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Bottom-Up Visual Saliency Using Binary Spectrum of Walsh-Hadamard Transform

机译:使用Walsh-Hadamard变换的二元频谱自下而上的视觉显着性

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Detection of visual saliency is valuable for applications like robot navigation, adaptive image compression, and object recognition. In this paper, we propose a fast frequency domain visual saliency method by use of the binary spectrum of Walsh-Hadamard transform (WHT). The method achieves saliency detection by simply exploiting the WHT components of the scene under view. Unlike space domain-based approaches, our method performs the cortical center-surround suppression in frequency domain and thus has implicit biological plausibility. By virtue of simplicity and speed of the WHT, the proposed method is very simple and fast in computation, and outperforms existing state-of-the-art saliency detection methods, when evaluated by using the capability of eye fixation prediction.
机译:视觉显着性的检测对于诸如机器人导航,自适应图像压缩和对象识别之类的应用非常有价值。在本文中,我们利用Walsh-Hadamard变换(WHT)的二进制频谱提出了一种快速频域视觉显着性方法。该方法通过简单地利用视场中的WHT组件来实现显着性检测。与基于空间域的方法不同,我们的方法在频域中执行皮质中心环绕抑制,因此具有隐式的生物学合理性。由于WHT的简单性和速度,所提出的方法在计算上非常简单且快速,并且在使用眼动预测能力进行评估时,其性能优于现有的最新显着性检测方法。

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