融合CNN与Transformer的遥感影像道路信息提取
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曲海成, 王莹, 刘腊梅, 郝明
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Information extraction of roads from remote sensing images using CNN combined with Transformer
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QU Haicheng, WANG Ying, LIU Lamei, HAO Ming
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表4 不同模型的实验对比结果
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Tab.4 Experimental comparison results of different models
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| 方法 | OA/% | F1/% | IoU/% | 时间/s | 参数量/
106MB | | SegNet | 95.27 | 81.34 | 60.63 | 43.2 | 30.6 | | DeeplabV3+ | 96.21 | 83.42 | 63.08 | 43.5 | 30.2 | | U-Net | 96.39 | 84.12 | 63.12 | 42.6 | 25.3 | | D-LinkNet | 97.32 | 85.98 | 63.29 | 41.5 | 30.9 | | TransRoadNet | 97.49 | 85.26 | 63.71 | 40.3 | 31.4 | | CoAtNet | 97.51 | 86.24 | 63.92 | 40.6 | 27.6 | | 本文方法 | 98.04 | 88.03 | 65.13 | 39.1 | 24.2 |
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