36 citations · 48 across the 6 of their papers we have counts for
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cs.CV2022★ 12 cited
Heatmap-based Out-of-Distribution Detection
Julia Hornauer, Vasileios Belagiannis
Our work investigates out-of-distribution (OOD) detection as a neural network output explanation problem. We learn a heatmap representation for detecting OOD images while visualizi…
cs.CV2022★ 36 cited
Gradient-based Uncertainty for Monocular Depth Estimation
Julia Hornauer, Vasileios Belagiannis
In monocular depth estimation, disturbances in the image context, like moving objects or reflecting materials, can easily lead to erroneous predictions. For that reason, uncertaint…