A Novel Modified SFTA Approach for Feature Extraction

被引：0
|
作者：
Hasan, Md. Junayed [1 ]
Uddin, Jia [1 ]
Pinku, Subroto Nag [1 ]
机构：
[1] BRAC Univ, Dept Comp Sci & Engn, Dhaka 1212, Bangladesh
来源：
2016 3RD INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION & COMMUNICATION TECHNOLOGY (ICEEICT) | 2016年
关键词：
SFTA (Segmentation Based Fractal Texture Analysis); multilevel thresholing; HGAPSO; Otsu function;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
To increase the efficiency of conventional Segmentation Based Fractal Texture Analysis (SFTA), we propose a new approach on SFTA algorithm. We use an optimum multilevel thresholding hybrid method of Genetic Algorithm (GA) and Particle Swarm Optimization (PSO), called HGAPSO with the optimization technique for classification based on grey level range to get more accurate output. Experimental results show that proposed approach exhibits average 2% higher classification accuracy than conventional SFTA for our tested dataset.
引用
收藏
页数：5
相关论文
共 50 条
  • [1] Usability feature extraction using modified crow search algorithm: a novel approach
    Gupta, Deepak
    Rodrigues, Joel J. P. C.
    Sundaram, Shirsh
    Khanna, Ashish
    Korotaev, Valery
    de Albuquerque, Victor Hugo C.
    NEURAL COMPUTING & APPLICATIONS, 2020, 32 (15): : 10915 - 10925
  • [2] A Novel Approach for MFCC Feature Extraction
    Hossan, Md Afzal
    Memon, Sheeraz
    Gregory, Mark A.
    2010 4TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ICSPCS), 2010,
  • [3] A Novel Enhanced Nonnegative Feature Extraction Approach
    Chen, Haitao
    Chen, Wen-Sheng
    Pan, Binbin
    Chen, Bo
    2018 14TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2018, : 404 - 407
  • [4] Retraction Note: Usability feature extraction using modified crow search algorithm: a novel approach
    Deepak Gupta
    Joel J. P. C. Rodrigues
    Shirsh Sundaram
    Ashish Khanna
    Valery Korotaev
    Victor Hugo C. de Albuquerque
    Neural Computing and Applications, 2024, 36 (25) : 15933 - 15933
  • [5] Novel Approach for Texture Feature Extraction and Classification of Satellite Images Using Modified Hilbert Matrix
    Thalapathiraj, S.
    Baskaran, B.
    Arunnehru, B. J.
    11TH NATIONAL CONFERENCE ON MATHEMATICAL TECHNIQUES AND APPLICATIONS, 2019, 2112
  • [6] A novel semi-supervised approach for feature extraction
    Qiu, Junyang
    Zhang, Yanyan
    Pan, Zhisong
    Yang, Haimin
    Ren, Huifeng
    Li, Xin
    2016 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2016, : 3765 - 3770
  • [7] A novel feature extraction approach for radar emitter signals
    Zhu Ming
    Jin Weidong
    Pu Yunwei
    Hu Laizhao
    ICIEA 2007: 2ND IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-4, PROCEEDINGS, 2007, : 1785 - +
  • [8] Novel approach of warship radio noise feature extraction
    College of Electronic Science and Engineering, National Univ. of Defense Technology, Changsha 410073, China
    不详
    不详
    Guofang Keji Daxue Xuebao, 2007, 3 (89-92):
  • [9] A novel approach to feature extraction for MRI segmentation.
    Velthuizen, RP
    Hall, LO
    Clarke, LP
    MEDICAL IMAGING 1996: IMAGE PROCESSING, 1996, 2710 : 222 - 231
  • [10] A novel feature extraction approach based on ensemble feature selection and modified discriminant independent component analysis for microarray data classification
    Mollaee, Maryam
    Moattar, Mohammad Hossein
    BIOCYBERNETICS AND BIOMEDICAL ENGINEERING, 2016, 36 (03) : 521 - 529
12345