This paper presents a lossy image compression scheme that employs a general
ized rank-ordered prediction filter for pyramidal image coding. The propose
d prediction method renders significantly reduced variance of the quantizer
input. Consequently, the quality of the decompressed image is much enhance
d due to the greatly reduced quantization distortion. Both analytical and s
imulation results show that the proposed scheme yields high-quality perform
ance.