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Complexity Controlled Side Information Creation for Distributed Scalable Video Coding

机译:分布式可伸缩视频编码的复杂度控制边信息创建

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Distributed scalable video coding (DSVC) has recently been gaining many attentions due to its benefits in terms of computational complexity, error resilience and scalability, which are important for emerging video applications like wireless sensor networks and visual surveillance system (VSS). In DSVC, the side information (SI) creation plays a key role as it directly affects the DSVC compression performance and the encoder/decoder computational complexity. However, for many VSS applications, the energy of each VSS node is usually attenuating along the time, making the difficulty in transmitting surveillance video in real time. To address this problem, we propose a complexity controlled SI creation solution for the newly DSVC framework. To achieve the flexible SI creation, the complexity associated with SI creation process is modeled using a linear model in which the model parameters are estimated from a fitting process. To adjust the SI complexity, a user parameter is defined based on the availability of the VSS energy resource. Experiments conducted for a rich set of video surveillance data have revealed the benefits of the proposed complexity control solution, notably in both complexity control and compression performance.
机译:分布式可伸缩视频编码(DSVC)由于其在计算复杂性,错误复原能力和可伸缩性方面的优势而受到了广泛的关注,这对于新兴的视频应用(如无线传感器网络和视觉监控系统(VSS))非常重要。在DSVC中,辅助信息(SI)的创建起着关键作用,因为它直接影响DSVC的压缩性能和编码器/解码器的计算复杂性。但是,对于许多VSS应用程序,每个VSS节点的能量通常会随着时间而衰减,从而难以实时传输监视视频。为了解决这个问题,我们为新的DSVC框架提出了一种复杂度受控的SI创建解决方案。为了实现灵活的SI创建,使用线性模型对与SI创建过程相关联的复杂性进行建模,其中从拟合过程中估计模型参数。为了调整SI复杂度,根据VSS能源的可用性定义用户参数。对大量视频监控数据进行的实验表明,提出的复杂性控制解决方案具有很多优势,特别是在复杂性控制和压缩性能方面。

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