Deep Learning

Rethinking Semi-supervised Segmentation Beyond Accuracy: Reliability and Robustness

Efficient Multi-task Uncertainties for Joint Semantic Segmentation and Monocular Depth Estimation

A Comparative Study on Multi-task Uncertainty Quantification in Semantic Segmentation and Monocular Depth Estimation

A Critical Synthesis of Uncertainty Quantification and Foundation Models in Monocular Depth Estimation

Uncertainty-aware Cross-Entropy for Semantic Segmentation

Deep Uncertainty Distillation using Ensembles for Semantic Segmentation