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ResearchFormerly WizWand

Image Classification on CIFAR-10 (Pruning Performance and Efficiency)

94.48Top-1 Accuracy (Base)SCOP
92.732893.186493.6494.0936May 19, 2025
Updated 4mo ago

Evaluation results

MethodLinks
SCOPBackbone=MobileNet-V2, Auto=false2025.0594.4894.24-0.241.67
AMCBackbone=MobileNet-V2, Auto=true2025.0594.4893.48-11.86
Random PruningBackbone=MobileNet-V2, Auto=false2025.0594.4892.51-1.971.93
CoSePBackbone=MobileNet-V2, Auto=true2025.0594.4894.810.331.93
AAPBackbone=MobileNet-V2, Auto=true2025.0594.4694.70.241.97
ATOBackbone=MobileNet-V2, Auto=true2025.0594.4594.780.331.84
DMCBackbone=MobileNet-V2, Auto=false2025.0594.2394.490.261.66
Electrostatic-pBackbone=ResNet-56, Auto=false2025.0594.0593.88-0.172.17
DECORE-500Backbone=VGG-16, Auto=true2025.0593.9694.020.062.35
CSPruneBackbone=VGG-16, Auto=false2025.0593.7592.57-1.182.55
HRankBackbone=VGG-16, Auto=false2025.0593.6493.11-0.532.15
AAPBackbone=VGG-16, Auto=true2025.0593.6493.820.182.57
SNFBackbone=ResNet-56, Auto=true2025.0593.6193.750.142.13
FPGMBackbone=ResNet-56, Auto=false2025.0593.5993.26-0.332.11
Random PruningBackbone=ResNet-56, Auto=false2025.0593.5891.75-1.832.28
CoSePBackbone=ResNet-56, Auto=true2025.0593.5893.820.242.28
AMCBackbone=VGG-16, Auto=true2025.0593.5592.15-1.41.98
Random PruningBackbone=VGG-16, Auto=false2025.0593.5591.88-1.672.59
CoSePBackbone=VGG-16, Auto=true2025.0593.5593.920.372.59
GRegBackbone=ResNet-56, Auto=false2025.0593.5193.28-0.231.99
ATOBackbone=ResNet-56, Auto=true2025.0593.593.740.242.22
TorqueBackbone=ResNet-56, Auto=false2025.0593.4893.760.282.15
CSPruneBackbone=ResNet-56, Auto=false2025.0593.3990.6-2.792.13
GCNPBackbone=VGG-16, Auto=false2025.0593.2793.08-0.192.34
DECORE-450Backbone=ResNet-56, Auto=true2025.0593.2693.340.081.32
DECORE-200Backbone=ResNet-56, Auto=true2025.0593.2693.2602
HRankBackbone=ResNet-56, Auto=false2025.0593.2693.17-0.092
ABCPrunerBackbone=ResNet-56, Auto=true2025.0593.2693.23-0.032.18
AAPBackbone=ResNet-56, Auto=true2025.0592.8491.78-1.062.17
SCOPBackbone=ResNet-56, Auto=false2025.0592.8492.90.062.27
AMCBackbone=ResNet-56, Auto=true2025.0592.891.9-0.92
CPBackbone=ResNet-56, Auto=false2025.0592.891.8-12