Three-class prognosis prediction on Pediatric LN patients (n=71) (5-fold CV test)
90.1AccuracyCIT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CITInput modality=multimodal, Clinical data timepoints=0m+3m2026.03 | 90.1 | 89.2 | 83.9 | 89.4 | |
| CITInput modality=multimodal, Clinical data timepoints=0m2026.03 | 86.4 | 85 | 77 | 88 | |
| Late FusionInput modality=multimodal, Clinical data timepoints=0m+3m2026.03 | 83.1 | 82.5 | 74.6 | 85.4 | |
| Clinical MLPInput modality=clinical, Clinical data timepoints=0m+3m2026.03 | 80.7 | 80.4 | 70.2 | 81.9 | |
| ABMILInput modality=image-only2026.03 | 68.6 | 62.1 | 38.9 | 45.2 | |
| TransMILInput modality=image-only2026.03 | 67.6 | 63.5 | 43.5 | 60.6 | |
| CLAMInput modality=image-only2026.03 | 65.8 | 65.4 | 51.3 | 61 |