Image retrieval using locality preserving projections

被引：0

作者：

Putchanuthala, Ramesh Babu ^{[1
]}

Reddy, E. Sreenivasa ^{[1
]}

机构：

[1] Acharya Nagarjuna Univ, Coll Engn & Technol, Guntur, Andhra Pradesh, India

来源：

JOURNAL OF ENGINEERING-JOE | 2020年 / 2020卷 / 10期

关键词：

decision trees; image classification; feature extraction; image retrieval; face recognition; principal component analysis; locality preserving projections; web surfing; image retrieval algorithms; low retrieval rates; retrieval rate; Yale facial image dataset;

D O I：

10.1049/joe.2020.0036

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

In web surfing, image retrieval algorithms play a vital role. Many algorithms are existing but they have their drawbacks and also low retrieval rates. Locality preserving projections is a novel method for image retrieval proposed in this study. As the method includes principal component analysis, nearest neighbour and eigen features in extracting the hyper parameters for classification, it has better retrieval rate. This novel approach is tested using the Yale facial image dataset and the performance of the algorithm is tested by using different classifiers like Decision Tree etc.

引用

页码：889 / 892

页数：4

共 50 条

[31] Dimensionality Reduction Using Discriminant Collaborative Locality Preserving Projections
Guoqiang Wang
Lei Gong
Yajun Pang
Nianfeng Shi
[J]. Neural Processing Letters, 2020, 51 : 611 - 638
[32] Joint Sparse Locality Preserving Projections
Liu, Haibiao
Lai, Zhihui
Chen, Yudong
[J]. SMART COMPUTING AND COMMUNICATION, SMARTCOM 2017, 2018, 10699 : 125 - 133
[33] Clustering joint Locality Preserving Projections
Li, Yuanhao
[J]. 2023 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, IJCNN, 2023,
[34] Uncorrelated discriminant locality preserving projections
Yu, Xuelian
Wang, Xuegang
[J]. IEEE SIGNAL PROCESSING LETTERS, 2008, 15 : 361 - 364
[35] Locality Preserving Projections for Grassmann Manifold
Wang, Boyue
Hu, Yongli
Gao, Junbin
Sun, Yanfeng
Chen, Haoran
Ali, Muhammad
Yin, Baocai
[J]. PROCEEDINGS OF THE TWENTY-SIXTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2017, : 2893 - 2900
[36] Plant leaf image classification based on supervised orthogonal locality preserving projections
[J]. Zhang, C. (czhang@ee.ryerson.ca), 1600, Chinese Society of Agricultural Engineering (29):
[37] An image matrix compression based supervised locality preserving projections for face recognition
Jin, Yi
Ruan, Qiu-Qi
[J]. 2007 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS, VOLS 1 AND 2, 2007, : 662 - +
[38] Face recognition using regularised generalised discriminant locality preserving projections
Lu, G. -F.
Lin, Z.
Jin, Z.
[J]. IET COMPUTER VISION, 2011, 5 (02) : 107 - 116
[39] A study of using locality preserving projections for feature extraction in speech recognition
Tang, Yun
Rose, Richard
[J]. 2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12, 2008, : 1569 - 1572
[40] Palm Vein Verification Using Multiple Features and Locality Preserving Projections
Al-juboori, Ali Mohsin
Bu, Wei
Wu, Xiangqian
Zhao, Qiushi
[J]. SCIENTIFIC WORLD JOURNAL, 2014,

← 1 2 3 4 5 →