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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觉显着性检测

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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:先前的显着性检测方法的主要挑战是所获得的显着性图的质量低,容易丢失边缘和纹理信息。因此,它不能反映集成的图像显着信息。考虑到这一问题,我们提出了一种结合区域对比度和快速导引滤波器的显着性度量方法。该方法利用区域对比方法获得初始显着图。然后,我们使用快速导引滤波器优化显着性图。在自然图像上的大量实验结果证明了该方法的有效性。一方面,获得的最终显着性图在处理纹理和弱化无关紧要的区域方面具有明显的优势。另一方面,对这两个数据库的评估验证了我们的方法在准确性和查全率方面均比以前的方法取得了优异的结果,并且性能优于其他方法。

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