ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Download
Share
Publications Copernicus
Download
Citation
Share
Articles | Volume XI-2-2026
https://doi.org/10.5194/isprs-annals-XI-2-2026-857-2026
https://doi.org/10.5194/isprs-annals-XI-2-2026-857-2026
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

Related authors

GeoRGMAE: Geospatially Guided Masked Autoencoders for Building Segmentation
Tuğba Eraslanoğlu, Guneet Mutreja, Martin Kada, and Ksenia Bittner
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIX-B2-2026, 665–672, https://doi.org/10.5194/isprs-archives-XLIX-B2-2026-665-2026,https://doi.org/10.5194/isprs-archives-XLIX-B2-2026-665-2026, 2026
Integrating Advanced AI techniques to assist Urban Digital Twins Generation
Jiaojiao Tian, Mareike Weishaupt, Veronika Gstaiger, Guneet Mutreja, Chaikal Amrullah, Corentin Henry, Thomas Krauß, Pablo d'Angelo, Sandeep K. Jangir, Stefan Auer, Franz Kurz, and Ksenia Bittner
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIX-B1-2026, 607–613, https://doi.org/10.5194/isprs-archives-XLIX-B1-2026-607-2026,https://doi.org/10.5194/isprs-archives-XLIX-B1-2026-607-2026, 2026
Synergizing Foundation Model Transfer and Phenological Information for Fine-Grained Forest Segmentation
Youcef Ben Ghorbel, Guneet Mutreja, Mareike Weishaupt, and Jiaojiao Tian
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-3-2026, 19–26, https://doi.org/10.5194/isprs-annals-XI-3-2026-19-2026,https://doi.org/10.5194/isprs-annals-XI-3-2026-19-2026, 2026
RoofVIP Benchmark Dataset: 2D Roof Planar Polygons and Very High-Resolution Digital Orthophotos Pairs for Building Roof Reconstruction
Chaikal Amrullah, Daniel Panangian, Guneet Mutreja, Youssef Abdelhedi, and Ksenia Bittner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 207–216, https://doi.org/10.5194/isprs-annals-XI-2-2026-207-2026,https://doi.org/10.5194/isprs-annals-XI-2-2026-207-2026, 2026
Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach
Guneet Mutreja and Ksenia Bittner
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 591–597, https://doi.org/10.5194/isprs-annals-X-G-2025-591-2025,https://doi.org/10.5194/isprs-annals-X-G-2025-591-2025, 2025