Laser & Optoelectronics Progress, Volume. 56, Issue 18, 181007(2019)

Ship Detection from Remote Sensing Image Under Complex Sea Conditions

Yantong Chen1、*, Yuyang Li1, and Tingting Yao1,2
Author Affiliations
  • 1 Information Science and Technology College, Dalian Maritime University, Dalian, Liaoning 116026, China
  • 2 Collaborative Innovation Research Institute of Autonomous Ship, Dalian Maritime University, Dalian, Liaoning 116026, China
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    Figures & Tables(12)
    RBD detection model
    Comparison of images before and after Tophat-algorithm preprocessing. (a) Original image; (b) after Tophat-algorithm preprocessing
    Comparison of segmented ships with fixed K value and adaptive K value. (a) Original image; (b) fixed K value; (c) adaptive K value
    Comparison of ship detection from RBD model and improved RBD model. (a) Original image; (b) RBD model; (c) improved RBD model
    Comparison of Otsu segmentation algorithms before and after improvement. (a) Original image; (b) Otsu algorithm; (c) improved Otsu algorithm
    Saliency images without wakes of detections by various algorithms on simple sea surface. (a) Original image; (b) CA algorithm; (c) COV algorithm; (d) GS algorithm; (e) MR algorithm; (f) SF algorithm; (g) RBD algorithm; (h) proposed algorithm
    Saliency images with wakes of detections by various algorithms on sea clutter. (a) Original image; (b) CA algorithm; (c) COV algorithm; (d) GS algorithm; (e) MR algorithm; (f) SF algorithm; (g) RBD algorithm; (h) proposed algorithm
    Saliency images of detections by various algorithms on oily sea surface. (a) Original image; (b) CA algorithm; (c) COV algorithm; (d) GS algorithm; (e) MR algorithm; (f) SF algorithm; (g) RBD algorithm; (h) proposed algorithm
    Saliency images of detections by various algorithms under thin clouds. (a) Original image; (b) CA algorithm; (c) COV algorithm; (d) GS algorithm; (e) MR algorithm; (f) SF algorithm; (g) RBD algorithm; (h) proposed algorithm
    Saliency images of small ship detection by various algorithms. (a) Original image; (b) CA algorithm; (c) COV algorithm; (d) GS algorithm; (e) MR algorithm; (f) SF algorithm; (g) RBD algorithm; (h) proposed algorithm
    Comparison of saliency detection results by different algorithms
    • Table 1. Running time of different modelss

      View table

      Table 1. Running time of different modelss

      AlgorithmFig. 4Fig. 5Fig. 6Fig. 7Fig. 8
      CA37.940.240.839.741.6
      COV23.125.025.824.926.2
      SF11.512.312.811.713.9
      MR6.97.27.57.07.8
      GS6.57.67.36.97.6
      RBD7.88.38.58.08.8
      Proposed11.212.112.511.913.2
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    Yantong Chen, Yuyang Li, Tingting Yao. Ship Detection from Remote Sensing Image Under Complex Sea Conditions[J]. Laser & Optoelectronics Progress, 2019, 56(18): 181007

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    Paper Information

    Category: Image Processing

    Received: Mar. 21, 2019

    Accepted: Apr. 9, 2019

    Published Online: Sep. 9, 2019

    The Author Email: Chen Yantong (chenyantong1@yeah.net)

    DOI:10.3788/LOP56.181007

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