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. 2021 Nov 4;75:102299. doi: 10.1016/j.media.2021.102299

Table 12.

Ablation study results for severity quantification performance.

Methods External 1 (CNUH) External 2 (YNU) External 3 (KNUH)
MSE (95% CI) MSE (95% CI) MSE (95% CI)
Proposed model 1.441 (0.760-2.122) 1.435 (1.195–1.676) 1.458 (1.147–1.768)
w/o pre-train 1.737 (1.037–2.437) 2.319** (1.907–2.732) 1.835* (1.402–2.268)
w/o Transformer 1.544 (0.882–2.206) 1.977** (1.682–2.272) 1.374 (1.091–1.657)
w/o PCAM 1.436 (0.777–2.095) 2.205** (1.881–2.529) 1.353 (1.058–1.648)
w/o position embedding 1.447 (0.838–2.056) 1.504 (1.257–1.750) 1.522 (1.237–1.807)

Note:*, ** denote the better performance of ours with statistical significance (p<0.05, p<0.001). CI: confidence interval.