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
  • [1] Multi-Directional Image Projections with Fixed Resolution for Object Matching
    Kertesz, Gabor
    Szenasi, Sandor
    Vamosy, Zoltan
    ACTA POLYTECHNICA HUNGARICA, 2018, 15 (02) : 211 - 229
  • [2] Deep Image Matching Based on Siamese Convolutional Neural Networks
    Dou, J.
    Tu, Z.
    PATTERN RECOGNITION AND IMAGE ANALYSIS, 2025, 35 (01) : 1 - 15
  • [3] Multi-directional beam steering using diffractive neural networks
    Idehenre, I. U.
    Mills, M. S.
    OPTICS EXPRESS, 2020, 28 (18): : 25915 - 25934
  • [4] Multi-directional image fusion in AOSLO angiography
    Migacz, Justin V.
    Sredar, Nripun
    Zhou, Davis B.
    Castanos, Maria V.
    Pinhas, Alexander
    Weitz, Rishard
    Dubra, Alfredo
    Rosen, Richard B.
    Chui, Toco Yuen Ping
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2020, 61 (07)
  • [5] Detection of Image Manipulations Using Siamese Convolutional Neural Networks
    Mazumdar, Aniruddha
    Singh, Jaya
    Tomar, Yosha Singh
    Bora, P. K.
    PATTERN RECOGNITION AND MACHINE INTELLIGENCE, PREMI 2019, PT I, 2019, 11941 : 226 - 233
  • [6] Viewing-angle-enhanced integral imaging system using multi-directional projections and elemental image resizing method
    Alam, Md Ashraful
    Kwon, Ki-Chul
    Erdenebat, Munkh-Uchral
    Byeon, Jin-A
    Kim, Nam
    ADVANCES IN DISPLAY TECHNOLOGIES IV, 2014, 9005
  • [7] A Multi-Directional Search technique for image annotation propagation
    Yu, Ning
    Hua, Kien A.
    Cheng, Hao
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2012, 23 (01) : 237 - 244
  • [8] Multi-directional Laplacian pyramid image fusion algorithm
    Mao Run
    Fu Xian Song
    Niu Ping-juan
    Wang Hui Quan
    Pan Jie
    Li Shu Shu
    Liu Lei
    2018 3RD INTERNATIONAL CONFERENCE ON MECHANICAL, CONTROL AND COMPUTER ENGINEERING (ICMCCE), 2018, : 568 - 572
  • [9] Investigation of image registration method for the multi-directional image fusion of woven fabrics
    Wang, Wenzhen
    Deng, Na
    Xin, Binjie
    Wang, Yiliang
    Lu, Shuaigang
    JOURNAL OF THE TEXTILE INSTITUTE, 2020, 111 (04) : 586 - 596
  • [10] Image Keypoint Matching Using Graph Neural Networks
    Xu, Nancy
    Nikolentzos, Giannis
    Vazirgiannis, Michalis
    Bostrom, Henrik
    COMPLEX NETWORKS & THEIR APPLICATIONS X, VOL 2, 2022, 1016 : 441 - 451