Title :
A hashing-based scheme for organizing vector quantization codebook
Author :
Choo, Chang Y. ; Kristenson, Erik ; Nasrabadi, Nasser M. ; Ran, Xiaonong
Author_Institution :
Dept. of Electr. Eng., San Jose State Univ., CA, USA
Abstract :
One of the problems in vector quantization (VQ) is its relatively long encoding time especially when an exhaustive search is made for the codevector. This paper presents a hashing-based technique to organize the codebook so that the search time can be significantly reduced. Hashing gives the speed advantages of a direct search, while maintaining a codebook of reasonable size. Experiments show that hashing-based VQ sustained image quality as the encoding time was reduced, while full search VQ suffered greatly. For example, for 2×2 vectors and with 1024 codebook entries, encoding time was reduced by a factor of 10 without significant loss of image quality
Keywords :
file organisation; image coding; search problems; vector quantisation; encoding time; hashing-based scheme; image coding; image quality; most significant bit hashing function; search time reduction; vector quantization codebook; Encoding; Image coding; Image databases; Image quality; Indexes; Organizing; Radio access networks; Vector quantization;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
Print_ISBN :
0-7803-2431-5
DOI :
10.1109/ICASSP.1995.480055