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ResearchFormerly WizWand

Image Classification on ImageNet sub-tasks S1-S3 (10 classes)

97Accuracy (S1/10)NuWa (FT)
67.04874.82482.690.376Apr 4, 2025
Updated 5mo ago

Evaluation results

MethodLinks
NuWa (FT)Pruning Rate=0.40, Fine-tuning=true2025.049798.898.898.2
DeiT-Base (FT)Fine-tuning=true, Backbone=DeiT-Base2025.0496.69997.897.8
RECAPPruning Rate=0.40, Fine-tuning=false2025.0496.698.298.897.87
X-PrunerPruning Rate=0.40, Fine-tuning=false2025.0496.298.497.497.33
NuWaPruning Rate=0.40, Fine-tuning=false2025.049698.698.697.73
Anchor ModelFine-tuning=false, Backbone=DeiT-Base2025.0495.898.698.697.67
NuWa (FT)Pruning Rate=0.60, Fine-tuning=true2025.0495.298.497.897.13
RandomPruning Rate=0.40, Fine-tuning=false2025.0494.8979796.3
MDPPruning Rate=0.40, Fine-tuning=false2025.0493.89796.495.73
NuWaPruning Rate=0.60, Fine-tuning=false2025.0491.896.294.694.2
X-PrunerPruning Rate=0.60, Fine-tuning=false2025.0491.295.495.694.07
MDPPruning Rate=0.60, Fine-tuning=false2025.049095.895.893.87
RECAPPruning Rate=0.60, Fine-tuning=false2025.0489.495.493.892.87
RandomPruning Rate=0.60, Fine-tuning=false2025.04889592.491.8
DC-ViTPruning Rate=0.40, Fine-tuning=false2025.0475.895.29187.33
DeiT-BaseFine-tuning=false, Backbone=DeiT-Base2025.0471.281.68378.6
DC-ViTPruning Rate=0.60, Fine-tuning=false2025.0468.279.273.873.73