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Ablation studies of knowledge distillation (KD), data generation (DG), and contrastive learning (CL) under DeepLabV3+ and MedSAM frameworks
| Method | DeepLabV3+ Framework | MedSAM Framework | ||||
|---|---|---|---|---|---|---|
| 1–7 | 8–11 | 1–11 | 1–7 | 8–11 | 1–11 | |
| KD | 62.33 | 45.16 | 56.09 | 61.86 | 35.93 | 52.43 |
| KD+DG | 66.94 | 42.80 | 58.16 | 63.25 | 36.66 | 53.58 |
| KD+DG+CL | 68.79 | 47.34 | 60.99 | 64.07 | 40.30 | 55.43 |
