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. Author manuscript; available in PMC: 2023 Nov 1.
Published in final edited form as: Med Image Anal. 2022 Sep 10;82:102612. doi: 10.1016/j.media.2022.102612

Table 2.

Image registration performance of Attention-Reg under various training strategies. The initial Dice is 0.619±0.17 and the initial SRE uniformly distributes between 0 and 20 mm.

Training settings Result SRE Result Dice #Parameters
Attention-Reg without pre-training 4.66±2.49 mm 0.789±0.07 1,248,905
MIND-SSC + Attention-Reg 5.23±2.76 mm 0.778±0.08 1,187,173
Attention-Reg co-trained with segmentation 4.98±2.76 mm 0.783±0.08 1,722,995
Constrastive loss pre-trained Attention-Reg 4.27±2.38 mm 0.802±0.07 1,248,905