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Gencer Sumbul
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Bigearthnet: A large-scale benchmark archive for remote sensing image understanding
G Sumbul, M Charfuelan, B Demir, V Markl
IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019
3822019
BigEarthNet-MM: A large-scale, multimodal, multilabel benchmark archive for remote sensing image classification and retrieval [software and data sets]
G Sumbul, A De Wall, T Kreuziger, F Marcelino, H Costa, P Benevides, ...
IEEE Geoscience and Remote Sensing Magazine 9 (3), 174-180, 2021
1052021
Fine-grained object recognition and zero-shot learning in remote sensing imagery
G Sumbul, RG Cinbis, S Aksoy
IEEE Transactions on Geoscience and Remote Sensing 56 (2), 770-779, 2017
852017
SD-RSIC: Summarization-driven deep remote sensing image captioning
G Sumbul, S Nayak, B Demir
IEEE Transactions on Geoscience and Remote Sensing 59 (8), 6922-6934, 2020
632020
A comparative study of deep learning loss functions for multi-label remote sensing image classification
H Yessou, G Sumbul, B Demir
IGARSS 2020-2020 IEEE international geoscience and remote sensing symposium …, 2020
422020
A deep multi-attention driven approach for multi-label remote sensing image classification
G Sumbul, B Demİr
IEEE Access 8, 95934-95946, 2020
402020
Multisource region attention network for fine-grained object recognition in remote sensing imagery
G Sumbul, RG Cinbis, S Aksoy
IEEE Transactions on Geoscience and Remote Sensing 57 (7), 4929-4937, 2019
392019
A novel multi-attention driven system for multi-label remote sensing image classification
G Sumbul, B Demir
IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019
372019
Deep learning for image search and retrieval in large remote sensing archives
G Sumbul, J Kang, B Demir
Deep learning for the earth sciences: a comprehensive approach to remote …, 2021
272021
BigEarthNet dataset with a new class-nomenclature for remote sensing image understanding
G Sumbul, J Kang, T Kreuziger, F Marcelino, H Costa, P Benevides, ...
arXiv preprint arXiv:2001.06372, 2020
252020
Informative and representative triplet selection for multilabel remote sensing image retrieval
G Sumbul, M Ravanbakhsh, B Demir
IEEE Transactions on Geoscience and Remote Sensing 60, 1-11, 2021
242021
Remote-sensing image scene classification with deep neural networks in JPEG 2000 compressed domain
AP Byju, G Sumbul, B Demir, L Bruzzone
IEEE Transactions on Geoscience and Remote Sensing 59 (4), 3458-3472, 2020
172020
Plasticity-stability preserving multi-task learning for remote sensing image retrieval
G Sumbul, B Demir
IEEE Transactions on Geoscience and Remote Sensing 60, 1-16, 2022
142022
An approach to super-resolution of sentinel-2 images based on generative adversarial networks
K Zhang, G Sumbul, B Demir
2020 Mediterranean and Middle-East Geoscience and Remote Sensing Symposium …, 2020
122020
A novel graph-theoretic deep representation learning method for multi-label remote sensing image retrieval
G Sumbul, B Demir
2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 266-269, 2021
92021
Bigearthnet deep learning models with a new class-nomenclature for remote sensing image understanding
G Sumbul, J Kang, T Kreuziger, F Marcelino, H Costa, P Benevides, ...
arXiv preprint arXiv:2001.06372, 2020
92020
A novel self-supervised cross-modal image retrieval method in remote sensing
G Sumbul, M Müller, B Demir
2022 IEEE International Conference on Image Processing (ICIP), 2426-2430, 2022
72022
Towards simultaneous image compression and indexing for scalable content-based retrieval in remote sensing
G Sumbul, J Xiang, B Demir
IEEE Transactions on Geoscience and Remote Sensing 60, 1-12, 2022
62022
Learning across decentralized multi-modal remote sensing archives with federated learning
B Büyüktaş, G Sumbul, B Demir
IGARSS 2023-2023 IEEE International Geoscience and Remote Sensing Symposium …, 2023
52023
A CNN-RNN framework with a novel patch-based multi-attention mechanism for multi-label image classification in remote sensing
G Sumbul, B Demir
arXiv preprint arXiv:1902.11274, 2019
52019
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Articles 1–20