423 citations · 913 across the 32 of their papers we have counts for
Showing cs.CVShow all
2 papers · 1 filter
cs.CV2022★ 5 cited
Semantic uncertainty intervals for disentangled latent spaces
Swami Sankaranarayanan, Anastasios N. Angelopoulos, Stephen Bates +2
Meaningful uncertainty quantification in computer vision requires reasoning about semantic information -- say, the hair color of the person in a photo or the location of a car on t…
cs.CV2020★ 31 cited
Uncertainty Sets for Image Classifiers using Conformal Prediction
Anastasios Angelopoulos, Stephen Bates, Jitendra Malik +1
Convolutional image classifiers can achieve high predictive accuracy, but quantifying their uncertainty remains an unresolved challenge, hindering their deployment in consequential…