Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach

Mutreja, Guneet; Bittner, Ksenia

doi:https://doi.org/10.5194/isprs-annals-X-G-2025-591-2025

Articles | Volume X-G-2025

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Articles | Volume X-G-2025

https://doi.org/10.5194/isprs-annals-X-G-2025-591-2025

Articles | Volume X-G-2025

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11 Jul 2025

| 11 Jul 2025

Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach

Guneet Mutreja and Ksenia Bittner

Guneet Mutreja

https://orcid.org/0000-0002-2070-4860

Remote Sensing Technology Institute, German Aerospace Center (DLR), Weßling, Germany

Ksenia Bittner

Remote Sensing Technology Institute, German Aerospace Center (DLR), Weßling, Germany

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EVALUATING CONVNET AND TRANSFORMER BASED SELF-SUPERVISED ALGORITHMS FOR BUILDING ROOF FORM CLASSIFICATION

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Building Segmentation and Modelling from Space-Borne and Aerial Imagery

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Real-GDSR: Real-World Guided DSM Super-Resolution via Edge-Enhancing Residual Network

Daniel Panangian and Ksenia Bittner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 185–192, https://doi.org/10.5194/isprs-annals-X-2-2024-185-2024,https://doi.org/10.5194/isprs-annals-X-2-2024-185-2024, 2024

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EVALUATING CONVNET AND TRANSFORMER BASED SELF-SUPERVISED ALGORITHMS FOR BUILDING ROOF FORM CLASSIFICATION

G. Mutreja and K. Bittner

DSM2DTM: AN END-TO-END DEEP LEARNING APPROACH FOR DIGITAL TERRAIN MODEL GENERATION

K. Bittner, S. Zorzi, T. Krauß, and P. d’Angelo

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ROOF3D: A REAL AND SYNTHETIC DATA COLLECTION FOR INDIVIDUAL BUILDING ROOF PLANE AND BUILDING SECTIONS DETECTION

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LONG-SHORT SKIP CONNECTIONS IN DEEP NEURAL NETWORKS FOR DSM REFINEMENT

K. Bittner, L. Liebel, M. Körner, and P. Reinartz

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 383–390, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-383-2020,https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-383-2020, 2020

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Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach

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