Image Classification on Ultrahigh Carbon Steel Micrograph DataBase (UHCS) (IR=2, pl=0.1, α=0.1) 1.0 (test)
95.36AccuracySCOPE
Evaluation Results
| Method | Links | |
|---|---|---|
| SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 95.36 | |
| SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 94.81 | |
| SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 94.26 | |
| EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 92.9 | |
| EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 89.07 | |
| SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 88.8 | |
| RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 88.52 | |
| FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 88.52 | |
| FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 88.52 | |
| Full DBBackbone=Swin-Tiny, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 87.7 | |
| RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 87.43 | |
| FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 87.43 | |
| ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 87.16 | |
| RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 86.61 | |
| FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 86.61 | |
| RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 86.34 | |
| ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 86.34 | |
| FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 85.79 | |
| EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 85.25 | |
| ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 84.43 | |
| ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 84.43 | |
| FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 83.61 | |
| FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 83.06 | |
| FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 83.06 | |
| RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 82.24 | |
| GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 82.24 | |
| GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 81.42 | |
| EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 81.15 | |
| GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 78.96 | |
| GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 77.32 | |
| ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 76.23 | |
| FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 73.22 | |
| FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 70.49 | |
| SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 70.49 | |
| EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 56.01 | |
| GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.03 | 55.74 |