Uncertainty estimation using boundary prediction for medical image super-resolution

• Published in: Computer vision and image understanding Vol. 256; p. 104349
• Main Authors: Dey, Samiran, Basuchowdhuri, Partha, Mitra, Debasis, Augustine, Robin, Saha, Sanjoy Kumar, Chakraborti, Tapabrata
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.05.2025
• Subjects: Coverage prediction; Medical images; Residual image learning; Super-resolution; Uncertainty estimation; Medical images; Residual image learning; Super-resolution; Uncertainty estimation; Coverage prediction

Medical image super-resolution can be performed by several deep learning frameworks. However, as the safety of each patient is of primary concern, having models with a high degree of population level accuracy is not enough. Instead of a one size fits all approach, there is a need to measure the reli...