Abstract
New efficient algorithms are presented to design globally optimal two-description quantizers of fixed rate. The optimization objective is to minimize the expected distortion at the receiver side. We formulate the problem as one of shortest path in a directed acyclic graph. The fixed rate requirement puts constraints on the number and type of edges of the shortest path, which leads to an O(K 1K 2N 3) time design algorithm, where N is the cardinality of the source alphabet, and K 1, K 2 are the number of codecells, respectively, of the two side quantizers. This complexity is reduced to O(K 1K 2N 2) by exploiting a so-called Monge property of the objective function. Furthermore, if K 1 = K 2 = K and the two descriptions are subject to the same channel statistics, then the optimal description quantizer design problem can be solved in O(K N 2) time.
Original language | English (US) |
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Pages (from-to) | 42-51 |
Number of pages | 10 |
Journal | Data Compression Conference Proceedings |
State | Published - 2004 |
Externally published | Yes |
Event | Proceedings - DCC 2004 Data Compression Conference - Snowbird, UT., United States Duration: Mar 23 2004 → Mar 25 2004 |
ASJC Scopus subject areas
- Computer Networks and Communications