3 papers
cs.CV2026
Landsat-Sentinel-2 Algal Bloom Mapping Using Vision Transformers: Model Description, Implementation, and Examples
Thainara Lima, Vitor Martins
Coastal algal bloom monitoring requires frequent, spatially detailed, and globally consistent observations, provided by Landsat-8/9 and Sentinel-2 A/B/C. Together, these missions o…
cs.CV2026
Flow matching for Sentinel-2 super-resolution: implementation, application, and implications
Dakota Hester, Vitor S. Martins, Lucas B. Ferreira +2
Developing robust techniques for super-resolution of satellite imagery involves navigating commonly observed trade-offs between spectral fidelity and perceptual quality. In this wo…
cs.CV2025
Learning with less: label-efficient land cover classification at very high spatial resolution using self-supervised deep learning
Dakota Hester, Vitor S. Martins, Lucas B. Ferreira +1
Deep learning semantic segmentation methods have shown promising performance for very high 1-m resolution land cover classification, but the challenge of collecting large volumes o…