A model-selection approach to the VLSI design of vector quantizers

被引:0
|
作者
Bracco, M [1 ]
Ridella, S [1 ]
Zunino, R [1 ]
机构
[1] Univ Genoa, Dept Biophys & Elect Engn, DIBE, I-16145 Genoa, Italy
来源
PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4 | 2003年
关键词
D O I
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A formal methodology supports the design of digital devices for Hierarchical Vector Quantization (HVQ). A model-selection approach based on the Minimum Description Length criterion is enhanced by circuit-related aspects allowing efficient design. The resulting parameters drive the subsequent digital VLSI realization, which yields a HVQ chip providing cost-effective, computationally efficient real-time performances. Real-world applications support the consistency of the VQ approach and the effectiveness of the HVQ device.
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页码:959 / 964
页数:6
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