From Pixels to Semantics: Can a Single Instruction-Tuned VLM Unify Geospatial Building Analysis?

Mutreja, Guneet; Harikumar, Harisankar; Amrullah, Chaikal; Bittner, Ksenia

doi:10.5194/isprs-annals-XI-2-2026-857-2026

Articles | Volume XI-2-2026

https://doi.org/10.5194/isprs-annals-XI-2-2026-857-2026

© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.

https://doi.org/10.5194/isprs-annals-XI-2-2026-857-2026

© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.

Articles | Volume XI-2-2026

03 Jul 2026

| 03 Jul 2026

From Pixels to Semantics: Can a Single Instruction-Tuned VLM Unify Geospatial Building Analysis?

Guneet Mutreja, Harisankar Harikumar, Chaikal Amrullah, and Ksenia Bittner

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