Vehicle Image Matching using Siamese Neural Networks with Multi-Directional Image Projections

被引:0
|
作者
Kertesz, Gabor [1 ]
Szenasi, Sandor [1 ]
Vamossy, Zoltan [1 ]
机构
[1] Obuda Univ, John von Neumann Fac Informat, Budapest, Hungary
关键词
MODEL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel method to measure similarity on images is based on the Siamese architecture of Convolutional Neural Networks. Two identical CNNs extract the significant parts of the inputs, and a single neuron outputs the distance of the two. The aim of this paper is to introduce that the Siamese structure can be applied to match image projection based signatures of vehicles.
引用
收藏
页码:491 / 496
页数:6
相关论文
共 50 条
  • [41] Image compression using multi-layer neural networks
    AbdelWahhab, O
    Fahmy, MM
    SECOND IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS, PROCEEDINGS, 1997, : 179 - 183
  • [42] Multi class adult image classification using neural networks
    Kim, W
    Lee, HK
    Park, J
    Yoon, K
    ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2005, 3501 : 222 - 226
  • [43] Metal Stamping Character Image Fusion Algorithm Based on Multi-directional Illumination
    Xiang Z.
    Zhang J.
    Qian M.
    Wu Z.
    Hu X.
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2018, 30 (09): : 1637 - 1642
  • [44] A chaotic image encryption scheme based on multi-directional confusion and diffusion operations
    Hussain, Muhammad
    Iqbal, Nadeem
    Bashir, Zia
    JOURNAL OF INFORMATION SECURITY AND APPLICATIONS, 2022, 70
  • [45] Multi-scale siamese networks for multi-focus image fusion
    Pan Wu
    Zhen Hua
    Jinjiang Li
    Multimedia Tools and Applications, 2023, 82 : 15651 - 15672
  • [46] Automated fundus ultrasound image classification based on siamese convolutional neural networks with multi-attention
    Jiachen Tan
    Yongquan Dong
    Junchi Li
    BMC Medical Imaging, 23
  • [47] An Image-Based Multi-Directional Reflectance Measurement Setup for Flexible Objects
    Sole, Aditya S.
    Farup, Ivar
    Tominaga, Shoji
    MEASURING, MODELING, AND REPRODUCING MATERIAL APPEARANCE 2015, 2015, 9398
  • [48] An Image Encryption Algorithm Based on Complex Network Scrambling and Multi-Directional Diffusion
    Sheng, Yaohui
    Li, Jinqing
    Di, Xiaoqiang
    Li, Xusheng
    Xu, Rui
    ENTROPY, 2022, 24 (09)
  • [49] Multi-directional projection pursuit and the feature extraction of hyperspectral remote sensing image
    Zhang, Lian-Peng
    Liu, Qin-Huo
    Liu, Guo-Lin
    Jiang, Tao
    Meitan Xuebao/Journal of the China Coal Society, 2007, 32 (02): : 155 - 158
  • [50] Unsupervised SAR and Optical Image Matching Using Siamese Domain Adaptation
    Zhang, Zhaoxiang
    Xu, Yuelei
    Cui, Qi
    Zhou, Qing
    Ma, Linhua
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 60