Table 2 Results of ablation experiments
From: Damage detection and digital reconstruction method for grotto murals based on YOLOv10
Model | StarBlock-SimAM(A) | Efficient-RepGFPN(B) | Inner-SIoU(C) | P% | R/% | Parameters/106 | Flops/G | FPS |
|---|---|---|---|---|---|---|---|---|
YOLOv10 | Â | Â | Â | 69.8 | 54.3 | 2.74 | 8.6 | 223.06 |
Model A | √ |  |  | 70.9 | 58.3 | 2.62 | 8.1 | 287.12 |
Model B |  | √ |  | 71.3 | 58.2 | 2.79 | 8.9 | 214.20 |
Model C |  |  | √ | 70.1 | 57.9 | 2.74 | 8.6 | 223.04 |
Model AB | √ | √ |  | 71.9 | 59.1 | 2.65 | 8.2 | 273.30 |
Model AC | √ |  | √ | 71.1 | 58.5 | 2.62 | 8.1 | 290.52 |
Model BC |  | √ | √ | 71.6 | 59.3 | 2.79 | 8.9 | 223.74 |
YOLO Mural | √ | √ | √ | 72.7 | 60.1 | 2.65 | 8.2 | 289.32 |
