Calcification Classification on VinDr Calcification
96.7AUCMIL-PF (DINOv2) AT: attn
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MIL-PF (DINOv2) AT: attn# Trainable Params (M)=0.05, Level=Breast2026.03 | 96.7 | 93 | 93.1 | |
| MIL-PF (MedSigLIP) AT: max# Trainable Params (M)=0.04, Level=Breast2026.03 | 96.7 | 90.7 | 86.1 | |
| MIL-PF (MedSigLIP) AT: attn# Trainable Params (M)=0.04, Level=Breast2026.03 | 96.7 | 83.5 | 91.7 | |
| FPN-AbMIL (mean)# Trainable Params (M)=1.76, Level=Breast2026.03 | 96.2 | 91.3 | 91.6 | |
| FPN-AbMIL (max)# Trainable Params (M)=5.38, Level=Breast2026.03 | 95.8 | 89.9 | 91.1 | |
| MIL-PF (DINOv2) AT: max# Trainable Params (M)=0.05, Level=Breast2026.03 | 95.8 | 91.7 | 88.4 | |
| FPN-AbMIL# Trainable Params (M)=1.76, Level=Image2026.03 | 95.4 | 90.2 | 90.4 | |
| GMIC-ResNet18# Trainable Params (M)=22.49, Level=Image2026.03 | 95.3 | 88.6 | 88.6 | |
| FPN-SetTrans (mean)# Trainable Params (M)=1.76, Level=Breast2026.03 | 95.2 | 88.1 | 86.7 | |
| FPN-SetTrans (max)# Trainable Params (M)=5.38, Level=Breast2026.03 | 94.7 | 87.7 | 89.2 | |
| FPN-SetTrans# Trainable Params (M)=5.38, Level=Image2026.03 | 94.2 | 88.4 | 83.6 | |
| GMIC# Trainable Params (M)=14.11, Level=Image2026.03 | 94.1 | 85.5 | 89.9 | |
| ES-Att# Trainable Params (M)=22.89, Level=Case2026.03 | 93.7 | 86.4 | 87.7 |