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Benedikt Blumenstiel
Benedikt Blumenstiel
Research Software Engineer, IBM Research
Verified email at ibm.com - Homepage
Title
Cited by
Cited by
Year
Prithvi-eo-2.0: A versatile multi-temporal foundation model for earth observation applications
D Szwarcman, S Roy, P Fraccaro, OE Gíslason, B Blumenstiel, R Ghosal, ...
IEEE Transactions on Geoscience and Remote Sensing, 2025
892025
Terramind: Large-scale generative multimodality for earth observation
J Jakubik, F Yang, B Blumenstiel, E Scheurer, R Sedona, ...
arXiv preprint arXiv:2504.11171, 2025
342025
What a mess: Multi-domain evaluation of zero-shot semantic segmentation
B Blumenstiel, J Jakubik, H Kühne, M Vössing
Advances in Neural Information Processing Systems 36, 73299-73311, 2023
322023
Multi-spectral remote sensing image retrieval using geospatial foundation models
B Blumenstiel, V Moor, R Kienzler, T Brunschwiler
IGARSS 2024-2024 IEEE International Geoscience and Remote Sensing Symposium …, 2024
102024
Designing a human-in-the-loop system for object detection in floor plans
J Jakubik, P Hemmer, M Vössing, B Blumenstiel, A Bartos, K Mohr
Proceedings of the AAAI Conference on Artificial Intelligence 36 (11), 12524 …, 2022
92022
Terramesh: A planetary mosaic of multimodal earth observation data
B Blumenstiel, P Fraccaro, V Marsocci, J Jakubik, S Maurogiovanni, ...
Proceedings of the Computer Vision and Pattern Recognition Conference, 2394-2402, 2025
82025
Ssl4eo-s12 v1. 1: A multimodal, multiseasonal dataset for pretraining, updated
B Blumenstiel, NAA Braham, CM Albrecht, S Maurogiovanni, P Fraccaro
arXiv preprint arXiv:2503.00168, 2025
72025
Instance selection mechanisms for human-in-the-loop systems in few-shot learning
J Jakubik, B Blumenstiel, M Vössing, P Hemmer
arXiv preprint arXiv:2207.06835, 2022
72022
Beyond the visible: Multispectral vision-language learning for earth observation
CT Marimo, B Blumenstiel, M Nitsche, J Jakubik, T Brunschwiler
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2025
62025
Fine-tune smarter, not harder: parameter-efficient fine-tuning for geospatial foundation models
F Marti Escofet, B Blumenstiel, L Scheibenreif, P Fraccaro, K Schindler
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2025
52025
TerraTorch: The Geospatial Foundation Models Toolkit
C Gomes, B Blumenstiel, JLS Almeida, PH de Oliveira, P Fraccaro, ...
arXiv preprint arXiv:2503.20563, 2025
52025
Hyperspectral vision transformers for greenhouse gas estimations from space
RG Avilés, L Scheibenreif, NAA Braham, B Blumenstiel, T Brunschwiler, ...
arXiv preprint arXiv:2504.16851, 2025
22025
4 Akzeptanz und Marktdurchdringung von KI in der Bauwirtschaft....... 63
D Cisterna, S Haghsheno, Y Zhong, S Hempel, A Geiger, C Emunds, ...
22024
Tensorbank: Tensor lakehouse for foundation model training
R Kienzler, J Schmude, N Simumba, B Blumenstiel, M Freitag, D Kimura, ...
2023 IEEE International Conference on Big Data (BigData), 3350-3354, 2023
22023
Object Detection in Floor Plans: Lessons From Designing a Human-in-the-Loop System
P Hemmer, M Vössing, B Blumenstiel
Artificial Intelligence in Architecture, Engineering and Construction (2021 …, 2021
22021
FAST-EO: Multi-Modal Foundation Models for Scalable Earth Observation and Earth Sciences
RS Kuzu, T Brunschwiler, G Cavallaro, J Nalepa, CO Dumitru, ...
12025
Ms-clip: Multi-spectral vision language learning for earth observation
J Jakubik, B Blumenstiel, CT Marimo
American Geophysical Union Fall Meeting, 2024
12024
4M4EO–Massively Multi-Modal Masked Autoencoders for Earth Observation
J Jakubik, B Blumenstiel, S Maurogiovanni, P Fraccaro, R Sedona, ...
American Geophysical Union Fall Meeting, 2024
12024
Hyperspectral foundation model trained by spectral reconstruction for greenhouse gas emission estimation
R Bangalore, R Gonzalez, T Brunschwiler, P Fraccaro, B Blumenstiel, ...
12024
Fine-Tune Smarter, Not Harder: Parameter-Efficient Fine-Tuning for Geospatial Foundation Models
B Blumenstiel, L Scheibenreif, P Fraccaro, K Schindler
2026
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Articles 1–20