Saliency detection algorithm based on LSC-RC

Wei Wu; Weiye Tian; Ding Wang; Xin Luo; Yingfei Wu; Yu Zhang

doi:10.1117/12.2285006

19 February 2018 Saliency detection algorithm based on LSC-RC

Wei Wu, Weiye Tian, Ding Wang, Xin Luo, Yingfei Wu, Yu Zhang

Proceedings Volume 10608, MIPPR 2017: Automatic Target Recognition and Navigation; 106080D (2018) https://doi.org/10.1117/12.2285006
Event: Tenth International Symposium on Multispectral Image Processing and Pattern Recognition (MIPPR2017), 2017, Xiangyang, China

Abstract

Image prominence is the most important region in an image, which can cause the visual attention and response of human beings. Preferentially allocating the computer resources for the image analysis and synthesis by the significant region is of great significance to improve the image area detecting. As a preprocessing of other disciplines in image processing field, the image prominence has widely applications in image retrieval and image segmentation. Among these applications, the super-pixel segmentation significance detection algorithm based on linear spectral clustering (LSC) has achieved good results. The significance detection algorithm proposed in this paper is better than the regional contrast ratio by replacing the method of regional formation in the latter with the linear spectral clustering image is super-pixel block. After combining with the latest depth learning method, the accuracy of the significant region detecting has a great promotion. At last, the superiority and feasibility of the super-pixel segmentation detection algorithm based on linear spectral clustering are proved by the comparative test.

Citation Download Citation

Wei Wu, Weiye Tian, Ding Wang, Xin Luo, Yingfei Wu, and Yu Zhang "Saliency detection algorithm based on LSC-RC", Proc. SPIE 10608, MIPPR 2017: Automatic Target Recognition and Navigation, 106080D (19 February 2018); https://doi.org/10.1117/12.2285006

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KEYWORDS

Image segmentation

Image processing algorithms and systems

Detection and tracking algorithms

Image processing

Fourier transforms

Visualization

Feature extraction

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