Burak Ekim

Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation

2025

Training robust deep learning models is crucial in Earth Observation, where globally deployed models often face distribution shifts that degrade performance, especially in low-data regions. Out-of-distribution (OOD) detection addresses this by identifying inputs that deviate …