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Content-Based Image Compression for Arbitrary-Resolution Display Devices

机译:用于任意分辨率显示设备的基于内容的图像压缩

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摘要

The existing image coding methods cannot support content-based spatial scalability with high compression. In mobile multimedia communications, image retargeting is generally required at the user end. However, content-based image retargeting (e.g., seam carving) is with high computational complexity and is not suitable for mobile devices with limited computing power. The work presented in this paper addresses the increasing demand of visual signal delivery to terminals with arbitrary resolutions, without heavy computational burden to the receiving end. In this paper, the principle of seam carving is incorporated into a wavelet codec (i.e., SPIHT ). For each input image, block-based seam energy map is generated in the pixel domain. In the meantime, multilevel discrete wavelet transform (DWT) is performed. Different from the conventional wavelet-based coding schemes, DWT coefficients here are grouped and encoded according to the resultant seam energy map. The bitstream is then transmitted in energy descending order. At the decoder side, the end user has the ultimate choice for the spatial scalability without the need to examine the visual content; an image with arbitrary aspect ratio can be reconstructed in a content-aware manner based upon the side information of the seam energy map. Experimental results show that, for the end users, the received images with an arbitrary resolution preserve important content while achieving high coding efficiency for transmission.
机译:现有的图像编码方法不能支持具有高压缩率的基于内容的空间可伸缩性。在移动多媒体通信中,通常在用户端需要图像重新定向。但是,基于内容的图像重定目标(例如,接缝雕刻)具有很高的计算复杂度,并且不适用于计算能力有限的移动设备。本文提出的工作解决了向具有任意分辨率的终端传送视觉信号的需求不断增长,而又不给接收端带来沉重的计算负担的情况。在本文中,缝缝雕刻的原理被结合到了小波编解码器(即SPIHT)中。对于每个输入图像,在像素域中生成基于块的接缝能量图。同时,执行多级离散小波变换(DWT)。与传统的基于小波的编码方案不同,此处的DWT系数根据所得的接缝能量图进行分组和编码。然后以能量降序发送比特流。在解码器方面,最终用户无需检查视觉内容就可以实现空间可伸缩性的最终选择。可以基于接缝能量图的边信息以内容感知的方式重建具有任意纵横比的图像。实验结果表明,对于最终用户而言,任意分辨率的接收图像在保持较高编码效率的同时,仍保留了重要的内容。

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