Lightweight Probabilistic Deep Networks

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 3369 - 3378
• Main Authors: Gast, Jochen, Roth, Stefan
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Bayes methods; Computer architecture; Neural networks; Probabilistic logic; Supervised learning; Uncertainty

Even though probabilistic treatments of neural networks have a long history, they have not found widespread use in practice. Sampling approaches are often too slow already for simple networks. The size of the inputs and the depth of typical CNN architectures in computer vision only compound this pro...