Image Reduction Using Means on Discrete Product Lattices

被引:46
作者
Beliakov, Gleb [1 ]
Bustince, Humbeto [2 ]
Paternain, Daniel [2 ]
机构
[1] Deakin Univ, Sch Informat Technol, Burwood 3125, Australia
[2] Univ Publ Navarra, Dept Automat & Computat, Pamplona 31006, Spain
关键词
Aggregation operators; image reduction; mean; median; penalty functions; FUZZY RELATION; CONSTRUCTION; NORMS;
D O I
10.1109/TIP.2011.2168412
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We investigate the problem of averaging values on lattices and, in particular, on discrete product lattices. This problem arises in image processing when several color values given in RGB, HSL, or another coding scheme need to be combined. We show how the arithmetic mean and the median can be constructed by minimizing appropriate penalties, and we discuss which of them coincide with the Cartesian product of the standard mean and the median. We apply these functions in image processing. We present three algorithms for color image reduction based on minimizing penalty functions on discrete product lattices.
引用
收藏
页码:1070 / 1083
页数:14
相关论文
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