Ende Wang, Kai Qi, Xuepeng Li, Liangyu Peng. Semantic Segmentation of Remote Sensing Image Based on Neural Network[J]. Acta Optica Sinica, 2019, 39(12): 1210001
- Acta Optica Sinica
- Vol. 39, Issue 12, 1210001 (2019)
Fig. 1. FCN structural diagram
Fig. 2. ResNet basic structural unit
Fig. 3.
Diagram of ResNet18 structure
Fig. 4. Main structure of network
Fig. 5. Diagram of N×N channel structure
Fig. 6. Two-channel feature fusion with different scales
Fig. 7. Downsampling and upsampling of location index max pool
Fig. 8. Partial images of data sets and corresponding visual labels
Fig. 9. Partial data set images and their visual mark display after cutting
Fig. 10. Partial original images and display of flipped and rotated images
Fig. 11. Visual classification results of remote sensing images by different classification algorithms
Fig. 12. Visual classification results of channel 1, channel 1+2, and overall structure
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Table 1. Obfuscation matrix of classification results of proposed algorithmpixel
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Table 2. Classification accuracy and RKappa of different algorithms
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Table 3. Convolution kernel parameters, single forward propagation time, and training time of different algorithms
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