Nodule TI-RADS classification on AIMI external zero-shot
0.47Precision (TI-RADS ZS)+Rep-MTL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| +Rep-MTLLearning paradigm=multitask, Evaluation protocol=Zero-shot2026.03 | 0.47 | 0.37 | 0.37 | |
| Vanilla MultitaskLearning paradigm=multitask, Evaluation protocol=Zero-shot2026.03 | 0.44 | 0.3967 | 0.3633 | |
| Clinically GuidedLearning paradigm=multitask, Evaluation protocol=Zero-shot2026.03 | 0.4167 | 0.3633 | 0.35 | |
| +RLARLearning paradigm=multitask, Evaluation protocol=Zero-shot2026.03 | 0.4167 | 0.4033 | 0.37 | |
| ConvNeXtLearning paradigm=single-task, Evaluation protocol=Zero-shot2026.03 | 0.4139 | 0.3713 | 0.3853 | |
| EfficientNet B7Learning paradigm=single-task, Evaluation protocol=Zero-shot2026.03 | 0.2728 | 0.2492 | 0.2492 |