Application to enhance the teaching and understanding of basic image processing techniques

D. S. Sohi, S. Devgan
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引用次数: 22

Abstract

Scientific visualization is the representation of data graphically as a means of gaining understanding and insight into the data. An excellent place to start learning scientific visualization is in the field of image processing, since it involves algorithms that help convert data into images. In today's technology-oriented world, the term 'image processing' generally refers to the processing of a two-dimensional data set using a computer. This was the main reason that the initial research was completed in the implementation of image processing techniques using a software called Advanced Visual Systems Express (AVS Express). There is a definite need to show how that would benefit instruction as a teaching aid, and also how it helps optimize the time taken to implement these different techniques using this software. It also increases user understanding of these techniques. It is possible to fully implement many of the different image processing techniques such as edge extraction, gradient operators, convolution, compression and extraction, as well as many others in a relatively short time. In comparison to previous attempts with other popular software such as MATLAB, the time difference proved to be immense. The main advantage of AVS software is that it provides a visual programming environment which allows the user to see the flow of information of the different algorithms as they are being implemented. Since no time is spent writing and correcting code, the understanding of the image processing techniques becomes much clearer in a shorter period of time, and thus in depth study is possible. We have developed a number of techniques and are in the process of integrating AVS Express into the curriculum for the Digital Image Processing (EE523) course at Tennessee State University as a teaching and study aid.
增强对基本图像处理技术的教学和理解
科学可视化是数据的图形化表示,作为对数据的理解和洞察的一种手段。开始学习科学可视化的一个很好的地方是图像处理领域,因为它涉及到帮助将数据转换为图像的算法。在当今以技术为导向的世界里,术语“图像处理”通常指的是使用计算机处理二维数据集。这是最初的研究是在使用称为高级视觉系统Express (AVS Express)的软件实现图像处理技术中完成的主要原因。有一个明确的需要表明,如何将有利于教学作为教学辅助,以及它如何帮助优化时间,以实现这些不同的技术使用这个软件。它还增加了用户对这些技术的理解。在相对较短的时间内完全实现许多不同的图像处理技术,如边缘提取、梯度算子、卷积、压缩和提取以及许多其他技术是可能的。与之前使用其他流行软件(如MATLAB)的尝试相比,时差被证明是巨大的。AVS软件的主要优点是它提供了一个可视化的编程环境,允许用户在实现不同算法时看到信息流。由于不需要花时间编写和修改代码,因此对图像处理技术的理解在更短的时间内变得更加清晰,从而可以进行深入的研究。我们已经开发了许多技术,并正在将AVS Express整合到田纳西州立大学的数字图像处理(EE523)课程中,作为教学和学习辅助工具。
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