• Laser & Optoelectronics Progress
  • Vol. 58, Issue 24, 2410006 (2021)
Zheyu Li1, Kun Ding1、*, Jingwei Zhang1, Chenyang Li2, Zhang Li2, and Yongjie Liu2
Author Affiliations
  • 1College of Mechanical and Electrical Engineering, Hohai University, Changzhou, Jiangsu 213022, China
  • 2Changzhou Key Laboratory of Photovoltaic System Integration and Production Equipment Technology, Changzhou, Jiangsu 213022, China
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    DOI: 10.3788/LOP202158.2410006 Cite this Article Set citation alerts
    Zheyu Li, Kun Ding, Jingwei Zhang, Chenyang Li, Zhang Li, Yongjie Liu. Selective Enhancement-Based Shade Segmentation of Photovoltaic Array[J]. Laser & Optoelectronics Progress, 2021, 58(24): 2410006 Copy Citation Text show less
    Flow chart of image preprocessing
    Fig. 1. Flow chart of image preprocessing
    Flow chart of selective enhancement factor
    Fig. 2. Flow chart of selective enhancement factor
    Flow chart of image segmentation
    Fig. 3. Flow chart of image segmentation
    Comparison of the moss images and the original images. (a) Enhanced leaf image 1; (b) original image 1; (c) enhanced leaf image 2; (d) original image 2; (e) enhanced leaf image 3; (f) original image 3; (g) enhanced leaf and shadow image; (h) original image 4; (i) enhanced shadow image 5; (j) original image 5; (k) enhanced shadow image 6; (l) original image 6
    Fig. 4. Comparison of the moss images and the original images. (a) Enhanced leaf image 1; (b) original image 1; (c) enhanced leaf image 2; (d) original image 2; (e) enhanced leaf image 3; (f) original image 3; (g) enhanced leaf and shadow image; (h) original image 4; (i) enhanced shadow image 5; (j) original image 5; (k) enhanced shadow image 6; (l) original image 6
    Comparison of shadow segmentation. (a)(c)(e)(g)(i)(k) Shadow segmentation based on the algorithm in Ref.[3]; (b)(d)(f)(h)(j)(l) shadow segmentation based on the proposed algorithm
    Fig. 5. Comparison of shadow segmentation. (a)(c)(e)(g)(i)(k) Shadow segmentation based on the algorithm in Ref.[3]; (b)(d)(f)(h)(j)(l) shadow segmentation based on the proposed algorithm
    Comparison of leaf segmentation. (a)(c)(e)(g)(i)(k) leaf segmentation based on the algorithm in Ref.[14]; (b)(d)(f)(h)(j)(l) leaf segmentation based on the proposed algorithm
    Fig. 6. Comparison of leaf segmentation. (a)(c)(e)(g)(i)(k) leaf segmentation based on the algorithm in Ref.[14]; (b)(d)(f)(h)(j)(l) leaf segmentation based on the proposed algorithm
    ShadowA /%P /%R /%RIoU /%
    Ref.[3]Proposed algorithmRef.[3]Proposed algorithmRef.[3]Proposed algorithmRef.[3]Proposed algorithm
    Shadow 197.5497.6394.8597.3997.9898.1394.4295.09
    Shadow 297.5298.1298.1397.8997.5397.5496.0596.67
    Shadow 394.1694.0192.5196.4795.8195.1990.8192.15
    Shadow 491.2297.6294.6795.4496.3396.7492.0593.17
    Shadow 590.5392.2491.5793.5598.9599.0693.4994.56
    Shadow 687.5293.8693.7090.3884.5892.7283.4389.74
    Average94.0895.5894.2495.1995.2096.5691.7193.56
    Table 1. Comparisons of shadow distinguish
    LeafA /%P /%R /%RIoU /%
    Ref.[14]Proposed algorithmRef.[14]Proposed algorithmRef.[14]Proposed algorithmRef.[14]Proposed algorithm
    Leaf 194.8895.9090.1492.6194.3194.7391.3092.42
    Leaf 290.9896.8384.3792.7599.9998.2684.6593.25
    Leaf 397.9999.1389.7695.0399.0999.4287.6492.47
    Leaf 489.7990.9088.7896.8184.7292.3885.1192.15
    Leaf 590.2993.0891.9796.8197.3296.4088.8890.04
    Leaf 684.2390.0795.2397.5278.4585.4180.1189.66
    Average91.3694.3290.0495.2692.3194.4386.2891.67
    Table 2. Comparisons of leaf distinguish
    Zheyu Li, Kun Ding, Jingwei Zhang, Chenyang Li, Zhang Li, Yongjie Liu. Selective Enhancement-Based Shade Segmentation of Photovoltaic Array[J]. Laser & Optoelectronics Progress, 2021, 58(24): 2410006
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