Identification of Spurious Labels in Machine Learning Data Sets using N-Version Validation. - Malte Mues; Sebastian Gerard; Falk Howar (ITSC, 2020)

Contrastive pretraining for semantic segmentation is robust to noisy positive pairs. - Sebastian Gerard; Josephine Sullivan (CoRR, 2022)

WildfireSpreadTS: A dataset of multi-modal time series for wildfire spread prediction. - Sebastian Gerard; Yu Zhao; Josephine Sullivan (NeurIPS, 2023)

WildfireSpreadTS: A dataset of multi-modal time series for wildfire spread prediction. - Sebastian Gerard; Yu Zhao; Josephine Sullivan (Zenodo, 2023)

A simple, strong baseline for building damage detection on the xBD dataset. - Sebastian Gerard; Paul Borne-Pons; Josephine Sullivan (CoRR, 2024)

PANGAEA: A Global and Inclusive Benchmark for Geospatial Foundation Models. - Valerio Marsocci; Yuru Jia; Georges Le Bellier; Dávid Kerekes; Liang Zeng; Sebastian Hafner; Sebastian Gerard; Eric Brune; Ritu Yadav; Ali Shibli; Heng Fang; Yifang Ban; et al. (CoRR, 2024)

TS-SatFire: A Multi-Task Satellite Image Time-Series Dataset for Wildfire Detection and Prediction. - Yu Zhao; Sebastian Gerard; Yifang Ban (CoRR, 2024)

DisasterAdaptiveNet: A robust network for multi-hazard building damage detection from very-high-resolution satellite imagery. - Sebastian Hafner; Sebastian Gerard; Josephine Sullivan; Yifang Ban (Int. J. Appl. Earth Obs. Geoinformation, 2025)