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ResearchFormerly WizWand

Object Segmentation on ThinObject5K (test)

89.58mIoUSparseSAM
68.967274.318679.6785.0214May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SparseSAMDensity=75%, Compression Type=attention-only, Finetuning=false2026.0589.581.55
Base ModelDensity=100%, Compression Type=None, Finetuning=false2026.0589.561
PieceWise AttentionDensity=75%, Compression Type=attention-only, Finetuning=false2026.0589.490.67
SparseSAMDensity=50%, Compression Type=attention+MLP, Finetuning=true2026.0589.411.88
SparseSAMDensity=50%, Compression Type=attention-only, Finetuning=false2026.0589.41.61
ToMeDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.0589.380.52
SpargeAttnDensity=75%, Compression Type=attention-only, Finetuning=false2026.0589.261.15
PieceWise AttentionDensity=50%, Compression Type=attention-only, Finetuning=false2026.0589.260.7
SparseSAMDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.0589.211.7
GradToMeDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.05890.55
SpargeAttnDensity=50%, Compression Type=attention-only, Finetuning=false2026.0588.761.25
SparseSAMDensity=25%, Compression Type=attention-only, Finetuning=false2026.0588.681.68
SparseSAMDensity=25%, Compression Type=attention+MLP, Finetuning=true2026.0588.052.08
SparseSAMDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0587.821.88
PieceWise AttentionDensity=25%, Compression Type=attention-only, Finetuning=false2026.0587.740.72
SparseSAMDensity=25%, Compression Type=attention+MLP, Finetuning=false2026.0585.952.08
SpargeAttnDensity=25%, Compression Type=attention-only, Finetuning=false2026.0584.941.24
ToMeDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0584.170.81
GradToMeDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.0582.420.64
GradToMeDensity=25%, Compression Type=attention+MLP, Finetuning=false2026.0569.760.75