Out-of-Distribution Detection on DroneRFa (test)
95.18AccuracyDDSCS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DDSCSBackbone=MobileNetV22026.01 | 95.18 | 98.65 | 96.42 | 95.77 | |
| DDCSBackbone=MobileNetV22026.01 | 93.35 | 97.05 | 95.6 | 92.4 | |
| Softmax-BasedBackbone=MobileNetV22026.01 | 90.86 | 93.82 | 87.74 | 91.81 | |
| VAE-Based2026.01 | 88.82 | 97.39 | 93.5 | 83.17 | |
| Uncertainty-BasedBackbone=MobileNetV22026.01 | 84.63 | 93.26 | 87.51 | 84.55 | |
| MobileNetV2-BasedBackbone=MobileNetV22026.01 | 82.4 | 92.06 | 86.55 | 80.76 | |
| Fusion-ProposedFLOPs=1.93 G, Parameters=16.81 M2026.01 | 78.8 | — | — | — | |
| Fusion-SpatialFLOPs=1.80 G, Parameters=15.08 M2026.01 | 73.31 | — | — | — | |
| Fusion-ChannelFLOPs=1.80 G, Parameters=15.08 M2026.01 | 70.56 | — | — | — | |
| Fusion-ConfFLOPs=1.29 G, Parameters=6.84 M2026.01 | 62.71 | — | — | — | |
| Fusion-ReconFLOPs=1.59 G, Parameters=6.57 M2026.01 | 59.66 | — | — | — | |
| ZC-TFI-ConcFLOPs=1.22 G, Parameters=5.79 M2026.01 | 53.01 | — | — | — | |
| TFI-MobileNetFLOPs=0.81 G, Parameters=4.22 M2026.01 | 42.9 | — | — | — | |
| ZC-CNNFLOPs=2.18 G, Parameters=0.61 M2026.01 | 22.55 | — | — | — | |
| IQ-CNNFLOPs=1.94 G, Parameters=0.46 M2026.01 | 13.62 | — | — | — |