvements in several application domains and as such several network architectures have been developed to facilitate their methods. This paper presents a comparative study of two architectures among those which are implemented for handwriting recognition, Highway CNN and LeNet-5. The evaluation is performed on two separate machines for both CPU (Intel-i5 3250M) and a GPU (Nvidia GTX-1060). We compared them not only on the basis of their accuracy, but also their training time, recognition time and their memory requirements. Our experiments demonstrate the advantage of global training and feature mapping on the MNIST dataset.


Keywords: CNN, Highway CNN, LeNet-5


Edition: Volume 6 Issue 8, August 2017


Pages: 1904 - 1907



Make Sure to Disable the Pop-Up Blocker of Web Browser




Text copied to Clipboard!
Amit Adate, Rishabh Saxena, "Evaluation of Convolutional Architectures for Offline Handwritten Digit Recognition", International Journal of Science and Research (IJSR), Volume 6 Issue 8, August 2017, pp. 1904-1907, https://www.ijsr.net/getabstract.php?paperid=ART20176492, DOI: https://www.doi.org/10.21275/ART20176492



Similar Articles

Downloads: 91 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article

Downloads: 0

Survey Paper, Computer Science & Engineering, India, Volume 11 Issue 7, July 2022

Pages: 1023 - 1029

A Survey and High-Level Design on Human Activity Recognition

Abhishikat Kumar Soni, Dhruv Agrawal, Md. Ahmed Ali, Dr. B. G. Prasad

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 12 Issue 5, May 2023

Pages: 2419 - 2423

Hand Sign Language Translation System Using Machine Learning

Karampudi Dishank Jagadeeshnaidu

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Review Papers, Computer Science & Engineering, India, Volume 13 Issue 8, August 2024

Pages: 1049 - 1053

Deep Learning - Based Diabetic Retinopathy Detection: A Survey on Deep Learning Architectures

Dr. Srinidhi G. A.

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 13 Issue 8, August 2024

Pages: 1114 - 1117

CNNNav: Enhancing Navigation Systems with Convolutional Neural Networks

Kodeti Haritha Rani, Midhun Chakkaravarthy

Share this Article
Top