Benedikt Blumenstiel

According to our database, Benedikt Blumenstiel authored at least 14 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Fine-tune Smarter, Not Harder: Parameter-Efficient Fine-Tuning for Geospatial Foundation Models.

Francesc Marti Escofet, Benedikt Blumenstiel, Linus Scheibenreif, Paolo Fraccaro, Konrad Schindler

CoRR, April, 2025

Hyperspectral Vision Transformers for Greenhouse Gas Estimations from Space.

Ruben Gonzalez Avilés, Linus Scheibenreif, Nassim Ait Ali Braham, Benedikt Blumenstiel, Thomas Brunschwiler, Ranjini B. Guruprasad, Damian Borth, Conrad M. Albrecht, Paolo Fraccaro, Devyani Lambhate, Johannes Jakubik

CoRR, April, 2025

TerraMind: Large-Scale Generative Multimodality for Earth Observation.

Johannes Jakubik, Felix Yang, Benedikt Blumenstiel, Erik Scheurer, Rocco Sedona, Stefano Maurogiovanni, Jente Bosmans, Nikolaos Dionelis, Valerio Marsocci, Niklas Kopp, Rahul Ramachandran, Paolo Fraccaro, Thomas Brunschwiler, Gabriele Cavallaro, Juan Bernabé-Moreno, Nicolas Longépé

CoRR, April, 2025

TerraTorch: The Geospatial Foundation Models Toolkit.

Carlos Gomes, Benedikt Blumenstiel, João Lucas de Sousa Almeida, Pedro Henrique de Oliveira, Paolo Fraccaro, Francesc Marti Escofet, Daniela Szwarcman, Naomi Simumba, Romeo Kienzler, Bianca Zadrozny

CoRR, March, 2025

Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation.

Clive Tinashe Marimo, Benedikt Blumenstiel, Maximilian Nitsche, Johannes Jakubik, Thomas Brunschwiler

CoRR, March, 2025

SSL4EO-S12 v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updated.

Benedikt Blumenstiel, Nassim Ait Ali Braham, Conrad M. Albrecht, Stefano Maurogiovanni, Paolo Fraccaro

CoRR, March, 2025

Multispectral to Hyperspectral using Pretrained Foundational model.

Ruben Gonzalez, Conrad M. Albrecht, Nassim Ait Ali Braham, Devyani Lambhate, João Lucas de Sousa Almeida, Paolo Fraccaro, Benedikt Blumenstiel, Thomas Brunschwiler, Ranjini Bangalore

CoRR, February, 2025

TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data.

Benedikt Blumenstiel, Paolo Fraccaro, Valerio Marsocci, Johannes Jakubik, Stefano Maurogiovanni, Mikolaj Czerkawski, Rocco Sedona, Gabriele Cavallaro, Thomas Brunschwiler, Juan Bernabé-Moreno, Nicolas Longépé

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2025

2024

Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications.

Daniela Szwarcman, Sujit Roy, Paolo Fraccaro, Þorsteinn Elí Gíslason, Benedikt Blumenstiel, Rinki Ghosal, Pedro Henrique de Oliveira, João Lucas de Sousa Almeida, Rocco Sedona, Yanghui Kang, Srija Chakraborty, Sizhe Wang, Ankur Kumar, Myscon Truong, Denys Godwin, Hyunho Lee, Chia-Yu Hsu, Ata Akbari Asanjan, Besart Mujeci, Trevor Keenan, Paulo Arevalo, Wenwen Li, Hamed Alemohammad, Pontus Olofsson, Christopher Hain, Robert Kennedy, Bianca Zadrozny, Gabriele Cavallaro, Campbell D. Watson, Manil Maskey, Rahul Ramachandran, Juan Bernabé-Moreno

CoRR, 2024

Multi-Spectral Remote Sensing Image Retrieval Using Geospatial Foundation Models.

Benedikt Blumenstiel, Viktoria Moor, Romeo Kienzler, Thomas Brunschwiler

Proceedings of the IGARSS 2024, 2024

2023

What a MESS: Multi-Domain Evaluation of Zero-Shot Semantic Segmentation.

Benedikt Blumenstiel, Johannes Jakubik, Hilde Kühne, Michael Vössing

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

TensorBank: Tensor Lakehouse for Foundation Model Training.

Romeo Kienzler, Johannes Schmude, Naomi Simumba, Benedikt Blumenstiel, Marcus Freitag, Daiki Kimura, Zoltan Arnold Nagy, Michael Behrendt, Hendrik F. Hamann, S. Karthik Mukkavilli, Daniel Salles Civitarese

Proceedings of the IEEE International Conference on Big Data, 2023

2022

Instance Selection Mechanisms for Human-in-the-Loop Systems in Few-Shot Learning.

Johannes Jakubik, Benedikt Blumenstiel, Michael Vössing, Patrick Hemmer

Proceedings of the WI for Grand Challenges, 2022

Designing a Human-in-the-Loop System for Object Detection in Floor Plans.

Johannes Jakubik, Patrick Hemmer, Michael Vössing, Benedikt Blumenstiel, Andrea Bartos, Kamilla Mohr

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022