Table 4. Detection results of state-of-the-art methods on NEU-DET.
Bold values indicate the maximum value of the comlum. The larger the value, the better the detection effect.
| References | Methods | Crazing | Inlcusion | Patches | Pitted _surface | Rolled -in scale | Scratches | mAP | FPS |
|---|---|---|---|---|---|---|---|---|---|
| Kou et al. (2021) | YOLOv3 | 38.9 | 73.7 | 93.5 | 74.8 | 60.7 | 91.4 | 72.2 | 64.5 |
| Qian et al. (2022) | LFF-YOLO | 45.1 | 85.4 | 94.5 | 86.3 | 67.7 | 96.1 | 79.23 | 63.24 |
| Yasir & Ahn (2023) | YOLOv5 | 59.1 | 86.7 | 95.1 | 85.9 | 65.6 | 72.6 | 77.5 | – |
| Yeung & Lam (2022) | FANet | 62.9 | 96.9 | 95.8 | 98.5 | 83.4 | 98.2 | 89.3 | 34.0 |
| Lv et al. (2020) | EDDN | 41.7 | 76.3 | 86.3 | 85.1 | 58.1 | 85.6 | 72.4 | – |
| Tian & Jia (2022) | DCC-CenterNet | 45.7 | 85.1 | 90.5 | 85.4 | 76.7 | 95.8 | 79.41 | 71.37 |
| Liu et al. (2023) | MSC-DNet | 42.4 | 84.5 | 94.3 | 91.5 | 71.6 | 92.0 | 79.4 | – |
| Zhao et al. (2023) | RDD-YOLO | 52.9 | 85.9 | 94.4 | 86.2 | 70.7 | 96.6 | 81.1 | 57.8 |
| Ours,2023 | YOLOv7-tiny | 58.5 | 83.1 | 90.3 | 86.4 | 69.2 | 93.2 | 80.1 | 106.4 |