Publication:

MT-GSR4B: Multi-Temporally Guided Super-Resolution for Above-Ground Biomass Estimation

Date

Date

Date
2025
Journal Article
Published version

Citations

Citation copied

Karaman, K., Sainte Fare Garnot, V., Robert, D., Santos, M. J., & Wegner, J. D. (2025). MT-GSR4B: Multi-Temporally Guided Super-Resolution for Above-Ground Biomass Estimation. PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science, 94(1), 1–11. https://doi.org/10.1007/s41064-025-00370-x

Abstract

Abstract

Abstract

Above-ground biomass (AGB) is a critical indicator of various ecological parameters, such as forest degradation or carbon storage. However, obtaining ground-truth AGB measurements is costly and time-intensive, requires expert knowledge, and is limited to small areas. Current methods estimate AGB using observable parameters like canopy height, often relying on spaceborne platforms. Despite advances in satellite sensor technology, the spatial resolution of AGB maps remains limited (e.g., $$100 \times 100$$

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Creators (Authors)

  • Karaman, Kaan
  • Sainte Fare Garnot, Vivien
  • Robert, Damien
  • Santos, Maria João
  • Wegner, Jan Dirk

Journal/Series Title

Journal/Series Title

Journal/Series Title
PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science

Volume

Volume

Volume
94

Number

Number

Number
1

Page range/Item number

Page range/Item number

Page range/Item number
1

Page end

Page end

Page end
11

Item Type

Item Type

Item Type
Journal Article

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Keywords

Above-Ground Biomass Estimation, Guided Super-Resolution, Satellite Image Time-Series, Deep Learning

Language

Language

Language
English

Publication date

Publication date

Publication date
2025-12-04

Date available

Date available

Date available
2025-12-14

Publisher

Publisher

Publisher
Springer Science and Business Media LLC

ISSN or e-ISSN

ISSN or e-ISSN

ISSN or e-ISSN
2512-2789
2512-2819

OA Status

OA Status

OA Status
Hybrid

Metrics

Citations

Citations

Citation copied

Karaman, K., Sainte Fare Garnot, V., Robert, D., Santos, M. J., & Wegner, J. D. (2025). MT-GSR4B: Multi-Temporally Guided Super-Resolution for Above-Ground Biomass Estimation. PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science, 94(1), 1–11. https://doi.org/10.1007/s41064-025-00370-x

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