Importance coding of surveillance imagery for interpretability using quadtree dynamic importance maps

A. Nguyen, V. Chandran, S. Sridharan, R. Prandolini
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引用次数: 2

Abstract

This paper presents an importance coding technique to improve the interpretability versus bit-rate performance for an image compression system. The term interpretability is a subjective image quality measure of the content recognition performance by trained image analysts. A quadtree dynamics importance map is used to aid the prioritisation of the image encoded bit-stream according to its importance for interpretability. The importance map is generated using several bottom-up, context-free features for the identification of regions-of-interest in surveillance imagery that correlate well with visual attention processes in humans. Traditional PSNR progressive coders rely on descending wavelet coefficient magnitudes to prioritise the encoded bit-stream. The importance coder discussed in the paper is designed such that the JPEG2000 standard can implement the importance prioritisation schema (without the need to send the importance map information). Subjective evaluations indicate that the proposed schema is better than traditional PSNR progressive coders for the purpose of very low bitrate content recognition.
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利用四叉树动态重要性图对监控图像的可解释性进行重要性编码
本文提出了一种重要的编码技术,以提高图像压缩系统的可解释性和比特率性能。术语可解释性是经过训练的图像分析人员对内容识别性能的主观图像质量度量。使用四叉树动态重要性映射来根据可解释性的重要性对图像编码的比特流进行优先级排序。重要性图是使用几个自下而上的、与上下文无关的特征生成的,用于识别与人类视觉注意过程密切相关的监视图像中的感兴趣区域。传统的PSNR累进编码器依靠小波系数降阶来对编码的比特流进行优先级排序。本文所讨论的重要性编码器设计使JPEG2000标准能够实现重要性优先级模式(不需要发送重要性图信息)。主观评价表明,该模式在非常低比特率的内容识别方面优于传统的PSNR渐进式编码器。
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