PERSON REIDENTIFICATION USING QUATERNIONIC LOCAL BINARY PATTERN

被引:0
|
作者
Lan, Rushi [1 ]
Zhou, Yicong [1 ]
Tang, Yuan Yan [1 ]
Chen, C. L. Philip [1 ]
机构
[1] Univ Macau, Dept Comp & Informat Sci, Macau 999078, Peoples R China
关键词
Person reidentification; quaternion; local binary pattern; feature extraction; FOURIER-TRANSFORMS; HYPERCOMPLEX;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Person reidentification is to identify the persons observed in nonoverlapping camera networks. Most existing methods usually extract features from the red, green, and blue color channels of images individually. They, however, neglect the connections between each color component in the image. To overcome this problem, a novel quaternionic local binary pattern (QLBP) is proposed for person reidentification in this paper. In the proposed QLBP, each pixel in a color image is represented by a quaternion so that we can handle all color components in a holistic way. A novel pseudo-rotation of quaternion (PRQ) is proposed to rank two quaternions. Some properties of PRQ are also discussed. After a QLBP coding, the local histograms are extracted and used as features. Experiments on two public benchmarking datasets, ETHZ and i-LIDS MCTS, are carried out to evaluate the QLBP performance. Comparison results show that the QLBP outperforms several stat-of-art methods for person reidentification.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Person Reidentification Using Local Pattern Descriptors and Anthropometric Measures From Videos of Kinect Sensor
    Imani, Zeynab
    Soltanizadeh, Hadi
    IEEE SENSORS JOURNAL, 2016, 16 (16) : 6227 - 6238
  • [2] Quaternionic Local Ranking Binary Pattern: A Local Descriptor of Color Images
    Lan, Rushi
    Zhou, Yicong
    Tang, Yuan Yan
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 25 (02) : 566 - 579
  • [3] Color Distribution Pattern Metric for Person Reidentification
    Ye, Yingsheng
    Zhang, Xingming
    Ng, Wing W. Y.
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2017,
  • [4] Perceptual Color Image Hashing Based on Quaternionic Local Ranking Binary Pattern
    Liu, Enli
    Yao, Heng
    Hu, Yecen
    Cao, Fang
    IETE TECHNICAL REVIEW, 2021, 38 (01) : 158 - 171
  • [5] Crossmodality Person Reidentification Based on Global and Local Alignment
    Lou, Qiong
    Li, Junfeng
    Qian, Yaguan
    Sun, Anlin
    Lu, Fang
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [6] Person Reidentification Using Multiple Egocentric Views
    Chakraborty, Anirban
    Mandal, Bappaditya
    Yuan, Junsong
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2017, 27 (03) : 484 - 498
  • [7] Person identification using novel local triangular binary pattern-based texture descriptor
    Tekade, Arti
    Vijayan, T.
    Karthik, B.
    Mahajan, Anurag
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2025, 2025 (01):
  • [8] Person Reidentification by Joint Local Distance Metric and Feature Transformation
    Liu, Zimo
    Lu, Huchuan
    Ruan, Xiang
    Yang, Ming-Hsuan
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 30 (10) : 2999 - 3009
  • [9] Quaternionic extended local binary pattern with adaptive structural pyramid pooling for color image representation
    Song, Tiecheng
    Xin, Liangliang
    Gao, Chenqiang
    Zhang, Tianqi
    Huang, Yao
    PATTERN RECOGNITION, 2021, 115
  • [10] Face Anti-spoofing Method based on Quaternionic Local Ranking Binary Pattern Features
    Cornelia, Ane
    Setyawan, Iwan
    Dewantoro, Gunawan
    2018 INTERNATIONAL CONFERENCE ON SIGNALS AND SYSTEMS (ICSIGSYS), 2018, : 92 - 97