Table 2. Detection results of state-of-the-art methods on GC10-DET.
Bold values indicate the maximum value of the comlum. The larger the value, the better the detection effect.
| References | Methods | Wf | Pu | Wl | Cg | Ws | Os | Ss | In | Rp | Cr | mAP | FPS |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Kou et al. (2021) | YOLOv3 | 90.4 | 76.6 | 95.0 | 89.6 | 64.2 | 55.2 | 74.3 | 23.6 | 43.9 | 100 | 71.3 | 45.6 |
| Wang, Teng & Zou (2022b) | YOLOv5 | 43.1 | 95.7 | 85.0 | 95.3 | 79.0 | 65.4 | 65.3 | 43.0 | 74.1 | 54.2 | 74.1 | – |
| Wang et al. (2022a) | YOLOXD | 91.1 | 99.3 | 96.7 | 96.7 | 84.1 | 73.2 | 75.4 | 38.1 | 65.9 | 63.9 | 78.45 | – |
| Qian et al. (2022) | LFF-YOLO | 75.2 | 94.4 | 94.5 | 89.2 | 79.1 | 49.2 | 61.1 | 14.7 | 6.2 | 34.6 | 59.78 | – |
| Yasir & Ahn (2023) | YOLOv5 | 92.5 | 89.5 | 88.5 | 94.8 | 65.4 | 62.2 | 75.0 | 35.1 | 36.7 | 62.1 | 70.18 | – |
| Yeung & Lam (2022) | FANet | 94.7 | 99.9 | 95.7 | 99.4 | 88.7 | 65.0 | 74.4 | 53.9 | 67.7 | 65.9 | 80.5 | 37.1 |
| Lv et al. (2020) | EDDN | 91.9 | 90 | 88.5 | 84.8 | 55.8 | 62.2 | 65.0 | 25.6 | 36.4 | 52.1 | 65.1 | 30.3 |
| Tian & Jia (2022) | DCC-CenterNet | 76.5 | 84.1 | 85.5 | 96.1 | 77.3 | 50.8 | 54.7 | 30.1 | 13.9 | 49.9 | 61.93 | 31.47 |
| Liu et al. (2023) | MSC-DNet | 84.0 | 95.5 | 96.1 | 94.9 | 76.5 | 66.5 | 65.8 | 34.1 | 53.4 | 48.5 | 71.6 | – |
| Zhao et al. (2023) | RDD-YOLO | 89.4 | 96.8 | 95.8 | 98.6 | 87.2 | 69.2 | 70.1 | 35.9 | 49.5 | 58.9 | 75.2 | 57.5 |
| Ours,2023 | YOLOv7-tiny | 85.1 | 95.7 | 68.4 | 95.0 | 86.4 | 84.4 | 78.5 | 67.3 | 73.0 | 76.2 | 81.0 | 144.9 |