Passive Sonar Classification on ShipsEar
69.6AccuracyDual Full Fine-Tune
Evaluation results
| Method | Links | |
|---|---|---|
| Dual Full Fine-Tune# Parameters (k)=175.5 × 1032026.06 | 69.6 | |
| Dual LoRA# Parameters (k)=104.5 / 106.02026.06 | 68.7 | |
| Dual HPT# Parameters (k)=104.7 / 106.32026.06 | 68.1 | |
| AST# Parameters (k)=85.3 × 1032026.06 | 67.3 | |
| AVES# Parameters (k)=90.2 × 1032026.06 | 65.1 | |
| SSAST# Parameters (k)=85.3 × 1032026.06 | 63.2 | |
| CNN14# Parameters (k)=79.7 × 1032026.06 | 61.6 | |
| HPTbins=16, site=MHSA, Params=18.0K2025.04 | 60.13 | |
| Full fine tuneParams=86.9M2025.04 | 60.01 | |
| ResNet-50# Parameters (k)=23.5 × 1032026.06 | 58.3 | |
| SSFconfig=LayerNorm, Params=7.2K2025.04 | 56.9 | |
| ConvNeXtV2-tiny# Parameters (k)=27.9 × 1032026.06 | 56.7 | |
| Linear probeParams=5.6K2025.04 | 56.42 | |
| SSFconfig=MHSA, Params=13.3K2025.04 | 55.41 | |
| SSFconfig=MHSA & FFN, Params=22.5K2025.04 | 54.81 | |
| HPTbins=8, site=MHSA, Params=11.8K2025.04 | 53.91 | |
| HPTbins=4, site=MHSA, Params=8.7K2025.04 | 52.82 | |
| LoRArank=12, Params=24.1K2025.04 | 47.91 | |
| LoRArank=6, Params=14.9K2025.04 | 45.32 |