Title :
A comparison of some connectionist compression schemes
Author :
Gedeon, T.D. ; Catalan, J.A. ; Jin, J.
Author_Institution :
Dept. of Inf. Eng., New South Wales Univ., Kensington, NSW, Australia
Abstract :
In this paper we consider connectionist compression schemes using auto-associative networks, and demonstrate the advantages gained by imposing two different constraints on the allowed network weights, and comparison with pruning of the unconstrained auto-associative network
Keywords :
data compression; image coding; neural nets; connectionist compression schemes; image compression; unconstrained auto-associative network; Computer science; Electronic mail; Facsimile; Image coding; Image processing; Image quality; Inspection; Neural networks; Neurons; Pattern recognition;
Conference_Titel :
Intelligent Engineering Systems, 1997. INES '97. Proceedings., 1997 IEEE International Conference on
Conference_Location :
Budapest
Print_ISBN :
0-7803-3627-5
DOI :
10.1109/INES.1997.632431