基于语义分割的沥青路面裂缝智能识别
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杨燕泽,王萌,刘诚,徐慧通,张小月
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Intelligent identification of asphalt pavement cracks based on semantic segmentation
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Yan-ze YANG,Meng WANG,Cheng LIU,Hui-tong XU,Xiao-yue ZHANG
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表 7 不同损失函数模型测试结果 |
Tab.7 Test results of different loss function models |
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分类 | 模型序号 | IOU/% | Acc/% | F1/% | FPS(帧/s) | 小数据集 | M2_CROSS | 63.91 | 65.62 | 0.71 | 0.87 | M5_FOCAL | 61.70 | 63.33 | 0.68 | 0.87 | M7_DICE | 58.13 | 59.63 | 0.64 | 0.87 | M3_CROSS | 65.51 | 67.18 | 0.73 | 0.85 | M6_FOCAL | 63.29 | 65.61 | 0.70 | 0.82 | M8_DICE | 58.34 | 59.75 | 0.63 | 0.85 | 大数据集 | M10_CROSS | 75.90 | 86.30 | 0.85 | 0.56 | M13_FOCAL | 77.41 | 85.38 | 0.86 | 0.55 | M15_DICE | 71.60 | 84.76 | 0.81 | 0.55 | M11_CROSS | 75.12 | 86.76 | 0.84 | 0.71 | M14_FOCAL | 74.13 | 85.31 | 0.83 | 0.67 | M16_DICE | 69.94 | 84.71 | 0.79 | 0.67 |
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