Improving detection accuracy utilizing super-resolution

Takaaki Murakami, Taito Takeuchi, T. Goto, S. Hirano, M. Sakurai
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引用次数: 2

Abstract

In this paper, we propose a method for detecting a specific object that has been determined in advance. Further, we aim to improve recognition accuracy by utilizing a super-resolution method to generate a high-resolution image from a low-resolution image. To achieve these goals, our proposed method employs a total variation regularization filter, a shock filter, and a pulse enhancement filter. The experimental results show that our method generates accurate high resolution images, and improves the accuracy of distant object detection.
利用超分辨率提高检测精度
在本文中,我们提出了一种检测预先确定的特定物体的方法。此外,我们的目标是通过利用超分辨率方法从低分辨率图像生成高分辨率图像来提高识别精度。为了实现这些目标,我们提出的方法采用了一个全变分正则化滤波器、一个冲击滤波器和一个脉冲增强滤波器。实验结果表明,该方法能够生成准确的高分辨率图像,提高了远距离目标检测的精度。
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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