Uncertainty-aware Cross-Entropy for Semantic Segmentation

Deep neural networks have shown exceptional performance in various tasks, but their lack of robustness, reliability, and tendency to be overconfident pose challenges for their deployment in safety-critical applications like autonomous driving. In this regard, quantifying the uncertainty inherent to...

Бүрэн тодорхойлолт

Номзүйн дэлгэрэнгүй
Үндсэн зохиолчид: S. Landgraf, M. Hillemann, K. Wursthorn, M. Ulrich
Формат: Өгүүллэг
Хэл сонгох:English
Хэвлэсэн: Copernicus Publications 2024-06-01
Цуврал:ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Онлайн хандалт:https://isprs-annals.copernicus.org/articles/X-2-2024/129/2024/isprs-annals-X-2-2024-129-2024.pdf