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Noise Reduction for 8K Endoscope Images

机译:降低8K内窥镜图像的噪声

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摘要

In the medical field, diagnosis based on images/videos is constantly becoming increasingly important. Recently, an 8Kresolution endoscope has been developed. Lighting is necessary to obtain sufficiently lighted images/videos whenendoscopic examinations or operations are performed. Although it is necessary to have sufficient illumination, the lightingcondition of endoscopes is limited owing to the heat generated by the light source. Poor lighting conditions always producenoise. Particularly, the size of an 8K imaging cell is small, and the number of photons for it is limited. Noise is an importantissue in 8K endoscopic images. During a diagnosis, in order to obtain detailed information on an ailing part, same areasare often monitored repeatedly. 8K endoscopic videos have a high resolution; having a high image quality in each frameof still images is important used during diagnoses. However, unlike videos, in still images, observers can easily distinguishnot only resolution differences but also degradations, such as noise, in problematic areas. In this study, a total variation(TV) denoising method is used to reduce the noise of 8K endoscopic images.
机译:在医学领域,基于图像/视频的诊断日益重要。最近有一个8K 高分辨率内窥镜已经开发出来。当需要获得足够照明的图像/视频时,必须进行照明 进行内窥镜检查或手术。尽管必须有足够的照明,但照明 由于光源产生的热量,内窥镜的状况受到限制。照明条件总是很差 噪音。特别地,8K成像单元的尺寸小,并且其光子的数量受到限制。噪音很重要 在8K内窥镜图像中出现问题。诊断期间,为了获得有关患病部位的详细信息,请在相同区域 经常被反复监视。 8K内窥镜视频具有高分辨率;每帧图像质量高 在诊断过程中使用静止图像非常重要。但是,与视频不同,在静止图像中,观察者可以轻松区分 在有问题的区域,不仅分辨率差异,而且还降低了噪声等降级效果。在这项研究中,总变异 (TV)去噪方法用于减少8K内窥镜图像的噪声。

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