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Wyner-Ziv Coding of Chroma in Wireless Capsule Endoscopy Image Compression using Deep Side Information Generation

机译:使用深层信息生成的无线胶囊内窥镜图像压缩中色度的Wyner-Ziv编码

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In wireless capsule endoscopy (WCE), transmitting chroma along with luma components through radio frequency transmission consumes large amount of power. Conventional methods transmit both luma along with sub-sampled chroma components. In the proposed method only luma component is encoded and transmitted. Chroma component is predicted from reconstructed luma at the decoder using generative adversarial network. To improve the quality of the reconstructed WCE images, chroma components are Wyner-Ziv encoded. Predicted chroma at the decoder serves as side information for decoding chroma components. Transmission of chroma components using proposed method needs very few bits compare to other WCE-JPEG based image compression methods. The proposed compression method achieves better compression ratio of 94.73 % at PSNR 43.59dB compared to other WCE image compression methods.
机译:在无线胶囊内窥镜检查(WCE)中,通过射频传输将色度与亮度分量一起传输会消耗大量功率。常规方法将亮度与子采样色度分量一起传输。在提出的方法中,仅亮度分量被编码和传输。色度分量是使用生成的对抗网络从解码器处的重建亮度预测的。为了提高重建的WCE图像的质量,色度分量经过Wyner-Ziv编码。解码器上的预测色度用作解码色度分量的辅助信息。与其他基于WCE-JPEG的图像压缩方法相比,使用所提出的方法传输色度分量所需的位数很少。与其他WCE图像压缩方法相比,该压缩方法在PSNR 43.59dB时可实现94.73%的更好压缩率。

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