Feature Extraction and Pattern Recognition from Fisheye Images in the Spatial Domain

被引:0
|
作者
Delibasis, Konstantinos K. [1 ]
Maglogiannis, Ilias [2 ]
机构
[1] Univ Thessaly, Dept Comp Sci & Biomed Informat, Lamia, Greece
[2] Univ Pireus, Dept Digital Syst, Piraeus, Greece
关键词
Omni-directional; Fisheye Image; Feature Extraction; Spatial Domain; CALIBRATION;
D O I
10.5220/0006658704600465
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Feature extraction for pattern recognition is a very common task in image analysis and computer vision. Most of the work has been reported for images / image sequences acquired by perspective cameras. This paper discusses the algorithms for feature extraction and pattern recognition in images acquired by omnidirectional (fisheye) cameras. Work has been reported using operators in the frequency domain, which in the case of fisheye/omnidirectional images involves spherical harmonics. In this paper we review the recent literature, including relevant results from our team and state the position that features can be extracted from spherical images, by modifying the existing operators in the spatial domain, without the need to correct the image for distortions.
引用
收藏
页码:460 / 465
页数:6
相关论文
共 50 条
  • [1] FEATURE EXTRACTION IN PATTERN RECOGNITION
    TOU, JT
    [J]. PATTERN RECOGNITION, 1968, 1 (01) : 3 - &
  • [3] Pattern recognition with fast feature extraction
    Nakhodkin, MG
    Musatenko, YS
    Kurashov, VN
    [J]. OPTICAL MEMORY AND NEURAL NETWORKS, 1998, 3402 : 333 - 343
  • [4] FEATURE EXTRACTION IN PATTERN-RECOGNITION
    BABU, CC
    KALRA, SN
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1972, 15 (03) : 603 - &
  • [5] Extraction of fractal feature for pattern recognition
    Tao, Y
    Lam, ECM
    Tang, YY
    [J]. 15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, PROCEEDINGS: PATTERN RECOGNITION AND NEURAL NETWORKS, 2000, : 527 - 530
  • [6] A survey on feature extraction for pattern recognition
    Ding, Shifei
    Zhu, Hong
    Jia, Weikuan
    Su, Chunyang
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2012, 37 (03) : 169 - 180
  • [7] FEATURE EXTRACTION IN PATTERN-RECOGNITION
    BABU, C
    [J]. INFORMATION SCIENCES, 1973, 6 (03) : 191 - 200
  • [8] OPTIMAL FEATURE EXTRACTION IN PATTERN RECOGNITION
    LAINIOTI.DG
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1968, 14 (06) : 839 - +
  • [9] A survey on feature extraction for pattern recognition
    Shifei Ding
    Hong Zhu
    Weikuan Jia
    Chunyang Su
    [J]. Artificial Intelligence Review, 2012, 37 : 169 - 180
  • [10] Feature extraction algorithm based on quaternion common spatial pattern for banknote recognition
    四元共空间特征提取算法及其在纸币识别中的应用
    [J]. 2018, Editorial Board of Journal on Communications (39):