TM-004Surface composition, not the acquisition time gap, correlates with optical-to-SAR reconstruction error

Jakub Słowikowski, Mateusz Boryczka

SourceWhere and Why TerraMind's Optical-to-SAR Generation Fails

Surface composition dominates the correlation ranking: water, snow and ice are associated with higher residuals, while flooded vegetation is associated with lower residuals. The time gap between radar and optical acquisition is practically irrelevant.

Evidence
correlational
Model
TerraMind v1 base
Concepts
Failure mode
Datasets
TerraMesh [eval]
Methods
Spearman rank correlation [primary], Benjamini-Hochberg FDR correction [validation]
Related findings
TM-003, TM-005
Extraction
automatic-extraction