遥感图像语义分割空间全局上下文信息网络
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吴泽康,赵姗,李宏伟,姜懿芮
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Spatial global context information network for semantic segmentation of remote sensing image
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Ze-kang WU,Shan ZHAO,Hong-wei LI,Yi-rui JIANG
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表 4 WHDLD各个类别的定量指标 |
Tab.4 Quantitative indicators for each category of WHDLD % |
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标签类别 | | | Pr | | | | | | R | | | | | | F1 | | | U- Net[9] | Deep- Labv3[18] | PSP- Net[12] | Deep- Labv3+[19] | NC- Net | U- Net[9] | Deep- Labv3[18] | PSP- Net[12] | Deep- Labv3+[19] | NC- Net | U- Net[9] | Deep- Labv3[18] | PSP- Net[12] | Deep- Labv3+[19] | NC- Net | 建筑物 | 67.72 | 70.28 | 69.53 | 72.36 | 72.78 | | 68.07 | 68.93 | 70.33 | 72.98 | 72.19 | | 67.89 | 69.59 | 69.92 | 72.16 | 72.48 | 道路 | 68.65 | 73.06 | 68.86 | 72.20 | 75.71 | 73.66 | 82.61 | 75.26 | 87.01 | 90.36 | 71.06 | 77.54 | 71.91 | 78.91 | 82.78 | 人行道 | 70.88 | 69.51 | 71.74 | 75.74 | 70.54 | 61.28 | 60.02 | 63.85 | 62.55 | 60.36 | 65.73 | 64.41 | 67.56 | 67.68 | 65.04 | 植被 | 65.07 | 66.03 | 65.91 | 68.04 | 68.98 | 68.80 | 70.33 | 69.04 | 70.83 | 71.12 | 66.88 | 68.11 | 67.43 | 69.40 | 70.03 | 裸地 | 71.92 | 74.43 | 72.09 | 75.97 | 76.26 | 66.31 | 69.95 | 70.72 | 71.76 | 72.07 | 69.00 | 72.12 | 71.39 | 72.84 | 74.10 | 水体 | 80.53 | 85.82 | 84.25 | 89.61 | 91.01 | 81.56 | 84.61 | 83.78 | 84.06 | 86.47 | 81.04 | 85.21 | 84.01 | 86.74 | 89.15 |
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