Derivate statistics for Karhunen-Loeve transform

被引:0
|
作者
Hanzlík, P [1 ]
Páta, P [1 ]
机构
[1] CTU FEE Prague, Dept Radio Elect, Technicka 2, Prague 16627 6, Czech Republic
来源
关键词
Karhunen-Loeve transform; image processing; video compression; integral transform; Gaussian; Laplacean; optical implementation;
D O I
10.1117/12.675849
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
This paper introduces video compression and image processing methods for fast multimedia channels. Standards designed for image and video coding (JPEG2000, MPEG-4 and MPEG-7), being not strictly defined, present a large field for further experiments and improvements. Our method was developed on fundamentals of Vector Quantization (VQ) and the most advantageous qualities of Karhunen-Loeve Transform (KLT) (known also as Principal Component Analysis - PCA). We also present a direct an idea of how to implement optical transform that can be used with accordance to the methods presented. Among other compression techniques, KLT optimality is discussed as a purpose for further improvement to the method.
引用
收藏
页数:7
相关论文
共 50 条
  • [41] Karhunen-Loeve transform based hand identification system
    Gopi, ES
    Nirmala, SR
    Chopra, S
    Kaliprasad, NH
    2005 INTERNATIONAL CONFERENCE ON INTELLIGENT SENSING AND INFORMATION PROCESSING, PROCEEDINGS, 2005, : 166 - 169
  • [42] Image synthesis of pilled textiles by Karhunen-Loeve transform
    Abril, HC
    Torres, Y
    Millán, MS
    3RD IBEROAMERICAN OPTICS MEETING AND 6TH LATIN AMERICAN MEETING ON OPTICS, LASERS, AND THEIR APPLICATIONS, 1999, 3572 : 254 - 258
  • [43] FAST KARHUNEN-LOEVE TRANSFORM FOR A CLASS OF RANDOM PROCESSES
    JAIN, AK
    IEEE TRANSACTIONS ON COMMUNICATIONS, 1976, 24 (09) : 1023 - 1029
  • [44] Karhunen-Loeve transform for compressive sampling hyperspectral images
    Liu, Lei
    Yan, Jingwen
    Zheng, Xianwei
    Peng, Hong
    Guo, Di
    Qu, Xiaobo
    OPTICAL ENGINEERING, 2015, 54 (01)
  • [45] SYNTHESIS OF MUSICAL TONES BASED ON THE KARHUNEN-LOEVE TRANSFORM
    STAPLETON, JC
    BASS, SC
    IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (03): : 305 - 319
  • [46] Gas source localization based on Karhunen-Loeve Transform
    Gianfelici, F
    Proceedings of the 2005 IEEE International Conference on Computational Intelligence for Measurement Systems and Applications, 2005, : 124 - 127
  • [47] New Method for Adaptive Karhunen-Loeve Color Transform
    Kountchev, Roumen
    Kountcheva, Roumiana
    TELSIKS 2009, VOLS 1 AND 2, 2009, : 209 - +
  • [48] Suboptimality of the Karhunen-Loeve transform for fixed-rate transform coding
    Zeger, K
    GLOBECOM'02: IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE, VOLS 1-3, CONFERENCE RECORDS: THE WORLD CONVERGES, 2002, : 1224 - 1228
  • [49] The Karhunen-Loeve Transform as a future instrument to interference mitigation.
    Szumski, A.
    Eissfeller, B.
    PROCEEDINGS OF THE 26TH INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS 2013), 2013, : 3443 - 3449
  • [50] Low bitrate video coding using Karhunen-Loeve transform
    Fritsch, Lukas
    PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE RADIOELEKTRONIKA 2008, 2008, : 195 - 198