Table 7 PointDecoupler’s segmentation results in different regions of S3DIS using a fine-tuning strategy
Area | Method | OA | mIoU |
|---|---|---|---|
Area 1 (3687 samples) | From scratch | 84.57 | 57.85 |
PointDecoupler | 85.96 | 59.97 | |
Area 2 (44,40 7samples) | From scratch | 70.56 | 38.86 |
PointDecoupler | 71.45 | 39.67 | |
Area 3 (16,507 samples) | From scratch | 77.68 | 49.50 |
PointDecoupler | 79.16 | 51.88 | |
Area 4 (36,627 samples) | From scratch | 73.55 | 38.50 |
PointDecoupler | 74.51 | 41.60 | |
Area 5 (68,527 samples) | From scratch | 76.85 | 48.63 |
PointDecoupler | 78.95 | 51.10 |