2D operators on topographic and non-topographic architectures-implementation, efficiency analysis, and architecture selection methodology

摘要

Topographic and non-topographic image processing architectures and chips, developed within the CNN community recently, are analyzed and compared. It is achieved on a way that the 2D operators are collected to classes according to their implementation methods on the different architectures, and the main implementation parameters of the different operator classes are compared. Based on the results, an efficient architecture selection methodology is formalized.