IPMN Classification on Cyst-X External (val)
64.08SensitivityRadiologist 1
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Radiologist 1Input=T1W+T2W2025.07 | 64.08 | 89.94 | |
| Late ConcatenationInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 52.82 | 93.83 | |
| DenseNet-121Input=T2W Only, Threshold=Clinically optimized2025.07 | 52.52 | 94.74 | |
| Early Feature AdditionInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 51.41 | 93.62 | |
| Probability FusionInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 50 | 90.12 | |
| Early Feature ConcatenationInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 49.3 | 93.42 | |
| DenseNet-121Input=T1W Only, Threshold=Clinically optimized2025.07 | 48.59 | 90.76 | |
| Late ConcatenationInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 48.59 | 85.19 | |
| Late Feature AdditionInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 47.18 | 86.01 | |
| Average (Radiologists)Input=T1W+T2W2025.07 | 46.01 | 93.91 | |
| RadiomicsInput=T1W Only, Threshold=Clinically optimized2025.07 | 45.77 | 92.61 | |
| DenseNet-121Input=T1W Only, Threshold=Standard 50% probability2025.07 | 43.66 | 89.32 | |
| Late Feature AdditionInput=T1W+T2W, Threshold=Clinically optimized2025.07 | 43.66 | 94.86 | |
| Probability FusionInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 42.25 | 88.07 | |
| Radiologist 3Input=T1W+T2W2025.07 | 41.55 | 94.66 | |
| RadiomicsInput=T2W Only, Threshold=Clinically optimized2025.07 | 38.85 | 88.84 | |
| Radiologist 2Input=T1W+T2W2025.07 | 32.39 | 97.13 | |
| Early Feature AdditionInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 29.58 | 94.65 | |
| DenseNet-121Input=T2W Only, Threshold=Standard 50% probability2025.07 | 26.62 | 96.84 | |
| Early Feature ConcatenationInput=T1W+T2W, Threshold=Standard 50% probability2025.07 | 19.01 | 95.47 | |
| RadiomicsInput=T1W Only, Threshold=Standard 50% probability2025.07 | 18.31 | 94.46 | |
| RadiomicsInput=T2W Only, Threshold=Standard 50% probability2025.07 | 5.76 | 96.63 |