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ResearchFormerly WizWand

Image Classification on ImageNet-1K (Recovery Metrics)

84.83Top-1 Recovered AccuracySTARFISH
34.358847.461960.56573.6681May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
STARFISHModel=DeiT3-H, Dense Acc.=84.97, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=83.23, Calib. Size=9,0002026.0584.8399.840.75
STARFISHModel=DeiT3-L, Dense Acc.=84.58, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=82.97, Calib. Size=7,0002026.0584.4499.830.99
STARFISHModel=DeiT3-H, Dense Acc.=84.97, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=81.79, Calib. Size=9,0002026.0584.499.330.82
CORPModel=DeiT3-H, Dense Acc.=84.97, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=83.232026.0584.299.09—
STARFISHModel=DeiT3-H, Dense Acc.=84.97, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=78.27, Calib. Size=9,0002026.0584.0698.931.48
CORPModel=DeiT3-H, Dense Acc.=84.97, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=81.792026.0583.798.51—
CORPModel=DeiT3-L, Dense Acc.=84.58, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=82.972026.0583.698.84—
STARFISHModel=DeiT3-L, Dense Acc.=84.58, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=77.81, Calib. Size=7,0002026.0583.2298.392.74
STARFISHModel=ViT/L-16, Dense Acc.=84.20, Sparsity Type=2:4 semi-structured sparsity, Pruning Scope=QKV, Pruned Acc.=75.40, Calib. Size=7,0002026.0582.9698.532.32
CORPModel=DeiT3-H, Dense Acc.=84.97, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=78.272026.0582.897.45—
STARFISHModel=DeiT3-L, Dense Acc.=84.58, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=72.09, Calib. Size=7,0002026.0582.6997.773.89
STARFISHModel=DeiT-B, Dense Acc.=81.73, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=73.40, Calib. Size=5,0002026.0581.5199.730.87
SNOWSModel=ViT/L-16, Dense Acc.=84.20, Sparsity Type=2:4 semi-structured sparsity, Pruning Scope=QKV, Pruned Acc.=75.40, Calib. Size=20,0002026.0581.0196.21—
CORPModel=DeiT3-L, Dense Acc.=84.58, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=77.812026.0580.995.65—
CORPModel=DeiT-B, Dense Acc.=81.73, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=73.402026.0580.898.86—
STARFISHModel=ViT/B-16, Dense Acc.=80.40, Sparsity Type=2:4 semi-structured sparsity, Pruning Scope=QKV, Pruned Acc.=78.92, Calib. Size=5,0002026.0580.2199.760.94
SNOWSModel=ViT/B-16, Dense Acc.=80.40, Sparsity Type=2:4 semi-structured sparsity, Pruning Scope=QKV, Pruned Acc.=78.92, Calib. Size=5,0002026.0579.4598.82—
CORPModel=DeiT3-L, Dense Acc.=84.58, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=72.092026.0579.493.88—
STARFISHModel=DeiT-S, Dense Acc.=79.72, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=54.14, Calib. Size=2,5002026.0579.1499.278.33
STARFISHModel=ViT/B-16, Dense Acc.=80.40, Sparsity Type=2:4 semi-structured sparsity, Pruning Scope=QKV+Out+MLP, Pruned Acc.=70.86, Calib. Size=5,0002026.0579.0798.353.11
SNOWSModel=ViT/B-16, Dense Acc.=80.40, Sparsity Type=2:4 semi-structured sparsity, Pruning Scope=QKV+Out+MLP, Pruned Acc.=70.86, Calib. Size=5,0002026.0576.5795.24—
STARFISHModel=DeiT-B, Dense Acc.=81.73, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=54.56, Calib. Size=5,0002026.0575.9192.888.86
STARFISHModel=DeiT-B, Dense Acc.=81.73, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=31.19, Calib. Size=5,0002026.0575.7792.7110.73
STARFISHModel=DeiT-S, Dense Acc.=79.72, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=45.51, Calib. Size=2,5002026.0572.5490.998.39
CORPModel=DeiT-S, Dense Acc.=79.72, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=54.142026.0572.590.94—
STARFISHModel=ViT/L-16, Dense Acc.=84.20, Sparsity Type=2:4 semi-structured sparsity, Pruning Scope=MLP, Pruned Acc.=0.20, Calib. Size=7,0002026.0572.4686.063.27
STARFISHModel=DeiT-S, Dense Acc.=79.72, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=17.32, Calib. Size=2,5002026.0571.5989.820.18
STARFISHModel=DeiT-T, Dense Acc.=72.01, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=62.31, Calib. Size=1,0002026.0570.9998.589.43
SNOWSModel=ViT/L-16, Dense Acc.=84.20, Sparsity Type=2:4 semi-structured sparsity, Pruning Scope=MLP, Pruned Acc.=0.20, Calib. Size=20,0002026.0569.7182.79—
CORPModel=DeiT-B, Dense Acc.=81.73, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=54.562026.0568.6784.02—
CORPModel=DeiT-B, Dense Acc.=81.73, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=31.192026.056781.98—
CORPModel=DeiT-S, Dense Acc.=79.72, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=45.512026.0565.8582.6—
CORPModel=DeiT-T, Dense Acc.=72.01, Sparsity Type=0.5 structured sparsity, Pruning Scope=QK, Pruned Acc.=62.312026.0564.289.15—
STARFISHModel=DeiT-T, Dense Acc.=72.01, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=10.93, Calib. Size=1,0002026.0560.7784.3910.51
STARFISHModel=DeiT-T, Dense Acc.=72.01, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=7.57, Calib. Size=1,0002026.0559.0181.9531.54
CORPModel=DeiT-S, Dense Acc.=79.72, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=17.322026.0555.569.62—
CORPModel=DeiT-T, Dense Acc.=72.01, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP, Pruned Acc.=10.932026.0553.273.88—
CORPModel=DeiT-T, Dense Acc.=72.01, Sparsity Type=0.5 structured sparsity, Pruning Scope=MLP+QK, Pruned Acc.=7.572026.0536.350.41—