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03/28/2023
Dice Semimetric Losses: Optimizing the Dice Score with Soft Labels
The soft Dice loss (SDL) has taken a pivotal role in many automated segm...
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10/13/2022
A Consistent and Differentiable Lp Canonical Calibration Error Estimator
Calibrated probabilistic classifiers are models whose predicted probabil...
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08/25/2022
On confidence intervals for precision matrices and the eigendecomposition of covariance matrices
The eigendecomposition of a matrix is the central procedure in probabili...
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12/23/2021
On the relationship between calibrated predictors and unbiased volume estimation
Machine learning driven medical image segmentation has become standard i...
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09/21/2020
Machine Guides, Human Supervises: Interactive Learning with Global Explanations
We introduce explanatory guided learning (XGL), a novel interactive lear...
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07/20/2020