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Bone Remodeling Prediction on Mandibular CT Full volume

98.45Dice (%)Teacher
92.168493.799295.4397.0608Mar 23, 2026

Evaluation results

MethodLinks
Teacherparadigm=LUPI2026.0398.4596.5519.3118.43
OsteoFlow2026.0397.2393.8222.8836.74
cDDPM(Δ)2026.0397.0192.2126.1439.71
SegGuidedDiff2026.0396.9391.5727.443.06
RecFlow2026.0396.792.3226.9845.06
ResUNet++2026.0396.5791.8227.7645.8
GRIT2026.0396.4891.3230.3145.78
Pix2Pix2026.0396.4591.8627.7546.38
Day5↔Year12026.0394.3687.1341.7870.32
MedVAE-2loss=image-space loss2026.0392.876.6751.1266.98
MedVAE-1loss=LPIPS + PatchGAN2026.0392.4173.6657.9996