Towards high-resolution forecasting of tropical deforestation with deep learning.

Gencer Sumbul Gencer Sümbül https://orcid.org/0000-0003-3690-3052 Jan Pisl Gencer Sumbul Gaston Lenczner Devis Tuia Jan Dirk Wegner Towards high-resolution forecasting of tropical deforestation with deep learning. Zenodo 2026 January https://doi.org/10.5281/zenodo.18436746 streams/repo/zenodo data/12/PislSLTW26b Jan Pisl Gencer Sumbul Gaston Lenczner Devis Tuia Jan Dirk Wegner Towards high-resolution forecasting of tropical deforestation with deep learning. Zenodo 2026 January https://doi.org/10.5281/zenodo.18451050 streams/repo/zenodo data/12/PislSLTW26b

Valérie Zermatten Chiara Vanalli Gencer Sumbul Diego Marcos Devis Tuia Spatial Context Improves the Integration of Text with Remote Sensing for Mapping Environmental Variables. 2026 January abs/2601.08750 CoRR https://doi.org/10.48550/arXiv.2601.08750 db/journals/corr/corr2601.html#abs-2601-08750 streams/journals/corr

Valentin Gabeff Baptiste Maquignaz Jennifer Shan Sepideh Mamooler Gencer Sumbul Blair R. Costelloe Devis Tuia Alexander Mathis Prompting-MammAlps: Fine-Grained Text-to-Video Retrieval for Camera-Trap Data. 2026 July abs/2607.09876 CoRR https://doi.org/10.48550/arXiv.2607.09876 db/journals/corr/corr2607.html#abs-2607-09876 streams/journals/corr

Chang Xu 0027 Gencer Sumbul Hugo Porta Manon Béchaz Sebastian Schemm Devis Tuia Physics-Informed Super-Resolution of Atmospheric Data. 2026 July abs/2607.18877 CoRR https://doi.org/10.48550/arXiv.2607.18877 db/journals/corr/corr2607.html#abs-2607-18877 streams/journals/corr

Jakob Hackstein Gencer Sumbul Kai Norman Clasen Begüm Demir Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. 1-14 2025 63 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2024.3517150 db/journals/tgrs/tgrs63.html#HacksteinSCD25 streams/journals/tgrs

Christel Chappuis Gencer Sümbül Syrielle Montariol Sylvain Lobry Devis Tuia PAN-RSVQA: Vision Foundation Models as Pseudo-ANnotators for Remote Sensing Visual Question Answering. 3005-3016 2025 CVPR Workshops https://openaccess.thecvf.com/content/CVPR2025W/MORSE/html/Chappuis_PAN-RSVQA_Vision_Foundation_Models_as_Pseudo-ANnotators_for_Remote_Sensing_Visual_CVPRW_2025_paper.html conf/cvpr/2025w db/conf/cvpr/cvprw2025.html#ChappuisSMLT25 Valentin Gabeff Haozhe Qi Brendan Flaherty Gencer Sumbul Alexander Mathis Devis Tuia MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps. 13854-13864 2025 CVPR https://openaccess.thecvf.com/content/CVPR2025/html/Gabeff_MammAlps_A_Multi-view_Video_Behavior_Monitoring_Dataset_of_Wild_Mammals_CVPR_2025_paper.html https://doi.org/10.1109/CVPR52734.2025.01293 conf/cvpr/2025 db/conf/cvpr/cvpr2025.html#GabeffQFSMT25 Gencer Sumbul Chang Xu 0027 Emanuele Dalsasso Devis Tuia SMARTIES: Spectrum-Aware Multi-Sensor Auto-Encoder for Remote Sensing Images. 2025 ICCV 5569-5578 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.00528 db/conf/iccv/iccv2025.html#SumbulXDT25 streams/conf/iccv Jan Pisl Camilo Zamora Martin Herold 0001 Gencer Sumbul Gaston Lenczner Jan Dirk Wegner Devis Tuia Post-deforestation Land Use in the Tropics (PLUTo). 2025 June https://doi.org/10.5281/zenodo.15629667 Zenodo streams/repo/zenodo data/12/PislZHSLWT25a Jan Pisl Camilo Zamora Martin Herold 0001 Gencer Sumbul Gaston Lenczner Jan Dirk Wegner Devis Tuia Post-deforestation Land Use in the Tropics (PLUTo). Zenodo 2025 https://doi.org/10.5281/zenodo.17831353 streams/repo/zenodo data/12/PislZHSLWT25a

Baris Büyüktas Gencer Sumbul Begüm Demir A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification. 2025 March abs/2503.10262 CoRR https://doi.org/10.48550/arXiv.2503.10262 db/journals/corr/corr2503.html#abs-2503-10262 streams/journals/corr

Robin Zbinden Nina Van Tiel Gencer Sumbul Chiara Vanalli Benjamin Kellenberger Devis Tuia MaskSDM with Shapley values to improve flexibility, robustness, and explainability in species distribution modeling. 2025 March abs/2503.13057 CoRR https://doi.org/10.48550/arXiv.2503.13057 db/journals/corr/corr2503.html#abs-2503-13057 streams/journals/corr

Valentin Gabeff Haozhe Qi Brendan Flaherty Gencer Sümbül Alexander Mathis Devis Tuia MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss Alps. 2025 March abs/2503.18223 CoRR https://doi.org/10.48550/arXiv.2503.18223 db/journals/corr/corr2503.html#abs-2503-18223 streams/journals/corr

Mathis Jürgen Adler Leonard W. Hackel Gencer Sumbul Begüm Demir Redundancy-Aware Pretraining of Vision-Language Foundation Models in Remote Sensing. 2025 May abs/2505.11121 CoRR https://doi.org/10.48550/arXiv.2505.11121 db/journals/corr/corr2505.html#abs-2505-11121 streams/journals/corr

Gencer Sumbul Chang Xu 0027 Emanuele Dalsasso Devis Tuia SMARTIES: Spectrum-Aware Multi-Sensor Auto-Encoder for Remote Sensing Images. 2025 June abs/2506.19585 CoRR https://doi.org/10.48550/arXiv.2506.19585 db/journals/corr/corr2506.html#abs-2506-19585 streams/journals/corr

Genc Hoxha Gencer Sumbul Julia Henkel Lars Möllenbrok Begüm Demir Annotation Cost-Efficient Active Learning for Deep Metric Learning-Driven Remote Sensing Image Retrieval. 1-11 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2024.3438430 db/journals/tgrs/tgrs62.html#HoxhaSHMD24 streams/journals/tgrs

Robin Zbinden Nina Van Tiel Gencer Sumbul Benjamin Kellenberger Devis Tuia MaskSDM: Adaptive Species Distribution Modeling Through Data Masking. 188-197 2024 ECCV Workshops (2) https://doi.org/10.1007/978-3-031-92387-6_14 conf/eccv/2024-w2 db/conf/eccv/eccv2024-w2.html#ZbindenTSKT24 streams/conf/eccv Kai Norman Clasen Leonard W. Hackel Tom Burgert Gencer Sumbul Begüm Demir Volker Markl BigEarthNet v2. 2024 July https://doi.org/10.5281/zenodo.10891137 Zenodo streams/repo/zenodo

Jakob Hackstein Gencer Sumbul Kai Norman Clasen Begüm Demir Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. 2024 abs/2401.07782 CoRR https://doi.org/10.48550/arXiv.2401.07782 db/journals/corr/corr2401.html#abs-2401-07782

Genc Hoxha Gencer Sumbul Julia Henkel Lars Möllenbrok Begüm Demir Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval. 2024 abs/2406.10107 CoRR https://doi.org/10.48550/arXiv.2406.10107 db/journals/corr/corr2406.html#abs-2406-10107

Kai Norman Clasen Leonard W. Hackel Tom Burgert Gencer Sumbul Begüm Demir Volker Markl reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis. 2024 abs/2407.03653 CoRR https://doi.org/10.48550/arXiv.2407.03653 db/journals/corr/corr2407.html#abs-2407-03653 streams/journals/corr

Gencer Sümbül Deep image representation learning for knowledge discovery from earth observation data archives. 2023 Technical University of Berlin, Germany https://nbn-resolving.org/urn:nbn:de:101:1-2023090601571335743578 https://d-nb.info/1301085243 base-search.net (ftdepositonce:oai:depositonce.tu-berlin.de:11303/19682) https://depositonce.tu-berlin.de/handle/11303/19682 https://doi.org/10.14279/depositonce-18481 https://www.base-search.net/Record/d8acfc4d449a7c244a1d919109abe20ff6d3a4b70807746539cdba462c260d8c

Lars Möllenbrok Gencer Sumbul Begüm Demir Deep Active Learning for Multi-Label Classification of Remote Sensing Images. 1-5 2023 20 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2023.3305647 db/journals/lgrs/lgrs20.html#MollenbrokSD23

Gencer Sumbul Begüm Demir Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning. 4529-4542 2023 32 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2023.3293776 db/journals/tip/tip32.html#SumbulD23

Gencer Sumbul Begüm Demir Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing. 646-649 2023 IGARSS https://doi.org/10.1109/IGARSS52108.2023.10282820 conf/igarss/2023 db/conf/igarss/igarss2023.html#SumbulD23 Baris Büyüktas Gencer Sumbul Begüm Demir Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. 4966-4969 2023 IGARSS https://doi.org/10.1109/IGARSS52108.2023.10282873 conf/igarss/2023 db/conf/igarss/igarss2023.html#BuyuktasSD23 Julia Henkel Genc Hoxha Gencer Sumbul Lars Möllenbrok Begüm Demir Annotation Cost Efficient Active Learning for Content Based Image Retrieval. 4994-4997 2023 IGARSS https://doi.org/10.1109/IGARSS52108.2023.10281811 conf/igarss/2023 db/conf/igarss/igarss2023.html#HenkelHSMD23

Baris Büyüktas Gencer Sumbul Begüm Demir Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. 2023 abs/2306.00792 CoRR https://doi.org/10.48550/arXiv.2306.00792 db/journals/corr/corr2306.html#abs-2306-00792

Gencer Sumbul Begüm Demir Label Noise Robust Image Representation Learning based on Supervised Variational Autoencoders in Remote Sensing. 2023 abs/2306.08575 CoRR https://doi.org/10.48550/arXiv.2306.08575 db/journals/corr/corr2306.html#abs-2306-08575

Julia Henkel Genc Hoxha Gencer Sumbul Lars Möllenbrok Begüm Demir Annotation Cost Efficient Active Learning for Content Based Image Retrieval. 2023 abs/2306.11605 CoRR https://doi.org/10.48550/arXiv.2306.11605 db/journals/corr/corr2306.html#abs-2306-11605

Baris Büyüktas Gencer Sumbul Begüm Demir Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification. 2023 abs/2311.06141 CoRR https://doi.org/10.48550/arXiv.2311.06141 db/journals/corr/corr2311.html#abs-2311-06141

Gencer Sumbul Begüm Demir Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval. 1-16 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2022.3160097 db/journals/tgrs/tgrs60.html#SumbulD22

Gencer Sumbul Mahdyar Ravanbakhsh Begüm Demir Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval. 1-11 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2021.3124326 db/journals/tgrs/tgrs60.html#SumbulRD22

Gencer Sumbul Jun Xiang Begüm Demir Towards Simultaneous Image Compression and Indexing for Scalable Content-Based Retrieval in Remote Sensing. 1-12 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2022.3204914 db/journals/tgrs/tgrs60.html#SumbulXD22

Adina Zell Gencer Sumbul Begüm Demir Deep Metric Learning-Based Semi-Supervised Regression with Alternate Learning. 2411-2415 2022 ICIP https://doi.org/10.1109/ICIP46576.2022.9897939 conf/icip/2022 db/conf/icip/icip2022.html#ZellSD22 Gencer Sumbul Markus Müller Begüm Demir A Novel Self-Supervised Cross-Modal Image Retrieval Method in Remote Sensing. 2426-2430 2022 ICIP https://doi.org/10.1109/ICIP46576.2022.9897475 conf/icip/2022 db/conf/icip/icip2022.html#SumbulMD22 Gencer Sumbul Jun Xiang Thekke Madam Nimisha Begüm Demir A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. 251-254 2022 IGARSS https://doi.org/10.1109/IGARSS46834.2022.9884146 conf/igarss/2022 db/conf/igarss/igarss2022.html#SumbulXMD22

Jun Xiang Gencer Sumbul Thekke Madam Nimisha Begüm Demir A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. 2022 abs/2201.06459 CoRR https://arxiv.org/abs/2201.06459 db/journals/corr/corr2201.html#abs-2201-06459

Adina Zell Gencer Sumbul Begüm Demir Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning. 2022 abs/2202.11388 CoRR https://arxiv.org/abs/2202.11388 db/journals/corr/corr2202.html#abs-2202-11388

Gencer Sumbul Markus Müller Begüm Demir A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing. 2022 abs/2202.11429 CoRR https://arxiv.org/abs/2202.11429 db/journals/corr/corr2202.html#abs-2202-11429

Gencer Sumbul Begüm Demir Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing. 2022 abs/2212.01261 CoRR https://doi.org/10.48550/arXiv.2212.01261 db/journals/corr/corr2212.html#abs-2212-01261

Akshara Preethy Byju Gencer Sumbul Begüm Demir Lorenzo Bruzzone Remote-Sensing Image Scene Classification With Deep Neural Networks in JPEG 2000 Compressed Domain. 3458-3472 2021 59 IEEE Trans. Geosci. Remote. Sens. 4 https://doi.org/10.1109/TGRS.2020.3007523 db/journals/tgrs/tgrs59.html#ByjuSDB21

Gencer Sumbul Sonali Nayak Begüm Demir SD-RSIC: Summarization-Driven Deep Remote Sensing Image Captioning. 6922-6934 2021 59 IEEE Trans. Geosci. Remote. Sens. 8 https://doi.org/10.1109/TGRS.2020.3031111 db/journals/tgrs/tgrs59.html#SumbulND21

Gencer Sumbul Begüm Demir A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. 266-269 2021 IGARSS https://doi.org/10.1109/IGARSS47720.2021.9554466 conf/igarss/2021 db/conf/igarss/igarss2021.html#SumbulD21

Gencer Sumbul Arne de Wall Tristan Kreuziger Filipe Marcelino Hugo Costa Pedro Benevides Mario Caetano Begüm Demir Volker Markl BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval. 2021 abs/2105.07921 CoRR https://arxiv.org/abs/2105.07921 db/journals/corr/corr2105.html#abs-2105-07921

Gencer Sumbul Begüm Demir A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. 2021 abs/2106.00506 CoRR https://arxiv.org/abs/2106.00506 db/journals/corr/corr2106.html#abs-2106-00506

Gencer Sumbul Begüm Demir A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification. 95934-95946 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.2995805 db/journals/access/access8.html#SumbulD20

Hichame Yessou Gencer Sumbul Begüm Demir A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. 1349-1352 2020 IGARSS https://doi.org/10.1109/IGARSS39084.2020.9323583 conf/igarss/2020 db/conf/igarss/igarss2020.html#YessouSD20

Gencer Sumbul Jian Kang 0005 Begüm Demir Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives. 2020 abs/2004.01613 CoRR https://arxiv.org/abs/2004.01613 db/journals/corr/corr2004.html#abs-2004-01613

Gencer Sumbul Sonali Nayak Begüm Demir SD-RSIC: Summarization Driven Deep Remote Sensing Image Captioning. 2020 abs/2006.08432 CoRR https://arxiv.org/abs/2006.08432 db/journals/corr/corr2006.html#abs-2006-08432

Akshara Preethy Byju Gencer Sumbul Begüm Demir Lorenzo Bruzzone Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain. 2020 abs/2006.11529 CoRR https://arxiv.org/abs/2006.11529 db/journals/corr/corr2006.html#abs-2006-11529

Hichame Yessou Gencer Sumbul Begüm Demir A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. 2020 abs/2009.13935 CoRR https://arxiv.org/abs/2009.13935 db/journals/corr/corr2009.html#abs-2009-13935

Gencer Sumbul Ramazan Gokberk Cinbis Selim Aksoy Multisource Region Attention Network for Fine-Grained Object Recognition in Remote Sensing Imagery. 4929-4937 2019 57 IEEE Trans. Geosci. Remote. Sens. 7 https://doi.org/10.1109/TGRS.2019.2894425 https://www.wikidata.org/entity/Q128386294 db/journals/tgrs/tgrs57.html#SumbulCA19

Gencer Sumbul Begüm Demir A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification. 5726-5729 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8898188 conf/igarss/2019 db/conf/igarss/igarss2019.html#SumbulD19 Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding. 5901-5904 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8900532 conf/igarss/2019 db/conf/igarss/igarss2019.html#SumbulCDM19

Gencer Sumbul Ramazan Gokberk Cinbis Selim Aksoy Multisource Region Attention Network for Fine-Grained Object Recognition in Remote Sensing Imagery. 2019 abs/1901.06403 CoRR http://arxiv.org/abs/1901.06403 db/journals/corr/corr1901.html#abs-1901-06403

Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding. 2019 abs/1902.06148 CoRR http://arxiv.org/abs/1902.06148 db/journals/corr/corr1902.html#abs-1902-06148

Gencer Sumbul Begüm Demir A CNN-RNN Framework with a Novel Patch-Based Multi-Attention Mechanism for Multi-Label Image Classification in Remote Sensing. 2019 abs/1902.11274 CoRR http://arxiv.org/abs/1902.11274 db/journals/corr/corr1902.html#abs-1902-11274

Kexin Zhang Gencer Sumbul Begüm Demir An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks. 2019 abs/1912.06013 CoRR http://arxiv.org/abs/1912.06013 db/journals/corr/corr1912.html#abs-1912-06013

Gencer Sumbul Ramazan Gokberk Cinbis Selim Aksoy Fine-Grained Object Recognition and Zero-Shot Learning in Remote Sensing Imagery. 770-779 2018 56 IEEE Trans. Geosci. Remote. Sens. 2 https://doi.org/10.1109/TGRS.2017.2754648 db/journals/tgrs/tgrs56.html#SumbulCA18

Gencer Sumbul Selim Aksoy Ramazan Gokberk Cinbis Fine-grained object recognition and zero-shot learning in multispectral imagery. 1-4 2018 SIU https://doi.org/10.1109/SIU.2018.8404256 conf/siu/2018 db/conf/siu/siu2018.html#SumbulAC18

Gencer Sumbul Ramazan Gokberk Cinbis Selim Aksoy Fine-Grained Object Recognition and Zero-Shot Learning in Remote Sensing Imagery. 2017 abs/1712.03323 CoRR http://arxiv.org/abs/1712.03323 db/journals/corr/corr1712.html#abs-1712-03323

Mathis Jürgen Adler Selim Aksoy Manon Béchaz Pedro Benevides Lorenzo Bruzzone Tom Burgert Baris Büyüktas Akshara Preethy Byju Mario Caetano Christel Chappuis Marcela Charfuelan Ramazan Gokberk Cinbis Kai Norman Clasen Hugo Costa Blair R. Costelloe Emanuele Dalsasso Begüm Demir Brendan Flaherty Valentin Gabeff Leonard W. Hackel Jakob Hackstein Julia Henkel Martin Herold 0001 Genc Hoxha Jian Kang 0005 Benjamin Kellenberger Tristan Kreuziger Gaston Lenczner Sylvain Lobry Sepideh Mamooler Baptiste Maquignaz Filipe Marcelino Diego Marcos Volker Markl Alexander Mathis Lars Möllenbrok Syrielle Montariol Markus Müller Sonali Nayak Thekke Madam Nimisha Jan Pisl Hugo Porta Haozhe Qi Mahdyar Ravanbakhsh Sebastian Schemm Jennifer Shan Nina Van Tiel Devis Tuia Chiara Vanalli Arne de Wall Jan Dirk Wegner Jun Xiang Chang Xu 0027 Hichame Yessou Camilo Zamora Robin Zbinden Adina Zell Valérie Zermatten Kexin Zhang