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ResearchFormerly WizWand

Zero-shot Segmentation on MS-COCO

49.9mAPBase
29.82835.03940.2545.461May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BaseSAM Backbone=SAM-H, Density=100%, Speedup=× 1.00, Detector=DINO2026.0549.9
SparseSAMSAM Backbone=SAM-H, Density=50%, Speedup=× 1.22, Compression Type=attention-only, Detector=DINO2026.0549.9
PieceWise AttentionSAM Backbone=SAM-H, Density=50%, Speedup=× 0.65, Compression Type=attention-only, Detector=DINO2026.0549.8
ToMeSAM Backbone=SAM-H, Density=50%, Speedup=× 0.64, Compression Type=attention+MLP, Detector=DINO2026.0549.8
BaseSAM Backbone=SAM-L, Density=100%, Speedup=× 1.00, Detector=DINO2026.0549.5
PieceWise AttentionSAM Backbone=SAM-L, Density=50%, Speedup=× 0.67, Compression Type=attention-only, Detector=DINO2026.0549.4
ToMeSAM Backbone=SAM-L, Density=50%, Speedup=× 0.75, Compression Type=attention+MLP, Detector=DINO2026.0549.4
SparseSAMSAM Backbone=SAM-L, Density=50%, Speedup=× 1.57, Compression Type=attention-only, Detector=DINO2026.0549.4
SparseSAMSAM Backbone=SAM-H, Density=25%, Speedup=× 1.28, Compression Type=attention-only, Detector=DINO2026.0549.4
Sparge AttentionSAM Backbone=SAM-L, Density=50%, Speedup=× 1.21, Compression Type=attention-only, Detector=DINO2026.0549.1
SparseSAMSAM Backbone=SAM-L, Density=25%, Speedup=× 1.64, Compression Type=attention-only, Detector=DINO2026.0548.7
SparseSAMSAM Backbone=SAM-H, Density=50%, Speedup=× 1.40, Compression Type=attention+MLP, Detector=DINO2026.0548.7
PieceWise AttentionSAM Backbone=SAM-H, Density=25%, Speedup=× 0.69, Compression Type=attention-only, Detector=DINO2026.0548.6
PieceWise AttentionSAM Backbone=SAM-L, Density=25%, Speedup=× 0.68, Compression Type=attention-only, Detector=DINO2026.0548.3
SparseSAMSAM Backbone=SAM-L, Density=50%, Speedup=× 1.83, Compression Type=attention+MLP, Detector=DINO2026.0548.2
SparseSAMSAM Backbone=SAM-H, Density=25%, Speedup=× 1.59, Compression Type=attention+MLP, Detector=DINO2026.0547.2
BaseSAM Backbone=SAM-B, Density=100%, Speedup=× 1.00, Detector=DINO2026.0546.8
SparseSAMSAM Backbone=SAM-L, Density=25%, Speedup=× 2.05, Compression Type=attention+MLP, Detector=DINO2026.0546.8
ToMeSAM Backbone=SAM-B, Density=50%, Speedup=× 0.74, Compression Type=attention+MLP, Detector=DINO2026.0546.7
SparseSAMSAM Backbone=SAM-B, Density=50%, Speedup=× 1.55, Compression Type=attention-only, Detector=DINO2026.0546.7
PieceWise AttentionSAM Backbone=SAM-B, Density=50%, Speedup=× 0.72, Compression Type=attention-only, Detector=DINO2026.0546.5
Sparge AttentionSAM Backbone=SAM-B, Density=50%, Speedup=× 1.24, Compression Type=attention-only, Detector=DINO2026.0546.3
Sparge AttentionSAM Backbone=SAM-L, Density=25%, Speedup=× 1.23, Compression Type=attention-only, Detector=DINO2026.0546.1
SparseSAMSAM Backbone=SAM-B, Density=25%, Speedup=× 1.63, Compression Type=attention-only, Detector=DINO2026.0545.9
SparseSAMSAM Backbone=SAM-B, Density=50%, Speedup=× 1.89, Compression Type=attention+MLP, Detector=DINO2026.0545.9
PieceWise AttentionSAM Backbone=SAM-B, Density=25%, Speedup=× 0.73, Compression Type=attention-only, Detector=DINO2026.0545.5
StructSAMSAM Backbone=SAM-H, Density=50%, Speedup=× 0.79, Compression Type=attention+MLP, Detector=DINO2026.0545.1
SparseSAMSAM Backbone=SAM-B, Density=25%, Speedup=× 2.15, Compression Type=attention+MLP, Detector=DINO2026.0545.1
Sparge AttentionSAM Backbone=SAM-B, Density=25%, Speedup=× 1.25, Compression Type=attention-only, Detector=DINO2026.0544.7
StructSAMSAM Backbone=SAM-L, Density=50%, Speedup=× 0.74, Compression Type=attention+MLP, Detector=DINO2026.0544.5
ToMeSAM Backbone=SAM-H, Density=25%, Speedup=× 0.80, Compression Type=attention+MLP, Detector=DINO2026.0543
ToMeSAM Backbone=SAM-L, Density=25%, Speedup=× 0.86, Compression Type=attention+MLP, Detector=DINO2026.0542.5
StructSAMSAM Backbone=SAM-B, Density=50%, Speedup=× 0.71, Compression Type=attention+MLP, Detector=DINO2026.0542.2
ToMeSAM Backbone=SAM-B, Density=25%, Speedup=× 0.83, Compression Type=attention+MLP, Detector=DINO2026.0540.3
StructSAMSAM Backbone=SAM-L, Density=25%, Speedup=× 0.89, Compression Type=attention+MLP, Detector=DINO2026.0531.8
StructSAMSAM Backbone=SAM-H, Density=25%, Speedup=× 0.94, Compression Type=attention+MLP, Detector=DINO2026.0531.8
StructSAMSAM Backbone=SAM-B, Density=25%, Speedup=× 0.86, Compression Type=attention+MLP, Detector=DINO2026.0530.6