no code implementations • 21 Jan 2022 • Moshe Levy, Guy Amit, Yuval Elovici, Yisroel Mirsky
Deep learning has shown great promise in the domain of medical image analysis.
2 code implementations • 11 Sep 2020 • Yushi Cao, David Berend, Palina Tolmach, Guy Amit, Moshe Levy, Yang Liu, Asaf Shabtai, Yuval Elovici
One of the main causes of unfair behavior in age prediction methods lies in the distribution and diversity of the training data.
1 code implementation • 16 Aug 2020 • Guy Amit, Moshe Levy, Ishai Rosenberg, Asaf Shabtai, Yuval Elovici
Deep neural networks (DNNs) perform well at classifying inputs associated with the classes they have been trained on, which are known as in distribution inputs.
Out-of-Distribution Detection Out of Distribution (OOD) Detection
no code implementations • 6 Feb 2020 • Guy Amit, Ishai Rosenberg, Moshe Levy, Ron Bitton, Asaf Shabtai, Yuval Elovici
In many cases, neural network classifiers are likely to be exposed to input data that is outside of their training distribution data.