2 papers
cs.CV2025
SemSegBench & DetecBench: Benchmarking Reliability and Generalization Beyond Classification
Shashank Agnihotri, David Schader, Jonas Jakubassa +5
Reliability and generalization in deep learning are predominantly studied in the context of image classification. Yet, real-world applications in safety-critical domains involve a…
cs.CV2025
Are Synthetic Corruptions A Reliable Proxy For Real-World Corruptions?
Shashank Agnihotri, David Schader, Nico Sharei +2
Deep learning (DL) models are widely used in real-world applications but remain vulnerable to distribution shifts, especially due to weather and lighting changes. Collecting divers…