Laser & Optoelectronics Progress, Volume. 58, Issue 8, 0810002(2021)

Saliency Detection Model for Stereoscopic Panoramic Images

Miaomiao Qiu, Xiongli Chai, and Feng Shao*
Author Affiliations
  • Faculty of Information Science and Engineering, Ningbo University, Ningbo, Zhejiang 315211, China
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    Figures & Tables(14)
    Illustration of projection format for panoramic image
    Overall framework of proposed method
    Results of superpixel segmentation of SLIC for global images. (a) Original images; (b) results of superpixel segmentation for K=1200; (c) results of superpixel segmentation for K=600; (d) results of superpixel segmentation for K=300
    Results of superpixel segmentation of local images. (a) Original images; (b) six projection surfaces of CMP; (c) results of superpixel segmentation for K=600
    Original images and saliency maps achieved based on color similarity. (a) Original images; (b) saliency maps achieved based on color similarity
    Original images and saliency maps achieved based on local contrast. (a) Original images; (b) saliency maps achieved based on local contrast
    Procedure of proposed saliency framework
    Illustration of fused saliency map of ERP and CMP maps
    3D saliency maps. (a) Original images; (b) disparity maps; (c) stereoscopic saliency maps; (d) final fused saliency maps
    Comparison of performance of different saliency detection models
    Precision-recall curves of different saliency models
    Precision, recall, and F-measure of different saliency models
    • Table 1. Comparison of performance evaluation indexes of different objective evaluation models

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      Table 1. Comparison of performance evaluation indexes of different objective evaluation models

      MetricGBVSRRRDCATCSAEOurs
      AUC0.67670.60940.58100.60840.64160.68430.8158
      CC0.65350.42920.35060.46520.47780.70650.7446
      KLD0.29880.44760.50000.37340.47640.24880.2321
    • Table 2. Comparison of evaluation performance of ERP and CMP projection formats

      View table

      Table 2. Comparison of evaluation performance of ERP and CMP projection formats

      MetricERPCMP
      AUC0.76650.7750
      CC0.64340.6863
      KLD0.26800.2530
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    Miaomiao Qiu, Xiongli Chai, Feng Shao. Saliency Detection Model for Stereoscopic Panoramic Images[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810002

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    Paper Information

    Category: Image Processing

    Received: Jul. 22, 2020

    Accepted: Sep. 9, 2020

    Published Online: Apr. 12, 2021

    The Author Email: Feng Shao (shaofeng@nbu.edu.cn)

    DOI:10.3788/LOP202158.0810002

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