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ResearchFormerly WizWand

Image Classification on Ultrahigh Carbon Steel Micrograph DataBase (UHCS) (IR=2, pl=0.1, α=0.1) 1.0 (test)

95.36AccuracySCOPE
54.155264.852675.5586.2474Mar 13, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0395.36
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0394.81
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0394.26
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0392.9
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0389.07
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0388.8
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0388.52
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0388.52
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0388.52
Full DBBackbone=Swin-Tiny, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0387.7
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0387.43
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0387.43
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0387.16
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0386.61
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0386.61
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0386.34
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0386.34
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0385.79
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0385.25
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0384.43
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0384.43
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0383.61
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0383.06
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0383.06
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0382.24
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0382.24
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0381.42
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0381.15
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0378.96
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0377.32
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0376.23
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0373.22
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0370.49
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0370.49
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0356.01
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=2, pl=0.1, α=0.12026.0355.74