Hand Pose Recognition by using Masked Zernike Moments

被引:0
|
作者
Park, JungSoo [1 ]
Choi, Hyo-Rim [1 ]
Kim, JunYoung [1 ]
Kim, TaeYong [1 ]
机构
[1] Chung Ang Univ, GSAIM, 221 Heuksuk Dong, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
Hand Gesture Recognition; Pose Recognition; Zernike Moments; Shape Representation;
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
In this paper we present a novel way of applying Zernike moments for image matching. Zernike moments are obtained from projecting image information under a circumscribed circle to Zernike basis function. However, the problem is that the power of discrimination may be reduced because hand images include lots of overlapped information due to their shape characteristic. On the other hand, in the pose discrimination shape information of hands excluding the overlapped area can increase the power of discrimination. In order to solve the overlapped information problem, we present a way of applying subtraction masks. Internal mask R1 eliminates overlapped information in hand images, while external mask R2 weighs outstanding features of hand images. Mask R3 combines the results from the image masked by R1 and the image masked by R2. The moments obtained by R3 mask increase the accuracy of discrimination for hand poses, which is shown in experiments by comparing conventional methods.
引用
下载
收藏
页码:551 / 556
页数:6
相关论文
共 50 条
  • [21] 2D color shape recognition using Zernike moments
    Maaoui, C
    Laurent, H
    Rosenberger, C
    2005 International Conference on Image Processing (ICIP), Vols 1-5, 2005, : 3309 - 3312
  • [22] Plant Leaf Recognition Using Zernike Moments and Histogram of Oriented Gradients
    Tsolakidis, Dimitris G.
    Kosmopoulos, Dimitrios I.
    Papadourakis, George
    ARTIFICIAL INTELLIGENCE: METHODS AND APPLICATIONS, 2014, 8445 : 406 - 417
  • [23] Facial Expression Recognition Using Neural Network Trained with Zernike Moments
    Saaidia, Mohammed
    Zermi, Narima
    Ramdani, Messaoud
    PROCEEDINGS 2014 4TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE WITH APPLICATIONS IN ENGINEERING AND TECHNOLOGY ICAIET 2014, 2014, : 187 - 192
  • [24] An Efficient Multiscale Scheme Using Local Zernike Moments for Face Recognition
    Basaran, Emrah
    Gokmen, Muhittin
    Kamasak, Mustafa E.
    APPLIED SCIENCES-BASEL, 2018, 8 (05):
  • [25] Near infrared face recognition using Zernike moments and Hermite kernels
    Farokhi, Sajad
    Sheikh, Usman Ullah
    Flusser, Jan
    Yang, Bo
    INFORMATION SCIENCES, 2015, 316 : 234 - 245
  • [26] Human Action Recognition Using 3D Zernike Moments
    Arik, Okay
    Bingol, A. Semih
    2014 11TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2014,
  • [27] Face Recognition using Fusion of Local Binary Pattern and Zernike Moments
    Majeed, Shahbaz
    PROCEEDINGS OF THE FIRST IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, INTELLIGENT CONTROL AND ENERGY SYSTEMS (ICPEICES 2016), 2016,
  • [28] Handwritten Tamil Character Recognition Using Zernike Moments and Legendre Polynomial
    Wahi, Amitabh
    Sundaramurthy, S.
    Poovizhi, P.
    ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 2, 2015, 325 : 595 - 603
  • [29] Pattern recognition and image reconstruction using improved digital Zernike moments
    Lin, HB
    Si, J
    Abousleman, GP
    OPTICAL PATTERN RECOGNITION XVI, 2005, 5816 : 211 - 220
  • [30] A discriminant pseudo Zernike moments in face recognition
    Pang, YH
    Teoh, ABJ
    Ngo, DCL
    JOURNAL OF RESEARCH AND PRACTICE IN INFORMATION TECHNOLOGY, 2006, 38 (02): : 197 - 211