Downloads: 2 | Views: 28
Research Paper | Electronics & Communication Engineering | India | Volume 14 Issue 2, February 2025 | Popularity: 4.7 / 10
Texture Classification Using Deep Convolutional Neural Networks
Priyanka Kopanathi, Durga Ganga Rao Kola
Abstract: Texture classification is an essential task in computer vision and image processing, commonly applied in areas like image recognition and remote sensing. Traditional methods such as Local Binary Pattern (LBP) have limitations in capturing complex texture features. This paper proposes the use of deep convolutional neural networks (CNNs) for texture classification, which can extract complicate texture details and significantly improve classification accuracy. Experimental results on the KTH - TIPS database confirm the superiority of the proposed CNN - based method over conventional LBP technique.
Keywords: Texture Classification, Local Binary Pattern, Deep Learning, Confusion Matrix
Edition: Volume 14 Issue 2, February 2025
Pages: 169 - 175
DOI: https://www.doi.org/10.21275/SR25201114945
Make Sure to Disable the Pop-Up Blocker of Web Browser
Similar Articles
Downloads: 152 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Comparative Studies, Electronics & Communication Engineering, India, Volume 9 Issue 6, June 2020
Pages: 750 - 753A Comparative Study on the Diagnosis of Skin Cancer using different Models in Deep Learning
Surya S Kumar, Dhanesh M S
Downloads: 4 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Review Papers, Electronics & Communication Engineering, India, Volume 10 Issue 4, April 2021
Pages: 1349 - 1355Review on CNN based Sign Language Recognition Methods
Akash Vijayan, Sajeena .A
Downloads: 4 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Electronics & Communication Engineering, India, Volume 10 Issue 8, August 2021
Pages: 509 - 513A CNN Based Embedded System for Improved Face Recognition
Sowmya .R, J. Jhansi
Downloads: 6 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Electronics & Communication Engineering, India, Volume 12 Issue 9, September 2023
Pages: 1461 - 1464Feature Extraction and Enhanced Classification of Urban Sounds
Asma Begum, Afshaan Kaleem
Downloads: 101 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Electronics & Communication Engineering, India, Volume 4 Issue 6, June 2015
Pages: 2603 - 2606Object Tracking Using Joint Color-Texture Histogram
Pallavi C. Hingane, S. A. Shirsat