Person Re-Identification Based on Kernel Large Margin Nearest Neighbor Classification

被引：0
|
作者：
Yang, Linlin [1 ]
Cheng, Jian [1 ]
Liu, Haijun [1 ]
机构：
[1] Univ Elect Sci & Technol China, Sch Elect Engn, 2006 Xiyuan Ave, Chengdu 611731, Sichuan, Peoples R China
来源：
COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS | 2018年 / 423卷
基金：
美国国家科学基金会;
关键词：
Person re-identification; Kernel trick; KLMNN;
D O I：
10.1007/978-981-10-3229-5_84
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
Person re-identification is a process of matching person images of same identity across nonoverlapping camera views at different locations and times. In this paper, we introduce how to use the kernel trick to improve the performance of large margin nearest neighbor (LMNN) classification for person re-identification. Since the classification ability of LMNN is weak for those person features with nonlinear distribution, KLMNN combining kernel trick and LMNN is introduced to extend linear distance metric to nonlinear cases. Three kernel-based methods and two indicators are applied to evaluate the performance of KLMNN.
引用
收藏
页码：783 / 791
页数：9
相关论文
共 50 条
  • [21] Density-Adaptive Kernel based Re-Ranking for Person Re-Identification
    Guo, Ruo-Pei
    Li, Chun-Guang
    Li, Yonghua
    Lin, Jiaru
    2018 24TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2018, : 982 - 987
  • [22] Deep Classification Hashing for Person Re-Identification
    Wang, Jiabao
    Li, Yang
    Zhang, Xiancai
    Miao, Zhuang
    Tao, Gang
    NINTH INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2017), 2018, 10615
  • [23] In Defense of the Classification Loss for Person Re-Identification
    Zhai, Yao
    Guo, Xun
    Lu, Yan
    Li, Houqiang
    2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2019), 2019, : 1526 - 1535
  • [24] Person Re-identification Using Appearance Classification
    Aziz, Kheir-Eddine
    Merad, Djamel
    Fertil, Bernard
    IMAGE ANALYSIS AND RECOGNITION: 8TH INTERNATIONAL CONFERENCE, ICIAR 2011, PT II: 8TH INTERNATIONAL CONFERENCE, ICIAR 2011, 2011, 6754 : 170 - 179
  • [25] Person Re-identification by Descriptive and Discriminative Classification
    Hirzer, Martin
    Beleznai, Csaba
    Roth, Peter M.
    Bischof, Horst
    IMAGE ANALYSIS: 17TH SCANDINAVIAN CONFERENCE, SCIA 2011, 2011, 6688 : 91 - 102
  • [26] Deep Classification Consistency for Person Re-Identification
    Bian, Yuhao
    Liu, Xiuping
    Tian, Shengjing
    Tan, Hongchen
    Zhang, Jie
    IEEE ACCESS, 2020, 8 : 191683 - 191693
  • [27] COMMON-NEAR-NEIGHBOR ANALYSIS FOR PERSON RE-IDENTIFICATION
    Li, Wei
    Wu, Yang
    Mukunoki, Masayuki
    Minoh, Michihiko
    2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, : 1621 - 1624
  • [28] Person Re-Identification by Common-Near-Neighbor Analysis
    Li, Wei
    Mukunoki, Masayuki
    Kuang, Yinghui
    Wu, Yang
    Minoh, Michihiko
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2014, E97D (11) : 2935 - 2946
  • [29] A Large Scale Benchmark of Person Re-Identification
    Yin, Qingze
    Ding, Guodong
    DRONES, 2024, 8 (07)
  • [30] Person Re-Identification Using Kernel-Based Metric Learning Methods
    Xiong, Fei
    Gou, Mengran
    Camps, Octavia
    Sznaier, Mario
    COMPUTER VISION - ECCV 2014, PT VII, 2014, 8695 : 1 - 16
12345