Image Classification on CIFAR-10 40% uniform noise (test)
90.2AccuracyFSR
Evaluation Results
| Method | Links | |
|---|---|---|
| FSRStructure=ResNet-322026.03 | 90.2 | |
| FasTENStructure=ResNet-342026.03 | 90.07 | |
| ELRStructure=ResNet-342026.03 | 88.87 | |
| EMLCStructure=ResNet-342026.03 | 88.54 | |
| VRIStructure=ResNet-182026.03 | 87.68 | |
| MSLCStructure=ResNet-342026.03 | 87.25 | |
| SOPStructure=ResNet-342026.03 | 86.78 | |
| FaMUSStructure=ResNet-182026.03 | 85.8 | |
| rSDNetβ=0.05, λ=-12026.03 | 53.85 | |
| rSDNetβ=0.05, λ=-0.82026.03 | 52.69 | |
| rSDNetβ=0.05, λ=-0.72026.03 | 51.19 | |
| rSDNetβ=0.1, λ=-12026.03 | 51.03 | |
| rSDNetβ=0.1, λ=-0.82026.03 | 49.41 | |
| TCCEparameter=0.32026.03 | 48.96 | |
| rSDNetβ=0.1, λ=-0.72026.03 | 47.21 | |
| GCEq=0.52026.03 | 46.8 | |
| GCEq=0.72026.03 | 46.78 | |
| TCCEparameter=0.22026.03 | 46.65 | |
| rSDNetβ=0, λ=-0.72026.03 | 46.53 | |
| rSDNetβ=0, λ=-0.52026.03 | 46.32 | |
| FCLµ=0.52026.03 | 45.39 | |
| rSDNetβ=0.05, λ=-0.52026.03 | 44.03 | |
| rSDNetβ=0.1, λ=-0.52026.03 | 42.84 | |
| TCCEparameter=0.12026.03 | 42.43 | |
| rSDNetβ=0.3, λ=-0.72026.03 | 41.4 | |
| rSDNetβ=0.3, λ=-0.82026.03 | 40.58 | |
| rSDNetβ=0.3, λ=-12026.03 | 40.24 | |
| rSDNetβ=0.3, λ=-0.52026.03 | 39.71 | |
| rSDNetβ=0.5, λ=-0.52026.03 | 39.34 | |
| rSDNetβ=0.5, λ=-0.82026.03 | 39.2 | |
| rSDNetβ=0.5, λ=-0.72026.03 | 39.2 | |
| FCLµ=0.752026.03 | 39.04 | |
| SCEα=0.5, β=12026.03 | 38.92 | |
| rSDNetβ=0.7, λ=-0.52026.03 | 38.9 | |
| rSDNetβ=0.7, λ=-0.72026.03 | 38.57 | |
| rSDNetβ=1, λ=02026.03 | 38.53 | |
| rSDNetβ=0.7, λ=-0.82026.03 | 38.42 | |
| rSDNetβ=0.5, λ=-12026.03 | 38.38 | |
| rSDNetβ=0.7, λ=-12026.03 | 38.34 | |
| rSDNetβ=0.7, λ=0.52026.03 | 38.18 | |
| rSDNetβ=0.7, λ=02026.03 | 37.98 | |
| rSDNetβ=0.5, λ=02026.03 | 37.59 | |
| FCLµ=0.252026.03 | 37.44 | |
| rSDNetβ=0.1, λ=02026.03 | 37.19 | |
| rSDNetβ=0.5, λ=0.52026.03 | 37.03 | |
| rSDNetβ=0.3, λ=02026.03 | 37.01 | |
| CCE2026.03 | 36.96 | |
| rKLD2026.03 | 34.01 | |
| rSDNetβ=0, λ=-0.82026.03 | 32.72 | |
| FCLµ=02026.03 | 10 | |
| MAE2026.03 | 9.87 |