• DocumentCode
    2553624
  • Title

    Efficient dictionary design for multiscale recurrent pattern image coding

  • Author

    Rodrigues, Nuno M M ; da Silva, E.A.B. ; De Carvalho, Murilo B. ; De Faria, Sérgio M M ; da Silva, V.M.M. ; Pinagé, Frederico

  • Author_Institution
    Inst. de Telecomunicacoes
  • fYear
    2006
  • fDate
    21-24 May 2006
  • Abstract
    MMP-Intra was recently proposed as a recurrent patterns based image encoder that combines the multidimensional multiscale parser (MMP) algorithm with intra prediction techniques. Our results show that this method is able to achieve considerable gains over state-of-the-art transform-based image encoders for a wide variety of types of images, like text, composed (text and graphics) and texture images, while having performance close to the one of traditional algorithms for smooth images. Because of this universal character, MMP-Intra can be regarded as a viable alternative to transform-based image coding. MMP-Intra uses a multiscale adaptive dictionary to approximate the original data blocks. It is composed of dilations, contractions and concatenations of previously encoded patterns. In this work we present a new method for controlling the dictionary adaptability, in which the dictionary is only updated if a certain distortion criterion is met in the block being encoded. Experimental results show that this scheme is able to consistently outperform the original method, while achieving relevant reductions in its computational complexity
  • Keywords
    adaptive codes; computational complexity; image coding; pattern recognition; transform coding; MMP-Intra; computational complexity; intraprediction techniques; multidimensional multiscale parser; multiscale adaptive dictionary; multiscale recurrent pattern image coding; transform-based image coding; Automatic voltage control; Computational complexity; Dictionaries; Electronic mail; Graphics; Image coding; Multidimensional systems; Prediction algorithms; Telecommunications; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
  • Conference_Location
    Island of Kos
  • Print_ISBN
    0-7803-9389-9
  • Type

    conf

  • DOI
    10.1109/ISCAS.2006.1693739
  • Filename
    1693739