Performance Evaluation of Image Retrieval Using Enhanced 2D Dual Tree Discrete Wavelet Transform

被引:0
|
作者
Leeja, J. [1 ]
Premi, Godwin M. S. [1 ]
机构
[1] Sathyabama Univ, Dept Elect & Telecommun Engn, Madras, Tamil Nadu, India
关键词
Content based image retrieval; minimum distance classification; precision and recall;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Content based image retrieval is emerging as an important area of research in image processing. Based on dual tree discrete wavelet transform, and minimum distance classification the feature vectors are extracted and similarity is found in existing research. This paper proposes a new method for improving the performance of image retrieval system using Enhanced 2D Dual Tree Discrete Wavelet Transform (E-2D-DT-DWT). The number feature vectors are increased with higher levels of decomposition in the extraction method. In addition to Euclidean distance as the distance measure of feature vectors, this paper also proposes minimum distance classification for an efficient and effective distance classification. Performance evaluation is done using two parameters precision and recall. The experimental results show that precision and recall is improved with the proposed method.
引用
收藏
页码:886 / 890
页数:5
相关论文
共 50 条
  • [1] Efficient Content Based Image Retrieval Using 2D Dual Tree Complex Discrete Wavelet Transform
    Mistry, Yogita
    Ingole, D. T.
    Ingole, M. D.
    [J]. 2015 IEEE BOMBAY SECTION SYMPOSIUM (IBSS), 2015,
  • [2] Image compression using 2D Dual-tree Discrete Wavelet Transform (DDWT)
    Yang, Jingyu
    Xu, Wenli
    Dai, Qionghai
    Wang, Yao
    [J]. 2007 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, 2007, : 297 - +
  • [3] Image coding using 2-D anisotropic dual-tree discrete wavelet transform
    Yang, Jingyu
    Xu, Jizheng
    Wu, Feng
    Dai, Qionghai
    Wang, Yao
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 1293 - +
  • [4] Image coding using dual-tree discrete wavelet transform
    Yang, Jingyu
    Wang, Yao
    Xu, Wenli
    Dai, Qionghai
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (09) : 1555 - 1569
  • [5] Drop-size analysis using 2D Double Density Dual Tree Discrete Wavelet Transform
    Tawade, S.
    Ghonge, P.
    Tuckley, K.
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING 2016 (ICCASP 2016), 2017, 137 : 412 - 419
  • [6] Texture image retrieval using dual-tree complex wavelet transform
    Wang, Hua-Zhang
    He, Xiao-Hai
    Zai, Wen-Jiao
    [J]. 2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 230 - +
  • [7] CT Image Retrieval Using Dual Tree Complex Wavelet Packet Transform
    Kokare, Manesh
    [J]. SECOND INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING, 2010, 7546
  • [8] Image fusion using dual tree discrete wavelet transform and weights optimization
    Aghamaleki, Javad Abbasi
    Ghorbani, Alireza
    [J]. VISUAL COMPUTER, 2023, 39 (03): : 1181 - 1191
  • [9] Image fusion using dual tree discrete wavelet transform and weights optimization
    Javad Abbasi Aghamaleki
    Alireza Ghorbani
    [J]. The Visual Computer, 2023, 39 : 1181 - 1191
  • [10] Dual tree Discrete Wavelet Transform with application to image fusion
    Ray, Lee A.
    Adhami, Reza R.
    [J]. PROCEEDINGS OF THE THIRTY-EIGHTH SOUTHEASTERN SYMPOSIUM ON SYSTEM THEORY, 2004, : 430 - 433