MATH · IN · MODELS

Controlled Geospatial SSL Encoders (DINO/MAE/MoCo on SSL4EO Sentinel-1/2)

Johns Hopkins Applied Physics Lab / Johns Hopkins University

Structures found in this family (1)

Linear Separability

By model (1)

DINO ViT-S/16 trained on SSL4EO (Sentinel-1/2 satellite imagery)
Linear Separability

Observations (1)

Environmental variables never seen in pretraining are linearly decodable from frozen geospatial SSL encoders, with architecture-dependent strength

Papers

Probing Geospatial SSL Representations with Environmental Signals (2026)