双光子激光扫描显微图像降噪质量测试

Tamara Skoric, D. Bajić
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引用次数: 0

摘要

双光子激光扫描显微成像(TPLSM)由于缺乏与去噪图像相比较的真实地真图像,因而没有足够的质量测试。本文提出了一种人工测试图像来测试去噪技术的质量。图像被生成为一个带有模拟的混合毒药-高斯噪声的改进棋盘,其中有三种不同色调的场。测试了12种最先进的降噪方法在公共可用数据库中提出的质量测试图像和TPLSM图像上的可能性。对于信噪比较低的棋盘测试图像,许多方法无法区分不同视场。在测试图像和TPLSM图像中也证实了这些方法的不稳定性,而这些方法最初并不是为了降低高斯噪声而开发的。
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Noise reduction quality test for two-photon laser scanning microscopic images
The two-photon laser scanning microscopic (TPLSM) image does not have an adequate quality test because it lacks a real ground truth image for comparing with the denoised image. The paper proposes an artificial test image to test the quality of denoising techniques. The image is generated as a modified Chessboard with simulated mixed Poison-Gauss noise, in which there are fields with three different shades. The possibilities of twelve state-of-the-art methods for noise reduction on the proposed quality test image and TPLSM image in publicly available databases were tested. Many methods are not able to distinguish between different fields of a Chessboard test image with a low signal-to-noise ratio. The instability of methods, that were not originally developed for the reduction of the Poison-Gaussian noise, was also confirmed in the proposed test image as well as the TPLSM images.
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