Laser & Optoelectronics Progress, Volume. 58, Issue 14, 1410016(2021)
Fuzzy Clustering Remote Sensing Image Water Segmentation Algorithm Combined with Gravity Model
Fig. 1. Algorithm flow chart
Fig. 2. Segmentation results of remote sensing image 1 by different algorithms. (a) Original image; (b) FCM segmentation result; (c) FLICM segmentation result; (d) KNLASC-FCM[9] segmentation result; (e) IIFCM[17] segmentation result; (f) NDFCM[7] segmentation result; (g) SNLS_IFCM[22] segmentation result; (h) segmentation result of our algorithm
Fig. 3. Segmentation results of remote sensing image 2 by different algorithms. (a) Original image; (b) FCM segmentation result; (c) FLICM segmentation result; (d) KNLASC-FCM[9] segmentation result; (e) IIFCM[17] segmentation result; (f) NDFCM[7] segmentation result; (g) SNLS_IFCM[22] segmentation result; (h) segmentation result of our algorithm
Fig. 4. Segmentation results of remote sensing image 3 by different algorithms. (a) Original image; (b) FCM segmentation result; (c) FLICM segmentation result; (d) KNLASC-FCM[9] segmentation result; (e) IIFCM[17] segmentation result; (f) NDFCM[7] segmentation result; (g) SNLS_IFCM[22] segmentation result; (h) segmentation result of our algorithm
Fig. 5. Segmentation results of remote sensing image 4 by different algorithms. (A) Original image; (b) FCM segmentation result; (c) FLICM segmentation result; (d) KNLASC-FCM[9] segmentation result; (e) IIFCM[17] segmentation result; (f) NDFCM[7] segmentation result; (g) SNLS_IFCM[22] segmentation result; (h) segmentation result of our algorithm
Fig. 6. Segmentation results of remote sensing image 5 by different algorithms. (a) Original image; (b) FCM segmentation result; (c) FLICM segmentation result; (d) KNLASC-FCM[9] segmentation result; (e) IIFCM[17] segmentation result; (f) NDFCM[7] segmentation result; (g) SNLS_IFCM[22] segmentation result; (h) segmentation result of our algorithm
Fig. 7. Segmentation results of remote sensing image 6 by different algorithms. (a) Original image; (b) FCM segmentation result; (c) FLICM segmentation result; (d) KNLASC-FCM[9] segmentation result; (e) IIFCM[17] segmentation result; (f) NDFCM[7] segmentation result; (g) SNLS_IFCM[22] segmentation result; (h) segmentation result of our algorithm
Fig. 8. Reference images of water segmentation. (a) reference segmentation image of image 1; (b) reference segmentation image of image 2; (c) reference segmentation image of image 3; (d) reference segmentation image of image 4; (e) reference segmentation image of image 5; (f) reference segmentation image of image 6
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Qi Zhang, Guiqin Yang, Xiaopeng Wang. Fuzzy Clustering Remote Sensing Image Water Segmentation Algorithm Combined with Gravity Model[J]. Laser & Optoelectronics Progress, 2021, 58(14): 1410016
Category: Image Processing
Received: Oct. 19, 2020
Accepted: Nov. 18, 2020
Published Online: Jun. 30, 2021
The Author Email: Yang Guiqin (yangguiqin@mail.lzjtu.cn)