Table 10 Impact of super-resolution on image classification metrics: a Spanish case study.

From: Enhancing fetal ultrasound image quality and anatomical plane recognition in low-resource settings using super-resolution models

SR model

Accuracy difference

F1 score difference

Kappa difference

DBPISR

+1.00%

+1.15%

+1.38%

BSRGAN

+0.72%

+0.95%

+1.06%

Real-ESRGAN

+1.18%

+1.53%

+1.60%

SwinIR

+1.09%

+1.14%

+2.25%

SwinIR_large

0.00%

+1.18%

+1.67%