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Contribution to study and implementation of a bio-inspired perception system based on visual and auditory attention

机译:为基于视觉和听觉注意的生物启发感知系统的研究和实施做出贡献

摘要

The main goal of these researches is the design of one artificial perception system allowing to identify events or scenes in a complex environment. The work carried out during this thesis focused on the study and the conception of a bio-inspired perception system based on the both visual and auditory saliency. The main contributions of this thesis are auditory saliency with sound recognition and visual saliency with object recognition. The auditory saliency is computed by merging information from the both temporal and spectral signals with a saliency map of a spectrogram. The visual perception system is based on visual saliency and recognition of foreground object. In addition, the originality of the proposed approach is the possibility to do an evaluation of the coherence between visual and auditory observations using the obtained information from the features extracted from both visual and auditory patters. The experimental results have proven the interest of this method in the framework of scene identification in a complex environment
机译:这些研究的主要目标是设计一种人工感知系统,该系统可以识别复杂环境中的事件或场景。在这篇论文中进行的工作集中在基于视觉和听觉显着性的生物启发感知系统的研究和概念上。本文的主要贡献是具有声音识别的听觉显着性和具有物体识别的视觉显着性。通过将时间信号和频谱信号中的信息与频谱图的显着性图合并来计算听觉显着性。视觉感知系统基于视觉显着性和对前景物体的识别。此外,所提出方法的独创性是可以使用从视觉和听觉模式提取的特征中获得的信息对视觉和听觉观察之间的一致性进行评估。实验结果证明了该方法在复杂环境下场景识别框架中的重要性。

著录项

  • 作者

    Wang Jingyu;

  • 作者单位
  • 年度 2015
  • 总页数
  • 原文格式 PDF
  • 正文语种 en
  • 中图分类

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