各种滤波器图像处理技术的性能比较综述

Shweta Singh, Ayush J. Sharma, Alankrita Aggarwal
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引用次数: 0

摘要

图像处理在医学、图像水印、空间数据分析等领域的大量应用中起着至关重要的作用。当图像是静态时,用户通常可以获得较好的性能,但实时图像的处理取决于算法的有效性和滤波技术等各种参数。研究人员观察到,在处理现实生活中的图像时,表现存在很大差异;因此,有效的滤波技术在决定所实现的处理算法的性能以及所考虑的捕获图像质量方面起着至关重要的作用。因此,本研究的重点是讨论各种广泛使用的过滤技术和在室外环境场景下的高效性能分析。构建实时效率系统,根据应用需求和外部因素,总结各种类型过滤器在不同环境条件下的有效性,并进行比较和评价,突出不同算法的优缺点。
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Performance Comparison of Image Processing Techniques on Various Filters: A Review
Image processing plays a crucial role in a large number of applications including fields of medical, watermarking in images, spatial data analysis applications. When images are static, generally, users can get good performance, though processing of real-time images are dependent on various parameters like efficacy of algorithm and filtering techniques. Researchers have observed high variation in performance during processing of real-life images; therefore, efficient filtering techniques play a vital role in determining the implemented processing algorithm's performance as well as the quality of captured images taken into consideration. Thus, the focus of this study is to discuss various widely used filtering techniques and efficient performance analysis in outdoor environmental scenarios. A real-time efficiency system is made to conclude each filter type's effectiveness in different environmental conditions with comparison and evaluation, highlighting merits and demerits of different algorithms based on application needs along with external factors.
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