PHiSeg: Capturing Uncertainty in Medical Image Segmentation

Simple and Scalable Predictive Uncertainty Estimation using Deep\n Ensembles

Balaji Lakshminarayanan, Alexander Pritzel, Charles Blundell · arXiv (Cornell University) · 2016 · 3K citations · Full text

The Lung Image Database Consortium (LIDC) and Image Database Resource Initiative (IDRI): A Completed Reference Database of Lung Nodules on CT Scans

Samuel G. Armato, Geoffrey McLennan, Luc Bidaut et al. · Medical Physics · 2011 · 2.7K citations · Full text

Learning structured output representation using deep conditional generative models

Kihyuk Sohn, Xinchen Yan, Honglak Lee · 2015 · 2.1K citations

Natural Language Processing, Structured Output Prediction, Structured Prediction +15

Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding

Alex Kendall, Vijay Badrinarayanan, Roberto Cipolla · 2017 · 817 citations · Full text

Scene Analysis, Engineering, Machine Learning +16

Learning in an Uncertain World: Representing Ambiguity Through Multiple Hypotheses

Christian Rupprecht, Iro Laina, Robert DiPietro et al. · 2017 · 174 citations

Artificial Intelligence, Few-shot Learning, Structured Prediction +30