计算机视觉程序的交互式可视化调试

A. Bihlmaier, H. Wörn
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引用次数: 3

摘要

大多数计算机视觉应用程序都是由基本的计算机视觉算法(如过滤器、描述符和匹配器)组合而成的。这个计算机视觉工具箱的功能很好理解,并且存在可靠的实现。其中一个领先且最常用的实现是开源计算机视觉库(OpenCV),它实现了500多种计算机视觉算法。然而,大多数这些算法都有多个参数,必须针对特定的视觉应用进行调整。因此,在新的视觉应用开发过程中,不可避免地会出现一些人在循环的迭代。问题是OpenCV缺乏对这个开发阶段的支持。这通常会导致这样一种情况:每个开发人员创建自己的静态临时调试解决方案,以打印调试的方式输出中间结果。为了纠正这种情况,我们开发了可重用的通用交互式工具,用于可视化调试和开发基于opencv的计算机视觉应用程序。
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CVVisual: Interactive visual debugging of computer vision programs
Most computer vision applications are built from a combination of basic computer vision algorithms, such as filters, descriptors and matchers. The functionality of this computer vision toolbox is well understood and solid implementations exist. One of the leading and most often used implementations is the Open Source Computer Vision Library (OpenCV), which implements more than 500 computer vision algorithms. However, most of these algorithms have multiple parameters that have to be tuned to the specific vision application. Therefore, during development of new vision applications, some human-in-the-loop iteration cannot be avoided. The problem is that OpenCV lacks support for this phase of development. This usually leads to a situation where each developer creates his own static ad-hoc debug solutions that output intermediate results in a printf-debugging manner. To remedy this situation, we developed reusable general-purpose interactive tools for visual debugging and development of OpenCV-based computer vision applications.
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