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ResearchFormerly WizWand

Image Classification on Ultrahigh Carbon Steel Micrograph DataBase (UHCS) (IR=10, pl=0.1, α=0.1) 1.0 (test)

95.36AccuracySCOPE
70.067276.633683.289.7664Mar 13, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0395.36
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0394.81
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0394.81
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0394.54
Full DBBackbone=Swin-Tiny, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0393.99
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0393.17
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0392.62
SCOPEBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0392.62
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0392.35
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0392.08
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0392.08
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0392.08
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0392.08
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0391.53
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0391.53
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0391.53
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0391.26
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.1, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0391.26
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0390.16
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0389.89
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0389.34
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0389.07
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0389.07
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0389.07
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.3, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0388.52
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.5, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0388.52
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0386.61
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0386.34
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0385.79
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.7, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0385.52
EL2NBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0384.7
RandomBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0383.33
GradNDBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0383.33
FedCSBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0380.33
ForgettingBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0375.96
FedCoreBackbone=Swin-Tiny, Pruning rate (pf)=0.9, Imbalance Ratio (IR)=10, pl=0.1, α=0.12026.0371.04