Image Zooming Using Corner Matching

R. Marsh, M. N. Amin, C. Crandall, Raymond Davis
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引用次数: 3

Abstract

This work was intended to direct the choice of an image interpolation/zoom algorithm for use in UND's Open Prototype for Educational Nanosats (OPEN) satellite program. Whether intended for a space-borne platform or a balloon-borne platform, we expect to use a low cost camera (Raspberry Pi) and expect to have very limited bandwidth for image transmission. However, the technique developed could be used for any imaging application. The approach developed analyzes overlapping $3\times 3$ blocks of pixels looking for “L” patterns that suggest the center pixel should be changed such that a triangle pattern results. We compare this approach against different types of single-frame image interpolation algorithms, such as zero-order-hold (ZOH), bilinear, bicubic, and the directional cubic convolution interpolation (DCCI) approach. We use the peak signal-to-noise ratio (PSNR) and mean squared error (MSE) as the primary means of comparison. In all but one of the test cases the proposed method resulted in a lower MSE and higher PSNR than the other methods. Meaning this method results in a more accurate image after zooming than the other methods.
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使用角匹配图像缩放
这项工作的目的是指导选择一种图像插值/缩放算法,用于UND的教育纳米卫星开放原型(Open)卫星计划。无论是用于太空平台还是气球平台,我们希望使用低成本的相机(树莓派),并期望具有非常有限的带宽用于图像传输。然而,所开发的技术可用于任何成像应用。开发的方法分析重叠的$3 × 3$像素块,寻找“L”模式,这些模式表明中心像素应该改变,从而产生三角形模式。我们将这种方法与不同类型的单帧图像插值算法进行比较,例如零阶保持(ZOH)、双线性、双三次和定向三次卷积插值(DCCI)方法。我们使用峰值信噪比(PSNR)和均方误差(MSE)作为比较的主要手段。在所有测试用例中,除了一个之外,所提出的方法比其他方法产生更低的MSE和更高的PSNR。这意味着这种方法在放大后的图像比其他方法更准确。
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