Research Article
Attention-Based Convolutional Neural Network for Pavement Crack Detection
Table 8
Yantai Dataset–Dice loss.
| Model | Precision/(%) | Mean IoU/(%) | Recall/(%) | F1/(%) |
| ENet | 94.80 | 82.17 | 92.10 | 93.43 | ExFuse | 92.10 | 74.12 | 87.66 | 89.87 | FCN | 90.23 | 77.65 | 89.16 | 89.69 | LinkNet | 94.45 | 80.76 | 91.62 | 93.01 | SegNet | 91.80 | 74.86 | 90.23 | 91.01 | UNet | 93.76 | 80.11 | 91.10 | 92.41 |
| CrackResAttentionNet | 95.43 | 82.75 | 94.2 | 94.81 |
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