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2020 – today
- 2024
[j11]Genc Hoxha
, Gencer Sumbul, Julia Henkel, Lars Möllenbrok, Begüm Demir:
Annotation Cost-Efficient Active Learning for Deep Metric Learning-Driven Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 62: 1-11 (2024)- [i22]Jakob Hackstein, Gencer Sumbul, Kai Norman Clasen, Begüm Demir:
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. CoRR abs/2401.07782 (2024) - [i21]Genc Hoxha, Gencer Sumbul, Julia Henkel, Lars Möllenbrok, Begüm Demir:
Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval. CoRR abs/2406.10107 (2024) - [i20]Kai Norman Clasen, Leonard W. Hackel, Tom Burgert, Gencer Sumbul, Begüm Demir, Volker Markl:
reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis. CoRR abs/2407.03653 (2024) - 2023
- [j10]Lars Möllenbrok, Gencer Sumbul, Begüm Demir:
Deep Active Learning for Multi-Label Classification of Remote Sensing Images. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - [j9]Gencer Sumbul, Begüm Demir:
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning. IEEE Trans. Image Process. 32: 4529-4542 (2023) - [c11]Gencer Sumbul, Begüm Demir:
Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing. IGARSS 2023: 646-649 - [c10]Baris Büyüktas, Gencer Sumbul, Begüm Demir:
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. IGARSS 2023: 4966-4969 - [c9]Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir:
Annotation Cost Efficient Active Learning for Content Based Image Retrieval. IGARSS 2023: 4994-4997 - [i19]Baris Büyüktas, Gencer Sumbul, Begüm Demir:
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. CoRR abs/2306.00792 (2023) - [i18]Gencer Sumbul, Begüm Demir:
Label Noise Robust Image Representation Learning based on Supervised Variational Autoencoders in Remote Sensing. CoRR abs/2306.08575 (2023) - [i17]Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir:
Annotation Cost Efficient Active Learning for Content Based Image Retrieval. CoRR abs/2306.11605 (2023) - [i16]Baris Büyüktas, Gencer Sumbul, Begüm Demir:
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification. CoRR abs/2311.06141 (2023) - 2022
- [j8]Gencer Sumbul, Begüm Demir:
Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j7]Gencer Sumbul, Mahdyar Ravanbakhsh, Begüm Demir:
Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 60: 1-11 (2022) - [j6]Gencer Sumbul, Jun Xiang, Begüm Demir:
Towards Simultaneous Image Compression and Indexing for Scalable Content-Based Retrieval in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. 60: 1-12 (2022) - [c8]Adina Zell, Gencer Sumbul, Begüm Demir:
Deep Metric Learning-Based Semi-Supervised Regression with Alternate Learning. ICIP 2022: 2411-2415 - [c7]Gencer Sumbul, Markus Müller, Begüm Demir:
A Novel Self-Supervised Cross-Modal Image Retrieval Method in Remote Sensing. ICIP 2022: 2426-2430 - [c6]Gencer Sumbul, Jun Xiang, Nimisha Thekke Madam, Begüm Demir:
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. IGARSS 2022: 251-254 - [i15]Jun Xiang, Gencer Sumbul, Nimisha Thekke Madam, Begüm Demir:
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. CoRR abs/2201.06459 (2022) - [i14]Adina Zell, Gencer Sumbul, Begüm Demir:
Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning. CoRR abs/2202.11388 (2022) - [i13]Gencer Sumbul, Markus Müller, Begüm Demir:
A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing. CoRR abs/2202.11429 (2022) - [i12]Gencer Sumbul, Begüm Demir:
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing. CoRR abs/2212.01261 (2022) - 2021
- [j5]Akshara Preethy Byju, Gencer Sumbul, Begüm Demir, Lorenzo Bruzzone:
Remote-Sensing Image Scene Classification With Deep Neural Networks in JPEG 2000 Compressed Domain. IEEE Trans. Geosci. Remote. Sens. 59(4): 3458-3472 (2021) - [j4]Gencer Sumbul, Sonali Nayak, Begüm Demir:
SD-RSIC: Summarization-Driven Deep Remote Sensing Image Captioning. IEEE Trans. Geosci. Remote. Sens. 59(8): 6922-6934 (2021) - [c5]Gencer Sumbul, Begüm Demir:
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. IGARSS 2021: 266-269 - [i11]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. CoRR abs/2105.07921 (2021) - [i10]Gencer Sumbul, Begüm Demir:
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. CoRR abs/2106.00506 (2021) - 2020
- [j3]Gencer Sumbul, Begüm Demir:
A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification. IEEE Access 8: 95934-95946 (2020) - [c4]Hichame Yessou, Gencer Sumbul, Begüm Demir:
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. IGARSS 2020: 1349-1352 - [i9]Gencer Sumbul, Jian Kang, Begüm Demir:
Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives. CoRR abs/2004.01613 (2020) - [i8]Gencer Sumbul, Sonali Nayak, Begüm Demir:
SD-RSIC: Summarization Driven Deep Remote Sensing Image Captioning. CoRR abs/2006.08432 (2020) - [i7]Akshara Preethy Byju, Gencer Sumbul, Begüm Demir, Lorenzo Bruzzone:
Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain. CoRR abs/2006.11529 (2020) - [i6]Hichame Yessou, Gencer Sumbul, Begüm Demir:
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. CoRR abs/2009.13935 (2020)
2010 – 2019
- 2019
- [j2]Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy:
Multisource Region Attention Network for Fine-Grained Object Recognition in Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. 57(7): 4929-4937 (2019) - [c3]Gencer Sumbul, Begüm Demir:
A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification. IGARSS 2019: 5726-5729 - [c2]Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl:
Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding. IGARSS 2019: 5901-5904 - [i5]Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy:
Multisource Region Attention Network for Fine-Grained Object Recognition in Remote Sensing Imagery. CoRR abs/1901.06403 (2019) - [i4]Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl:
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding. CoRR abs/1902.06148 (2019) - [i3]Gencer Sumbul, Begüm Demir:
A CNN-RNN Framework with a Novel Patch-Based Multi-Attention Mechanism for Multi-Label Image Classification in Remote Sensing. CoRR abs/1902.11274 (2019) - [i2]Kexin Zhang, Gencer Sumbul, Begüm Demir:
An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks. CoRR abs/1912.06013 (2019) - 2018
- [j1]Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy:
Fine-Grained Object Recognition and Zero-Shot Learning in Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. 56(2): 770-779 (2018) - [c1]Gencer Sumbul, Selim Aksoy, Ramazan Gokberk Cinbis:
Fine-grained object recognition and zero-shot learning in multispectral imagery. SIU 2018: 1-4 - 2017
- [i1]Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy:
Fine-Grained Object Recognition and Zero-Shot Learning in Remote Sensing Imagery. CoRR abs/1712.03323 (2017)
Coauthor Index
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