现代c++在图像处理编程中的应用

Michaël Roynard, Edwin Carlinet, T. Géraud
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引用次数: 1

摘要

c++是一种多范式语言,它使程序员能够轻松地建立高效的图像处理算法。这种语言的力量来自很多方面。c++是高级的,因此可以开发强大的抽象和混合不同的编程风格来简化开发。同时,c++是底层的,可以充分利用硬件来提供最佳性能。它也非常便携和高度兼容,允许从高级,快速原型语言(如Python或Matlab)调用算法。c++的一个基本亮点是泛型编程。泛型编程使得在不损失性能的情况下在不同性质(类型)的对象(图像)上开发和重用软件块成为可能。然而,同时兼顾通用性、效率和简单性并非易事。现代c++(2011年后)带来了一些新特性,使其更简单、更强大。在本文中,我们关注c++ 20中泛型编程的一些方面:范围、视图和概念,并了解它们如何扩展到图像,以简化泛型图像算法的开发,同时降低计算时间。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Modern C++ Point of View of Programming in Image Processing
C++ is a multi-paradigm language that enables the programmer to set up efficient image processing algorithms easily. This language strength comes from many aspects. C++ is high-level, so this enables developing powerful abstractions and mixing different programming styles to ease the development. At the same time, C++ is low-level and can fully take advantage of the hardware to deliver the best performance. It is also very portable and highly compatible which allows algorithms to be called from high-level, fast-prototyping languages such as Python or Matlab. One fundamental aspects where C++ shines is generic programming. Generic programming makes it possible to develop and reuse bricks of software on objects (images) of different natures (types) without performance loss. Nevertheless, conciliating genericity, efficiency, and simplicity at the same time is not trivial. Modern C++ (post-2011) has brought new features that made it simpler and more powerful. In this paper, we focus on some C++20 aspects of generic programming: ranges, views, and concepts, and see how they extend to images to ease the development of generic image algorithms while lowering the computation time.
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