Fault Identification on NGAFID
80.41AccuracyInceptionTime (3+1)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InceptionTime (3+1)Params=2,159K, FLOPs=8.77G, GPU time=1.31ms, CPU time=52.37ms, Peak memory=128MB2026.04 | 80.41 | 79.18 | |
| LiteInception (1+1)Params=639K, FLOPs=2.58G, GPU time=1.02ms, CPU time=6.35ms, Peak memory=89MB2026.04 | 77 | 75.41 | |
| CNNParams=748K, FLOPs=0.41G, GPU time=0.43ms, CPU time=1.80ms, Peak memory=101MB2026.04 | 74.76 | 73.16 | |
| CNN-TransformerParams=365K, FLOPs=0.08G, GPU time=0.73ms, CPU time=2.33ms, Peak memory=110MB2026.04 | 47.76 | 39.9 | |
| ConvMHSAParams=183K, FLOPs=0.07G, GPU time=0.48ms, CPU time=1.73ms, Peak memory=121MB2026.04 | 47.37 | 41.98 | |
| TransformerParams=534K, FLOPs=<0.01G, GPU time=1.41ms, CPU time=42.45ms, Peak memory=112MB2026.04 | 8.97 | 10.46 | |
| MiniRocketParams=71K, FLOPs=0.09G, GPU time=3.49ms, CPU time=30.68ms, Peak memory=119MB2026.04 | 6.82 | 4.8 | |
| LSTMParams=549K, FLOPs=0.60G, GPU time=13.01ms, CPU time=192.21ms, Peak memory=186MB2026.04 | 4 | 4.55 |