IPMN Classification on Cyst-X Internal (val)
64.08SensitivityRadiologist 1
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Radiologist 1Input=T1W+T2W2025.07 | 64.08 | 89.94 | |
| Late ConcatenationInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 64.08 | 83.33 | |
| Probability FusionInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 57.04 | 84.98 | |
| DenseNet-121Input=T2W Only, Threshold=Clinically optimized2025.07 | 56.83 | 93.05 | |
| Late Feature AdditionInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 55.63 | 84.77 | |
| Early Feature ConcatenationInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 51.41 | 88.07 | |
| Early Feature AdditionInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 51.41 | 88.07 | |
| Late ConcatenationInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 51.41 | 91.77 | |
| Probability FusionInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 48.59 | 89.09 | |
| RadiomicsInput=T1W Only, Threshold=Clinically optimized2025.07 | 47.18 | 93.02 | |
| Early Feature ConcatenationInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 47.18 | 88.68 | |
| Average (Radiologists)Input=T1W+T2W2025.07 | 46.01 | 93.91 | |
| DenseNet-121Input=T1W Only, Threshold=Clinically optimized2025.07 | 45.77 | 92.2 | |
| Early Feature AdditionInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 45.77 | 89.92 | |
| Late Feature AdditionInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 42.96 | 94.44 | |
| Radiologist 3Input=T1W+T2W2025.07 | 41.55 | 94.66 | |
| DenseNet-121Input=T2W Only, Threshold=Standard 50% probability2025.07 | 38.85 | 96.84 | |
| RadiomicsInput=T2W Only, Threshold=Clinically optimized2025.07 | 36.69 | 92 | |
| DenseNet-121Input=T1W Only, Threshold=Standard 50% probability2025.07 | 35.92 | 92.81 | |
| RadiomicsInput=T1W Only, Threshold=Standard 50% probability2025.07 | 33.8 | 93.63 | |
| Radiologist 2Input=T1W+T2W2025.07 | 32.39 | 97.13 | |
| RadiomicsInput=T2W Only, Threshold=Standard 50% probability2025.07 | 16.55 | 94.74 |