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A Comparative Study on Lossless compression mode in WebP, Better Portable Graphics (BPG), and JPEG XL Image Compression Algorithms

机译:WPP中无损压缩模式的比较研究,更好的便携式图形(BPG)和JPEG XL图像压缩算法

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On daily basis, millions of images related to the fields of medicine, astronomy, and remote sensing are generated. According to the sensitivity of the information, the generated images require storing them without any pictorial information loss. The lossless mode in image compression algorithms didn't introduce any loss to the pictorial information while compressing the image size by a ratio called the compression ratio (CR). In this study, the most recent and promising general image compression algorithms are compared side by side in terms of CR. The tested algorithms are WebP, BPG, and JPEG XL. The dataset used in this study is the TESTIMAGES archive which has been used due to its futuristic features such as high dynamic range (HDR) and high resolution as well as the availability of both natural and synthetic images. The results indicate that JPEG XL has the best CR on average compared to the other two algorithms when images with 8 bits per channel are used. Unlike the BPG and WebP, the JPEG XL offered real compression when HDR images, i.e., with 16 bits per channel, are feed for compression while the other algorithms didn't support such bit depth and generated images with 8 bits per channel.
机译:每天在日常时,产生数百万的图像与医学,天文学和遥感的领域有关。根据信息的灵敏度,所生成的图像需要在没有任何图像信息丢失的情况下存储它们。图像压缩算法中的无损模式没有将任何损耗引入图形信息的同时通过称为压缩比(CR)的比率压缩图像尺寸。在这项研究中,最新和有希望的一般图像压缩算法在Cr的方面并排比较。测试的算法是WEPP,BPG和JPEG XL。本研究中使用的数据集是由于其未来派特征(如高动态范围(HDR)和高分辨率以及自然和合成图像的可用性而使用的Testimages存档。结果表明,当使用具有8位每通道的图像时,JPEG XL与其他两个算法相比,与其他两个算法相比。与BPG和WEPP不同,JPEG XL在HDR图像,即每个通道的16位时提供真正的压缩,而其他算法不支持这种位深度和每个通道8位的图像。

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