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DE-NOISING FILTERS FOR MICROSCOPIC MEDICAL IMAGES OF HUMAN SPERMATOZOA

机译:用于人类精子显微医学图像的除噪过滤器

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Image de-noising is a process of eliminating the unwanted information occupied on the image during image acquisition and image digitization. The noise removal in an image is a challenging pre-process, concern to preserve minute details in the images. The selection of proper noise removal filter will make the sense of retaining the fine details in the image will helpful for feature extraction. Especially in the domain of sperm cell image processing, the better denoising technique is obligatory to maintain the fine details in the image. Generally these images are not clear due to different staining procedures followed during image acquisition. The various emerging noise removal filters are developed for microscopic medical images but they should be identified specifically with respect to the noise in the input image. Most of the microscopic medical images are degraded by Gaussian noise. So that the Gaussian noise is added artificially on the human spermatozoa cell image and de-noised by using several spatial filters. In this paper the performance of various de-noising filters is measured using objective fidelity criteria such as Mean Square Error (MSE), Peak Signal-to-Noise Ratio (PSNR) and Entropy. This performance analysis moves forward to have further research in denoising for microscopic sperm cell images.
机译:图像降噪是消除图像采集和图像数字化过程中图像上占用的多余信息的过程。图像中的噪声去除是一项具有挑战性的预处理,需要考虑保留图像中的微小细节。选择合适的降噪滤镜可以使图像中保留细微的细节,从而有助于特征提取。特别是在精细胞图像处理领域,更好的去噪技术必须保持图像中的精细细节。通常,由于图像采集期间遵循不同的染色步骤,这些图像不清楚。各种新兴的噪声消除滤波器是为显微医学图像开发的,但应针对输入图像中的噪声进行专门标识。高斯噪声会降低大多数显微医学图像的质量。因此,高斯噪声会被人为地添加到人类精子细胞图像上,并通过使用多个空间滤波器进行去噪。在本文中,使用客观保真度标准(例如均方误差(MSE),峰值信噪比(PSNR)和熵)来测量各种降噪滤波器的性能。这种性能分析向前发展,以进一步研究显微精子细胞图像的去噪。

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