The Earth mover's pinball loss: Quantiles for histogram-valued regression
F List - International Conference on Machine Learning, 2021 - proceedings.mlr.press
Although ubiquitous in the sciences, histogram data have not received much attention by the
Deep Learning community. Whilst regression and classification tasks for scalar and vector …
Deep Learning community. Whilst regression and classification tasks for scalar and vector …
Kaskade-CNN and NB-KDE-CNN: CNN Architectures with KDE and Probabilistic Reasoning Layers
M Cormier - 2023 20th Conference on Robots and Vision (CRV …, 2023 - ieeexplore.ieee.org
In recent years, several differentiable histogram layers have been proposed which are
suitable for end-to-end training in a convolutional neural network (CNN) model. In this paper …
suitable for end-to-end training in a convolutional neural network (CNN) model. In this paper …