Classification on VTUAD (test)
98.41Mean AccuracyGammatone-CNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gammatone-CNNParam (M)=1.62026.05 | 98.41 | 98.31 | 98.41 | 98.36 | |
| CAMPPlus (Attention)Param (M)=7.182026.05 | 98.15 | 98.12 | 98.18 | 98.15 | |
| CATFISH (Fusion)Param (M)=4.012026.05 | 96.63 | 97.1 | 97 | 97 | |
| Full fine tuneWeights Setting=Shared-weights, Params=86.9M2025.04 | 96.3 | — | — | — | |
| CWT-CNNParam (M)=1.62026.05 | 93.53 | 94.9 | 94.7 | 94.8 | |
| MFCC-CNN2026.05 | 89.5 | 89.2 | 89.8 | 89.5 | |
| HPT (16)Histogram bins=16, Weights Setting=Shared-weights, Params=18.0K2025.04 | 88.1 | — | — | — | |
| HPT (8)Histogram bins=8, Weights Setting=Shared-weights, Params=11.8K2025.04 | 86.4 | — | — | — | |
| HPT (4)Histogram bins=4, Weights Setting=Shared-weights, Params=8.7K2025.04 | 85 | — | — | — | |
| Adapter (256)Reduction rate=256, Weights Setting=Shared-weights, Params=11.0K2025.04 | 83.8 | — | — | — | |
| Adapter (128)Reduction rate=128, Weights Setting=Shared-weights, Params=15.6K2025.04 | 83.3 | — | — | — | |
| Adapter (64)Reduction rate=64, Weights Setting=Shared-weights, Params=24.8K2025.04 | 83.2 | — | — | — | |
| Linear probeWeights Setting=Shared-weights, Params=5.6K2025.04 | 79.9 | — | — | — |