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Tumor Segmentation on KiTS Kidney Tumor 23

81.39DSCLocBAM
34.683646.809358.93571.0607May 5, 2025Jun 17, 2025Jul 31, 2025Sep 12, 2025Oct 26, 2025Dec 8, 2025Jan 21, 2026

Evaluation results

MethodLinks
LocBAMSpacing=1mm isotropic, Patch size=128^3, Batch size=22026.0181.39—
BaselineSpacing=1mm isotropic, Patch size=128^3, Batch size=22026.0180.85—
CoordConvSpacing=1mm isotropic, Patch size=128^3, Batch size=22026.0180.64—
DiffuGTSMethod Type=Ours, Zero-shot=true, Leave-one-out setting=true2025.0559.865.99
MaleniaMethod Type=3D Zero-Shot Lesion Segmentation Methods, Zero-shot=true, Leave-one-out setting=true2025.0555.3761.16
ZePTMethod Type=3D Zero-Shot Lesion Segmentation Methods, Zero-shot=true, Leave-one-out setting=true2025.0548.7554.91
H-SAMMethod Type=SAM-based Methods, Zero-shot=true, Leave-one-out setting=true2025.0545.5752.16
MVFAMethod Type=Medical Anomaly Detection Methods, Zero-shot=true, Leave-one-out setting=true2025.0540.8146.29
SaLIPMethod Type=SAM-based Methods, Zero-shot=true, Leave-one-out setting=true2025.0539.1145.24
THORMethod Type=Medical Anomaly Detection Methods, Zero-shot=true, Leave-one-out setting=true2025.0538.3944.64
DDPM-MADMethod Type=Medical Anomaly Detection Methods, Zero-shot=true, Leave-one-out setting=true2025.0536.5542.72
SAM 2Method Type=SAM-based Methods, Zero-shot=true, Leave-one-out setting=true2025.0536.4842.59