An utilization of edge detection in a modified Bicubic interpolation used for frame enhancement in a camera-based traffic monitoring

N. V. Hung, N. Hien, Phan Thanh Vinh, N. Thao, N. T. Dzung
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引用次数: 6

Abstract

Nowadays, the developed countries have widely utilized image processing in the Intelligent Transportation System (ITS), medical, biology and other fields. The image quality enhancement is an important task, especially enhancing the resolution of the image from new interpolated pixels. The conventional Bicubic interpolation (BI) algorithm used a square matrix obtained by the original neighbor pixels, which surrounds the interpolated pixels, however the image resolution is lost in the depths and and the boundary pixel value are blurred by a block artifact. This proposed algorithm aims to reduce blurred effect from block artifact by enhancing the interpolated pixel values along the edge pixels of the object of interest in the image. In other words, this paper modifies the conventional BI by adoption of Canny based edge mask for adjustment of the pixels along the detected edges in the interpolation process. The result of this proposed study can be applied to the field of camera-based traffic monitoring system.
在基于摄像机的交通监控中用于帧增强的改进双三次插值中的边缘检测的利用
目前,发达国家已将图像处理广泛应用于智能交通系统(ITS)、医学、生物等领域。图像质量的增强是一个重要的课题,特别是从新的插值像素中增强图像的分辨率。传统的双三次插值(BI)算法使用原始相邻像素得到的方阵包围插值后的像素,但在深度和边界像素值受到块伪影的模糊,导致图像分辨率下降。该算法旨在通过增强图像中感兴趣对象边缘像素的插值像素值来减少块伪影带来的模糊效果。换句话说,本文通过采用基于Canny的边缘掩模对传统的BI进行改进,在插值过程中对沿检测边缘的像素进行调整。本文的研究结果可应用于基于摄像机的交通监控系统领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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