- Article
(2932 KB) - Metadata XML
- July 04, 2026
- |
- Home
- |
- Sitemap
- |
- The ISPRS Foundation
- |
- 𝕏
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume XI-2-2026
https://doi.org/10.5194/isprs-annals-XI-2-2026-681-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/isprs-annals-XI-2-2026-681-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
03 Jul 2026
| 03 Jul 2026
The Impact of CutMix on Reliability and Robustness in Semantic Segmentation
Steven Landgraf
Institute of Photogrammetry and Remote Sensing (IPF), Karlsruhe Institute of Technology (KIT), Germany
Markus Ulrich
Institute of Photogrammetry and Remote Sensing (IPF), Karlsruhe Institute of Technology (KIT), Germany
Related authors
Markus Hillemann, Robert Langendörfer, Steven Landgraf, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 665–672, https://doi.org/10.5194/isprs-annals-XI-2-2026-665-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-665-2026, 2026
Steven Landgraf, Joceline Hinz, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 673–680, https://doi.org/10.5194/isprs-annals-XI-2-2026-673-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-673-2026, 2026
Shuwei Hong, Steven Landgraf, Markus Hillemann, and Markus Ulrich
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 597–604, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-597-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-597-2025, 2025
Steven Landgraf, Johannes Huber, Markus Hillemann, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 527–534, https://doi.org/10.5194/isprs-annals-X-G-2025-527-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-527-2025, 2025
Steven Landgraf, Markus Hillemann, Kira Wursthorn, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 129–136, https://doi.org/10.5194/isprs-annals-X-2-2024-129-2024, https://doi.org/10.5194/isprs-annals-X-2-2024-129-2024, 2024
M. Breunig, P. Kuper, F. Reitze, S. Landgraf, M. Al-Doori, E. Stefanakis, H. Abdulmuttalib, and Z. Kugler
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 41–49, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-41-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-41-2023, 2023
S. Landgraf, M. Hillemann, M. Aberle, V. Jung, and M. Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 953–960, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-953-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-953-2023, 2023
S. Landgraf, L. Kühnlein, M. Hillemann, M. Hoyer, S. Keller, and M. Ulrich
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 601–607, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-601-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-601-2022, 2022
Jan Andre Rudolph, Dennis Haitz, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 705–712, https://doi.org/10.5194/isprs-annals-XI-2-2026-705-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-705-2026, 2026
Robert Langendörfer, Markus Hillemann, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 689–696, https://doi.org/10.5194/isprs-annals-XI-2-2026-689-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-689-2026, 2026
Steven Landgraf, Joceline Hinz, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 673–680, https://doi.org/10.5194/isprs-annals-XI-2-2026-673-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-673-2026, 2026
Markus Hillemann, Robert Langendörfer, Steven Landgraf, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 665–672, https://doi.org/10.5194/isprs-annals-XI-2-2026-665-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-665-2026, 2026
Dennis Haitz, Athradi Shritish Shetty, Michael Weinmann, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 647–656, https://doi.org/10.5194/isprs-annals-XI-2-2026-647-2026, https://doi.org/10.5194/isprs-annals-XI-2-2026-647-2026, 2026
Shuwei Hong, Steven Landgraf, Markus Hillemann, and Markus Ulrich
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 597–604, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-597-2025, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-597-2025, 2025
Steven Landgraf, Johannes Huber, Markus Hillemann, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 527–534, https://doi.org/10.5194/isprs-annals-X-G-2025-527-2025, https://doi.org/10.5194/isprs-annals-X-G-2025-527-2025, 2025
Dennis Haitz, Berk Kıvılcım, Markus Ulrich, Martin Weinmann, and Michael Weinmann
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W7-2024, 49–56, https://doi.org/10.5194/isprs-archives-XLVIII-2-W7-2024-49-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-W7-2024-49-2024, 2024
Markus Hillemann, Robert Langendörfer, Max Heiken, Max Mehltretter, Andreas Schenk, Martin Weinmann, Stefan Hinz, Christian Heipke, and Markus Ulrich
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-2024, 137–144, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-137-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-137-2024, 2024
Kira Wursthorn, Markus Hillemann, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 223–230, https://doi.org/10.5194/isprs-annals-X-2-2024-223-2024, https://doi.org/10.5194/isprs-annals-X-2-2024-223-2024, 2024
Steven Landgraf, Markus Hillemann, Kira Wursthorn, and Markus Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 129–136, https://doi.org/10.5194/isprs-annals-X-2-2024-129-2024, https://doi.org/10.5194/isprs-annals-X-2-2024-129-2024, 2024
S. Landgraf, M. Hillemann, M. Aberle, V. Jung, and M. Ulrich
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 953–960, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-953-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-953-2023, 2023
M. Breunig, P. Kuper, F. Reitze, S. Landgraf, M. Al-Doori, E. Stefanakis, H. Abdulmuttalib, and Z. Kugler
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 41–49, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-41-2023, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-41-2023, 2023
D. Haitz, B. Jutzi, M. Ulrich, M. Jäger, and P. Hübner
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 167–174, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-167-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-167-2023, 2023
D. Haitz, B. Jutzi, P. Hübner, and M. Ulrich
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 143–150, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-143-2022, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-143-2022, 2022
K. Wursthorn, M. Hillemann, and M. Ulrich
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 721–728, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-721-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-721-2022, 2022
S. Landgraf, L. Kühnlein, M. Hillemann, M. Hoyer, S. Keller, and M. Ulrich
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 601–607, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-601-2022, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-601-2022, 2022
The International Society for Photogrammetry and Remote Sensing is a non-governmental organization devoted to the development of international cooperation for the advancement of photogrammetry and remote sensing and their applications. The Society operates without any discrimination on grounds of race, religion, nationality, or political philosophy.
Useful Links
Useful External Links
Our Contact
c/o
Leibniz University Hannover
Institute of Photogrammetry and GeoInformation
Nienburger Str. 1
D-30167 Hannover
GERMANY
Email: isprs-sg@isprs.org