I recently worked on a SAR-based geospatial workflow to extract terrain patterns using texture features (GLCM) and clustering techniques. While the initial focus was on analysis, an important challenge became clear—how to make these outputs usable in real-world scenarios. Detection maps and classifications alone are often not enough. For practical applications, data needs to be structured, queryable, and integrated into workflows that support decision-making.

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