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Visual saliency detection based on region contrast and guided filter

机译:基于区域对比度和引导滤波器的视力视觉效力检测

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The main challenge of previous saliency detection method is the low quality of obtained saliency map which missed the edge and texture information easily. So it cannot reflect the integrated image salient information. Considering this problem, we propose a novel saliency measure method which combine region contrast and fast guided filter. This method utilizes region contrast method to obtain initial saliency maps. Then we optimize the saliency maps by using the fast guided filter. Extensive experimental results on natural image show the effectiveness of the proposed method. One aspect, the obtained final saliency maps have obvious advantages in dealing with the texture and weakening the inconsequential region. Another aspect, evaluation on the two databases validates that our method achieves superior results and outperforms compared previous approach in both precision and recall.
机译:先前显着性检测方法的主要挑战是获得的显着图的低质量,可轻松错过边缘和纹理信息。所以它无法反映集成的图像突出信息。考虑到这一问题,我们提出了一种新的显着性测量方法,该方法结合了区域对比度和快速引导滤波器。该方法利用区域对比方法获得初始显着图。然后,我们使用快速导向滤波器优化显着性图。对自然形象的广泛实验结果显示了该方法的有效性。一个方面,获得的最终显着图具有明显的优势,在处理纹理和削弱无关紧要区域方面具有明显的优势。另一方面,对两个数据库的评估验证了我们的方法在精度和召回方面比较了先前的方法和胜过了卓越的结果。

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