基于语义分割的沥青路面裂缝智能识别
杨燕泽,王萌,刘诚,徐慧通,张小月

Intelligent identification of asphalt pavement cracks based on semantic segmentation
Yan-ze YANG,Meng WANG,Cheng LIU,Hui-tong XU,Xiao-yue ZHANG
表 7 不同损失函数模型测试结果
Tab.7 Test results of different loss function models
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