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Angelos Zavras, Dimitrios Michail, Begüm Demir, Ioannis Papoutsis

Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment

February 15, 2024
https://doi.org/10.48550/arXiv.2402.09816

Jakob Hackstein, Gencer Sumbul, Kai Norman Clasen, Begüm Demir

Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing

January 15, 2024
https://doi.org/10.48550/arXiv.2401.07782

Fabian Jaensch, Giuseppe Caire, Begüm Demir

Radio Map Estimation -- An Open Dataset with Directive Transmitter Antennas and Initial Experiments

January 12, 2024
https://doi.org/10.48550/arXiv.2402.00878

Moritz Schott, Adina Zell, Sven Lautenbach, Gencer Sumbul, Michael Schultz, Alexander Zipf, Begüm Demir

Analyzing and Improving the Quality and Fitness for Purpose of OpenStreetMap as Labels in Remote Sensing Applications

December 09, 2023
https://link.springer.com/chapter/10.1007/978-3-031-35374-1_2

Barış Büyüktaş, Gencer Sumbul, Begüm Demir

Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification

November 10, 2023
https://doi.org/10.48550/arXiv.2311.06141

Marco Corsi, Giorgio Pasquali, Chiara Pratola, Simone Tilia, Sergios-Anestis Kefalidis, Konstantinos Plas, Mariangela Pollali, Eleni Tsalapati, Myrto Tsokanaridou, Manolis Koubarakis et al.

DA4DTE: DEVELOPING A DIGITAL ASSISTANT FOR SATELLITE DATA ARCHIVES

November 01, 2023
https://cgi.di.uoa.gr/~koubarak/publications/2023/DA4DTE_BiDS_paper-3.pdf

Lars Möllenbrok, Gencer Sumbul, Begüm Demir

Deep Active Learning for Multi-Label Classification of Remote Sensing Images

August 15, 2023
https://doi.org/10.1109/LGRS.2023.3305647

Leonard Hackel, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir

LIT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing

July 16, 2023
https://doi.org/10.1109/IGARSS52108.2023.10281674

Gencer Sumbul, Begüm Demir

Label Noise Robust Image Representation Learning based on Supervised Variational Autoencoders in Remote Sensing

July 16, 2023
https://doi.org/10.1109/IGARSS52108.2023.10282820

David Hoffmann, Kai Norman Clasen, Begüm Demir

Transformer-based Multi-Modal Learning for Multi-Label Remote Sensing Image Classification

July 16, 2023
https://doi.org/10.1109/IGARSS52108.2023.10281927