Shallow-water Bathymetry Estimation on MagicBathyNet Unified 0–16 m
0.19RMSE (m)ResNet-101
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ResNet-101Parameters (M)=58.7, Framework=DeepLabV3+, Training Setup=Unified (0–16 m)2026.06 | 0.19 | 0.12 | |
| ResNet-50Parameters (M)=39.7, Framework=DeepLabV3+, Training Setup=Unified (0–16 m)2026.06 | 0.21 | 0.12 | |
| ConvNeXt-LargeParameters (M)=198.8, Framework=DeepLabV3+, Training Setup=Unified (0–16 m)2026.06 | 0.21 | 0.13 | |
| EfficientNet-B4Parameters (M)=18.6, Framework=DeepLabV3+, Training Setup=Unified (0–16 m)2026.06 | 0.22 | 0.13 |