. Author manuscript; available in PMC: 2024 May 15.

Published in final edited form as: Domain Adapt Represent Transf (2023). 2023 Oct 14;14293:94–104. doi: 10.1007/978-3-031-45857-6_10

Table 1.

Few-shot transfer on two medical segmentation tasks. Adam provides outstandingly better performance compared with SSL baselines. Green numbers show Adam’s performance boosts compared with the second-best method in each task/shot.

Method	SCR-Heart [Dice(%)]				SCR-Clavicle [Dice(%)]
Method	3-shot	6-shot	12-shot	24-shot	3-shot	6-shot	12-shot	24-shot
MoCo-v2	44.84	59.97	69.90	79.69	23.77	29.24	38.07	44.47
DenseCL	64.88	74.43	75.79	80.06	36.43	51.31	63.03	69.13
DiRA	63.76	64.47	76.10	81.42	31.42	38.59	66.81	73.06
Adam (ours)	84.35 (↑19)	86.70 (↑12)	89.79 (↑14)	90.45 (↑9)	66.69 (↑30)	79.41 (↑28)	83.96 (↑17)	84.76 (↑12)