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ResearchFormerly WizWand

Object Segmentation on COIFT

94.55mIoUBase Model
74.446879.665984.88590.1041May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Base ModelDensity=100%, Compression Type=None, Finetuning=false2026.0594.551
PieceWise AttentionDensity=75%, Compression Type=attention-only, Finetuning=false2026.0594.510.67
SparseSAMDensity=75%, Compression Type=attention-only, Finetuning=false2026.0594.491.5
SparseSAMDensity=50%, Compression Type=attention-only, Finetuning=false2026.0594.441.56
GradToMeDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.0594.370.54
ToMeDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.0594.360.51
PieceWise AttentionDensity=50%, Compression Type=attention-only, Finetuning=false2026.0594.250.71
SpargeAttnDensity=75%, Compression Type=attention-only, Finetuning=false2026.0594.121.14
SparseSAMDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.0594.121.64
SparseSAMDensity=50%, Compression Type=attention+MLP, Finetuning=true2026.0593.971.81
SpargeAttnDensity=50%, Compression Type=attention-only, Finetuning=false2026.0593.921.23
SparseSAMDensity=25%, Compression Type=attention-only, Finetuning=false2026.0593.831.63
PieceWise AttentionDensity=25%, Compression Type=attention-only, Finetuning=false2026.0593.370.7
SparseSAMDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0593.121.81
SparseSAMDensity=25%, Compression Type=attention+MLP, Finetuning=true2026.0593.012.02
GradToMeDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0592.170.64
SparseSAMDensity=25%, Compression Type=attention+MLP, Finetuning=false2026.0591.792.02
SpargeAttnDensity=25%, Compression Type=attention-only, Finetuning=false2026.0591.671.25
ToMeDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0590.330.81
GradToMeDensity=25%, Compression Type=attention+MLP, Finetuning=false2026.0575.220.75