Multi-scale spectrum visual saliency perception via hypercomplex DCT | |
Xiao, Limei1; Li, Ce1,2; Hu, Zhijia1; Pan, Zhengrong1 | |
2016 | |
会议日期 | August 2, 2016 - August 5, 2016 |
会议地点 | Lanzhou, China |
关键词 | Computation theory Intelligent computing Visualization Human visual perception Hypercomplex DCT Multi-scale Parallel computing models Paralleled computation State-of-the-art approach Visual saliency Visual stimulation |
卷号 | 9772 |
DOI | 10.1007/978-3-319-42294-7_58 |
页码 | 645-655 |
英文摘要 | Based on the salient object of human visual perception inconsistent scale, this paper proposes a multi-scale spectrum visual saliency perception with hypercomplex discrete cosine transform. In hypercomplex image color space to build parallel computing model, the method use HDCT to extract local spectral feature in an image. Meanwhile, the sparse energy spectrum calculated by hypercomplex discrete cosine transform on local image region was taken as visual stimulation signal. Then a visual saliency measurement was taken on both this region and its neighbor regions. Finally, the multi-sacle normalization was on the visual saliency response. The subjective and objective experimental results on the public saliency perception datasets demonstrated that both the precision and time cost of the proposed approach were better than the other state-of the-art approaches. © Springer International Publishing Switzerland 2016. |
会议录 | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
会议录出版者 | Springer Verlag |
语种 | 英语 |
ISSN号 | 03029743 |
内容类型 | 会议论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/117457] |
专题 | 电气工程与信息工程学院 |
作者单位 | 1.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou; 730050, China; 2.School of Electronic and Information Engineering, Xi’an Jiaotong University, Xi’an; 710049, China |
推荐引用方式 GB/T 7714 | Xiao, Limei,Li, Ce,Hu, Zhijia,et al. Multi-scale spectrum visual saliency perception via hypercomplex DCT[C]. 见:. Lanzhou, China. August 2, 2016 - August 5, 2016. |
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