no code implementations • 24 Jul 2021 • Ruibo Shang, Mikaela A. O'Brien, Geoffrey P. Luke
The results show that the proposed BCNN can provide a reliable tool to approximate the uncertainty of DL predictions in SPI and can be widely used in many applications of SPI.
no code implementations • 10 Jan 2020 • Ruibo Shang, Kevin Hoffer-Hawlik, Geoffrey P. Luke
Another main challenge is that since most imaging inverse problems are ill-posed and the networks are over-parameterized, DL networks have flexibility to extract features from the data that are not directly related to the imaging model.