Begüm Demir

1. BigEarthNet v2
   2024/07/04 by Kai Norman Clasen, Clasen, Kai Norman, Leonard Hackel +9 · 15 citations
   Engineering · Environmental Science · #Advanced Image Fusion Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Remote Sensing in Agriculture #Remote-Sensing Image Classification #electronic engineering #information engineering
2. LiT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing
   2023/06/01 by Leonard Hackel, Hackel, Leonard, Kai Norman Clasen +5 · 5 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
3. Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment
   2024/02/15 by Angelos Zavras, Zavras, Angelos, Dimitrios Michail +5 · 3 citations
   Computer Science · Social Sciences · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geographic Information Systems Studies #Multimodal Machine Learning Applications
4. Ben-ge: Extending BigEarthNet with Geographical and Environmental Data
   2023/07/04 by Michael Mommert, Mommert, Michael, Nicolas Kesseli +9 · 3 citations
   Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Automated Road and Building Extraction #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Video Surveillance and Tracking Methods
5. ImageNet-trained CNNs are not biased towards texture: Revisiting feature reliance through controlled suppression
   2025/09/24 by Tom Burgert, Oliver Stoll, Burgert, Tom +5 · 2 voices · 2 citations
   Computer Science · #cs.CV #cs.AI #cs.LG
6. Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods
   2022/01/19 by Steve Ahlswede, Nimisha Thekke-Madam, Ahlswede, Steve +7 · 2 citations
   Computer Science · Environmental Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.4.6 #I.5.3 #Remote Sensing and LiDAR Applications #Remote Sensing in Agriculture
7. Radio Map Estimation -- An Open Dataset with Directive Transmitter Antennas and Initial Experiments
   2024/01/12 by Fabian Jaensch, Giuseppe Caire, Jaensch, Fabian +3 · 2 citations
   Engineering · #Antenna Design and Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Satellite Communication Systems #Signal Processing (eess.SP) #electronic engineering #information engineering
8. Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification
   2024/05/24 by Barış Büyüktaş, Büyüktaş, Barış, Kenneth Weitzel +7 · 2 citations
   Engineering · #Automated Road and Building Extraction #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Remote-Sensing Image Classification
9. EarthMind: Leveraging Cross-Sensor Data for Advanced Earth Observation Interpretation with a Unified Multimodal LLM
   2025/06/02 by Shu Yan, Bin Ren, Shu, Yan +13 · 7 citations
   Computer Science · Earth and Planetary Sciences · #Advanced Computational Techniques and Applications #Geological Modeling and Analysis
10. GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis
    2025/02/13 by Angelos Zavras, Zavras, Angelos, Dimitrios Michail +7 · 4 citations
    Social Sciences · Biochemistry, Genetics and Molecular Biology · Engineering · #Geographic Information Systems Studies #Genomics and Phylogenetic Studies #Remote-Sensing Image Classification
11. Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing
    2022/10/10 by Tim Siebert, Siebert, Tim, Kai Norman Clasen +5 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning
12. Transformer-based Multi-Modal Learning for Multi Label Remote Sensing Image Classification
    2023/06/02 by David Hoffmann, Hoffmann, David, Kai Norman Clasen +3 · 1 citation
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Remote-Sensing Image Classification #Text and Document Classification Technologies
13. Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning
    2023/06/01 by Barış Büyüktaş, Büyüktaş, Barış, Gencer Sümbül +3 · 1 citation
    Engineering · #Advanced Image Fusion Techniques #Automated Road and Building Extraction #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Remote-Sensing Image Classification
14. Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing
    2022/04/19 by Georgii Mikriukov, Mikriukov, Georgii, Mahdyar Ravanbakhsh +3 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications
15. BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing\n Image Understanding
    2020/01/17 by Gencer Sümbül, Jian Kang, Sumbul, Gencer +13 · 1 citation
    Computer Science · Engineering · Environmental Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Remote Sensing in Agriculture #Remote-Sensing Image Classification