Acoustic Target Recognition on ShipsEar (test)
99.09AccuracyUATR-SLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| UATR-SLMTraining mode=Fine-tuned2026.01 | 99.09 | 98.8 | 99.21 | 99 | |
| SSA-CACNNTraining mode=Fine-tuned2026.01 | 98.68 | 98.52 | 98.68 | 98.59 | |
| HUATTraining mode=Fine-tuned2026.01 | 98.62 | 98.18 | 98.82 | 98.5 | |
| Mobile_ViTTraining mode=Fine-tuned2026.01 | 98.5 | 98.37 | 98.4 | 98.38 | |
| ResNet18Training mode=Fine-tuned2026.01 | 96.82 | 97.06 | 96.62 | 96.77 | |
| ResNet34Training mode=Fine-tuned2026.01 | 96.36 | 96.83 | 96.06 | 96.32 | |
| ResNet50Training mode=Fine-tuned2026.01 | 94.55 | 95 | 95.47 | 95.21 | |
| HPT (16)Histogram bins=16, Weights Setting=Shared-weights, Params=18.0K2025.04 | 60.13 | — | — | — | |
| Full fine tuneWeights Setting=Shared-weights, Params=86.9M2025.04 | 60.01 | — | — | — | |
| Adapter (128)Reduction rate=128, Weights Setting=Shared-weights, Params=15.6K2025.04 | 56.8 | — | — | — | |
| Adapter (256)Reduction rate=256, Weights Setting=Shared-weights, Params=11.0K2025.04 | 56.51 | — | — | — | |
| Linear probeWeights Setting=Shared-weights, Params=5.6K2025.04 | 56.42 | — | — | — | |
| Adapter (64)Reduction rate=64, Weights Setting=Shared-weights, Params=24.8K2025.04 | 56.2 | — | — | — | |
| HPT (8)Histogram bins=8, Weights Setting=Shared-weights, Params=11.8K2025.04 | 53.91 | — | — | — | |
| HPT (4)Histogram bins=4, Weights Setting=Shared-weights, Params=8.7K2025.04 | 52.82 | — | — | — |