• Laser & Optoelectronics Progress
  • Vol. 59, Issue 16, 1610006 (2022)
Yupin Fang, Xiaopeng Wang*, and Xinna Li
Author Affiliations
  • College of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou 730070, Gansu , China
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    DOI: 10.3788/LOP202259.1610006 Cite this Article Set citation alerts
    Yupin Fang, Xiaopeng Wang, Xinna Li. Road Extraction from Remote Sensing Images Based on Adaptive Morphology[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1610006 Copy Citation Text show less
    Flow chart of proposed road extraction method from remote sensing image
    Fig. 1. Flow chart of proposed road extraction method from remote sensing image
    Shape analysis of elliptic structural elements. (a) λ1≈λ2≈0; (b) λ1≫λ2≈0; (c) λ1≈λ2≫0
    Fig. 2. Shape analysis of elliptic structural elements. (a) λ1λ20; (b) λ1λ20; (c) λ1λ20
    Elliptic structural elements
    Fig. 3. Elliptic structural elements
    Adaptive morphological top and bottom hat transformation. (a) Grayscale image; (b) result of fixed structural elements; (c) result of adaptive morphological structural elements
    Fig. 4. Adaptive morphological top and bottom hat transformation. (a) Grayscale image; (b) result of fixed structural elements; (c) result of adaptive morphological structural elements
    Improved aspect ratio. (a) Road target area; (b) new rectangle
    Fig. 5. Improved aspect ratio. (a) Road target area; (b) new rectangle
    Post processing of road segmentation. (a) Binary image; (b) shape feature extraction; (c) morphological filtering; (d) overlay effect image
    Fig. 6. Post processing of road segmentation. (a) Binary image; (b) shape feature extraction; (c) morphological filtering; (d) overlay effect image
    Road extraction simulation experiment. (a) Original image(from left to right: I1、I2、I3、I4); (b) circular structural element; (c) linear structural element; (d) watershed algorithm of morphological gradient reconstruction; (e) proposed method; (f) effect of road superimposed with original images; (g) extraction results of manual images
    Fig. 7. Road extraction simulation experiment. (a) Original image(from left to right: I1I2I3I4); (b) circular structural element; (c) linear structural element; (d) watershed algorithm of morphological gradient reconstruction; (e) proposed method; (f) effect of road superimposed with original images; (g) extraction results of manual images
    Remote sensing imagesCircular structural elementLinear structural elementWatershed algorithm of morphological gradient reconstructionProposed method
    I13.572.741.461.27
    I25.954.833.592.04
    I34.473.822.141.83
    I46.114.893.251.96
    Table 1. Error comparison of road extraction
    Yupin Fang, Xiaopeng Wang, Xinna Li. Road Extraction from Remote Sensing Images Based on Adaptive Morphology[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1610006
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