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A Study on JPEG Compression in Color Retinal Image using BT.601 and BT.709 Standards: Image Quality Assessment vs. File Size

机译:使用BT.601和BT.709标准的彩色视网膜图像JPEG压缩研究:图像质量评估与文件大小

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In Indonesia, the prevalence of blindness is about 3%. To overcome the limited communication bandwidth issue in the remote area, utilization of smartphone as teleophthalmology system could be the solution to improve the healthcare services. The image compression is necessary to handle large-size and high-resolution image in the data transmission. The image file size is necessary to be reduced to address several key components in telemedicine, i.e. capable to transmit the image from the remote area and communicate with the coordinating center. Nowadays, several mobile applications have been developed to process the medical image. Furthermore, image compression is required to speed-up the processing task in mobile applications due to the computing power in mobile devices. In this study, the trade-off due to image compression, i.e., between image quality and the image size is investigated. Several asymmetric JPEG quality factors will be applied in R, G, and B channels of the color retinal image. Even though BT. 601 and BT. 709 have the same Q combination, the PSNR, and SSIM in BT. 709 are higher than in BT. 601 due to the weighing factor in G channel for BT. 709 is higher (0.7154) than BT. 601 (0.587). Moreover, the smallest Q combination (50-50-50) in BT. 709 has better performance than the highest Q combination (100-100-100) in BT. 601, in terms of PSNR and file size (93.36 dB and 172 kB vs. 59.93 dB and 2441 kB). Besides, this study has provided further evidence that the G channel in the color retinal image has more information than other channels.
机译:在印度尼西亚,失明的患病率约为3%。为了克服偏远地区有限的通信带宽问题,将智能手机用作眼科系统可能是改善医疗服务的解决方案。为了处理数据传输中的大尺寸和高分辨率图像,必须进行图像压缩。必须减小图像文件的大小以解决远程医疗中的几个关键组件,即能够从远程区域传输图像并与协调中心进行通信。如今,已经开发了几种移动应用程序来处理医学图像。此外,由于移动设备中的计算能力,需要图像压缩来加快移动应用程序中的处理任务。在该研究中,研究了由于图像压缩而导致的折衷,即在图像质量和图像尺寸之间的权衡。几种非对称JPEG品质因数将应用于彩色视网膜图像的R,G和B通道。即使BT。 601和BT。 709在BT中具有相同的Q组合,PSNR和SSIM。 709比BT高。 601,因为BT的G通道中的加权因子。 709比BT高(0.7154)。 601(0.587)。此外,BT中最小的Q组合(50-50-50)。 709的性能优于BT中最高的Q组合(100-100-100)。 601,就PSNR和文件大小而言(93.36 dB和172 kB与59.93 dB和2441 kB)。此外,这项研究提供了进一步的证据,表明彩色视网膜图像中的G通道比其他通道具有更多的信息。

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