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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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The work presented in this paper addresses the increasing demand of visual signal delivery to terminals with arbitrary resolutions (like in mobile multimedia communication and cloud computing) for universal access and presentation, without extra computational burden to the receiving end. Scalable image compression and transmission are essential, and to be effective and meaningful, it has to be content-based. The existing coding methods cannot support content-based spatial scalability with high compression. In this paper, the principle of seam carving (SC) is incorporated into a wavelet codec. After multi-level discrete wavelet transform (DWT), SC is performed in the low frequency subband. Different from the conventional wavelet-based coding schemes, DWT coefficients here are encoded and transmitted according to the energy map of resultant seams. At the decoder side, the end user has the ultimate choice for the 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 encoded information. Simulation results show that the resized images preserve important content while achieving high coding efficiency in transmission.
机译:本文提出的工作解决了将视觉信号传递到具有任意分辨率的终端(例如在移动多媒体通信和云计算中)以实现通用访问和呈现的不断增长的需求,而又不会给接收端带来额外的计算负担。可伸缩的图像压缩和传输是必不可少的,并且要有效且有意义,它必须基于内容。现有的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。在本文中,接缝雕刻(SC)的原理被合并到小波编解码器中。在进行多级离散小波变换(DWT)之后,在低频子带中执行SC。与传统的基于小波的编码方案不同,此处的DWT系数根据所得接缝的能量图进行编码和传输。在解码器端,最终用户拥有可伸缩性的最终选择,而无需检查视觉内容。可以基于编码的信息以内容感知的方式重建具有任意宽高比的图像。仿真结果表明,调整大小后的图像保留了重要的内容,同时实现了较高的传输编码效率。

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