About

What is the nature of distributional uncertainty?

Distributional Shift and Distributional Uncertainty

Masked Gamma-SSL - Learning Uncertainty Estimation via Masked Image Modeling

Mitigating Distributional Shift in Semantic Segmentation via Uncertainty Estimation from Unlabelled Data

Doppler-aware Odometry from FMCW Scanning Radar

Fool Me Once - Robust Selective Segmentation via Out-of-Distribution Detection with Contrastive Learning

Keep off the Grass - Permissible Driving Routes from Radar with Weak Audio Supervision

Introduction

Introduction to Semantic Segmentation

Uncertainty Estimation in Deep Learning

Model Evaluation and Datasets

Learning OoD Detection from Large-Scale Datasets

Learning Uncertainty Estimation from Uncurated Domain Data

Learning Uncertainty Estimation with Masking & Foundation Models

Conclusion