Linear Derivative-Based Approach for Data Classification

被引:0
|
作者
Verma, Amit [1 ]
Agarwal, Ruchi [1 ]
Kumar, Manoj [1 ]
机构
[1] Babasaheb Bhimrao Ambedkar Univ, Lucknow, Uttar Pradesh, India
关键词
Artificial neural network (ANN); Support vector machine (SVM); Logistic regression (LR); Run-time complexity; Data classification; IMAGE CLASSIFICATION; LOGISTIC-REGRESSION; FEATURE-EXTRACTION; SEGMENTATION;
D O I
10.1007/978-981-16-6887-6_23
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In computer vision, object classification is the most essential stage for recognizing the class of the image using its features. Many models have been presented in the last few years for the classification of still images. A simple linear classification technique with moderate accuracy and low run-time complexity for still images is proposed in this paper. The proposed scheme is compared with the other state-of-the-art techniques and experimental results show the effectiveness of the proposed scheme in terms of time complexity. Thus, the proposed work can be proved beneficial for real-time applications where low computational time is required.
引用
收藏
页码:283 / 296
页数:14
相关论文
共 50 条
  • [21] Derivative-Based Signal Detection for High Data Rate Molecular Communication System
    Yan, Hao
    Chang, Ge
    Ma, Zhongke
    Lin, Lin
    IEEE COMMUNICATIONS LETTERS, 2018, 22 (09) : 1782 - 1785
  • [22] Copula-based decomposition approach for the derivative-based sensitivity of variance contributions with dependent variables
    Wang, Pan
    Lu, Zhenzhou
    Zhang, Kaichao
    Xiao, Sinan
    Yue, Zhufeng
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2018, 169 : 437 - 450
  • [23] Derivative-Based Diagnosis of Regular Expression Ambiguity
    Sulzmann, Martin
    Lu, Kenny Zhuo Ming
    INTERNATIONAL JOURNAL OF FOUNDATIONS OF COMPUTER SCIENCE, 2017, 28 (05) : 543 - 561
  • [24] Certified Derivative-Based Parsing of Regular Expressions
    Lopes, Raul
    Ribeiro, Rodrigo
    Camarao, Carlos
    PROGRAMMING LANGUAGES (SBLP 2016), 2016, 9889 : 95 - 109
  • [25] Graphene and Its Derivative-based Biosensing Systems
    Chen Yu
    Wang Jie
    Liu Zhong-Ming
    CHINESE JOURNAL OF ANALYTICAL CHEMISTRY, 2012, 40 (11) : 1772 - +
  • [26] Derivative-based power system frequency estimation
    El-Naimi, M. I.
    Soliman, S. A.
    2006 LARGE ENGINEERING SYSTEMS CONFERENCE ON POWER ENGINEERING, 2006, : 119 - +
  • [27] On the Optimization of Derivative-Based Receivers for Molecular Communications
    Gursoy, Mustafa Can
    Mitra, Urbashi
    PROCEEDINGS OF THE 8TH ACM INTERNATIONAL CONFERENCE ON NANOSCALE COMPUTING AND COMMUNICATION (ACM NANOCOM 2021), 2021,
  • [28] Derivative-Based Diagnosis of Regular Expression Ambiguity
    Sulzmann, Martin
    Lu, Kenny Zhuo Ming
    IMPLEMENTATION AND APPLICATION OF AUTOMATA, 2016, 9705 : 260 - 272
  • [29] Derivative-based acceleration of general vector machine
    Binbin Yong
    Fucun Li
    Qingquan Lv
    Jun Shen
    Qingguo Zhou
    Soft Computing, 2019, 23 : 987 - 995
  • [30] Derivative-based acceleration of general vector machine
    Yong, Binbin
    Li, Fucun
    Lv, Qingquan
    Shen, Jun
    Zhou, Qingguo
    SOFT COMPUTING, 2019, 23 (03) : 987 - 995