Chemotherapy response prediction 54 patients RECIST 1.1 based (test)
31True Positives (TP)MultiLoss-Frozen
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MultiLoss-FrozenLoss function=MultiLoss (Contrastive + CE), Evaluation protocol=Frozen2026.05 | 31 | 15 | 5 | 3 | 0.59 | 67 | 67 | 91 | 78 | |
| MultiLoss-FineTunedLoss function=MultiLoss (Contrastive + CE), Evaluation protocol=Fine-Tuned2026.05 | 21 | 5 | 15 | 13 | 0.73 | 67 | 81 | 62 | 70 | |
| Yin et al.Evaluation protocol=Reproduced baseline2026.05 | 20 | 12 | 8 | 14 | 0.47 | 52 | 62 | 59 | 61 | |
| CrossEntropy-FineTunedLoss function=CrossEntropy, Evaluation protocol=Fine-Tuned2026.05 | 15 | 3 | 17 | 19 | 0.66 | 59 | 83 | 44 | 58 |