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stat.ML2021★ 1 cited
Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation
Sebastian G. Popescu, David J. Sharp, James H. Cole +2
We propose a parameter efficient Bayesian layer for hierarchical convolutional Gaussian Processes that incorporates Gaussian Processes operating in Wasserstein-2 space to reliably…
stat.ML2020★ 2 cited
Hierarchical Gaussian Processes with Wasserstein-2 Kernels
Sebastian Popescu, David Sharp, James Cole +1
Stacking Gaussian Processes severely diminishes the model's ability to detect outliers, which when combined with non-zero mean functions, further extrapolates low non-parametric va…