A FAST CODEBOOK DESIGN ALGORITHM BASED ON A FUZZY CLUSTERING METHODOLOGY

被引:7
作者
Abdelwahab, Ahmed A. [1 ]
Muharram, Nora S. [1 ]
机构
[1] Helwan Univ, Elect & Commun Engn Dept, Cairo, Egypt
关键词
Codebook design; fuzzy clustering; classified vector quantization; entropy coding and image compression;
D O I
10.1142/S0219467807002714
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, a new fast one-step codebook design algorithm for vector quantization is proposed for image coding. The algorithm utilizes a fuzzy clustering methodology for best clustering of data vectors in the training space. The codebook design process terminates in just one step so that it is highly computationally efficient as compared to other reported algorithms. To improve the coding efficiency, image blocks are further classified into two classes and a different codebook is designed for each class. The two codebooks are augmented to form one codebook so that there is no need to send class information. Moreover, entropy coding is used to send codevector index to the receiver for further bit rate reduction. Simulation results are presented to show the superior performance of the proposed algorithm in terms of PSNR as compared to the state-ofthe-art codebook design algorithms.
引用
收藏
页码:291 / 302
页数:12
相关论文
共 8 条
[1]  
Begum M., 2003, WSCG POST P PLZEN CZ
[2]   FCM - THE FUZZY C-MEANS CLUSTERING-ALGORITHM [J].
BEZDEK, JC ;
EHRLICH, R ;
FULL, W .
COMPUTERS & GEOSCIENCES, 1984, 10 (2-3) :191-203
[3]   Codebook design for vector quantization of images based on fuzzy C-means clustering algorithm [J].
Chao, CW ;
Chiu, CC ;
Lu, PC ;
Hsieh, CH .
OPTICAL ENGINEERING, 1997, 36 (02) :580-587
[4]   Vector quantization of image subbands: A survey [J].
Cosman, PC ;
Gray, RM ;
Vetterli, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (02) :202-225
[5]  
Gray R. M., 1992, VECTOR QUANTIZATION
[6]   ALGORITHM FOR VECTOR QUANTIZER DESIGN [J].
LINDE, Y ;
BUZO, A ;
GRAY, RM .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1980, 28 (01) :84-95
[7]   CLASSIFIED VECTOR QUANTIZATION OF IMAGES [J].
RAMAMURTHI, B ;
GERSHO, A .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1986, 34 (11) :1105-1115
[8]  
Supot S, 2002, IEEE ICIT' 02: 2002 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS I AND II, PROCEEDINGS, P751