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Investigating the relationship between image enhancement and image compression in the context of the multi-scale retinex

机译:在多尺度retinex的背景下研究图像增强和图像压缩之间的关系

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Image enhancement and data compression methods arose from the distinct and largely separate disciplines of image processing and communications respectively, yet both are important components of current and future digital imaging systems technology. Here we examine the relationship of these two components with special emphasis on image enhancement and lossy jpeg image compression. When transmission channel capacity is limited, image/data compression is often performed to increase the data throughput. However, this compression has a significant impact on the quality of the final data that is received. In most cases, image enhancement performed after image compression tends to bring out the artifacts injected into the data due to the compression. However, if image enhancement is performed before image compression, there are two issues that arise: (i) image enhancement typically increases the contrast—amount of observable detail—in an image which leads to poorer compression ratios; and (ii) the radiometric information in the original data is typically irretrievably lost. In this paper we address the impact of image enhancement, specifically that of the multi-scale retinex with color restoration (msrcr) on image compression, and vice versa. We also look at the impact of compression on recovering original data from enhanced imagery given certain parameters about the enhancement process. In this context, we also develop an inversion process for the msrcr.
机译:图像增强和数据压缩方法分别来自于图像处理和通信的截然不同的领域,而这两个领域都是当前和未来数字成像系统技术的重要组成部分。在这里,我们检查这两个组件之间的关系,特别着重于图像增强和有损jpeg图像压缩。当传输通道容量受到限制时,通常会执行图像/数据压缩以增加数据吞吐量。但是,这种压缩对接收到的最终数据的质量有重大影响。在大多数情况下,由于压缩,在图像压缩后执行的图像增强趋向于带出注入到数据中的伪像。但是,如果在图像压缩之前执行图像增强,则会出现两个问题:(i)图像增强通常会提高图像的对比度(可观察的细节量),从而导致较差的压缩率; (ii)通常无法挽回地丢失原始数据中的辐射信息。在本文中,我们解决了图像增强的影响,特别是带有色彩恢复的多尺度retinex(msrcr)对图像压缩的影响,反之亦然。在给定有关增强过程的某些参数的情况下,我们还将研究压缩对从增强图像中恢复原始数据的影响。在这种情况下,我们还为msrcr开发了一个反转过程。

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