用于无人机遥感图像的高精度实时语义分割网络
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魏新雨,饶蕾,范光宇,陈年生,程松林,杨定裕
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High-precision real-time semantic segmentation network for UAV remote sensing images
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Xinyu WEI,Lei RAO,Guangyu FAN,Niansheng CHEN,Songlin CHENG,Dingyu YANG
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| 表 6 LoveDA测试集上分割算法的性能比较 |
| Tab.6 Performance comparison of segmentation algorithms on LoveDA test set % |
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| 算法 | IoU | mIoU | | 背景 | 建筑物 | 道路 | 水体 | 荒地 | 森林 | 农业 | | FCN 8S | 42.6 | 49.5 | 48.1 | 73.1 | 11.8 | 43.5 | 58.3 | 46.7 | | BiSeNet | — | — | — | — | — | — | — | 47.2 | | PSPNet | 44.4 | 52.1 | 53.5 | 76.5 | 9.7 | 44.1 | 57.9 | 48.3 | | DeepLab V3+ | 43.0 | 50.9 | 52.0 | 74.4 | 10.4 | 44.2 | 58.5 | 47.6 | | BANet | 43.7 | 51.5 | 51.1 | 76.9 | 16.6 | 44.9 | 62.5 | 49.6 | | CoaT | — | — | — | — | — | — | — | 49.9 | | SegFormer | — | — | — | — | — | — | — | 50.4 | | DC-Swin | 41.3 | 54.5 | 56.2 | 78.1 | 14.5 | 47.2 | 62.4 | 50.6 | | UNetFormer | 44.7 | 58.8 | 54.9 | 79.6 | 20.1 | 46.0 | 62.5 | 52.4 | | MobileViT V3 | 43.0 | 60.1 | 56.9 | 81.3 | 17.6 | 48.1 | 56.1 | 51.9 | | RSSFormer | 52.4 | 60.7 | 55.2 | 76.3 | 18.7 | 45.4 | 58.3 | 52.4 | | SSFNet | 45.6 | 57.4 | 56.9 | 81.5 | 18.4 | 45.5 | 63.4 | 52.7 |
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