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Discrete-cosine-transform-based image compression a

机译:基于离散余弦变换的图像压缩

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Abstract: The research reported in this paper concerns an evaluation of the impact of compression on the quality of digitized color dermatologic images. 35 mm slides of four morphologic types of skin lesions were captured at 1000 pixels per inch (ppi) in 24 bit RGB color, to give an approximate 1K $MUL 1K image. The discrete cosine transform (DCT) algorithm, was applied to the resulting image files to achieve compression ratios of about 7:1, 28:1, and 70:1. The original scans and the decompressed files were written to a 35 mm film recorder. Together with the original photo slides, the slides resulting from digital images were evaluated in a study of morphology recognition and image quality assessment. A panel of dermatologists was asked to identify the morphology depicted and to rate the image quality of each slide. The images were shown in a progression from highest level of compression to original photo slides. We conclude that the use of DCT file compression yields acceptable performance for skin lesion images since differences in morphology recognition performance do not correlate significantly with the use of original photos versus compressed versions. Additionally, image quality evaluation does not correlate significantly with level of compression. !
机译:摘要:本文报道的研究涉及评估压缩对彩色皮肤病数字图像质量的影响。在24位RGB颜色下,以1000像素/英寸(ppi)捕获了四种形态学类型的皮肤损伤的35毫米幻灯片,从而获得了大约1K $ MUL 1K的图像。将离散余弦变换(DCT)算法应用于生成的图像文件,以实现约7:1、28:1和70:1的压缩率。原始扫描和解压缩的文件被写入35毫米胶片记录器。与原始照片幻灯片一起,在形态识别和图像质量评估研究中评估了由数字图像产生的幻灯片。要求一组皮肤科医生鉴定所描绘的形态并评价每张玻片的图像质量。图像以从最高压缩程度到原始照片幻灯片的进度显示。我们得出结论,使用DCT文件压缩可为皮肤病变图像提供可接受的性能,因为形态识别性能的差异与原始照片和压缩版本的使用没有显着相关性。此外,图像质量评估与压缩水平没有显着相关。 !

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