Accurate and Scalable Processing of Big Data in Earth Observation

Advanced Deep Learning Architectures for Accurate Detection of Subsurface Tile Drainage Pipes from Remote Sensing Images

Author(s): Tom Lukas Breitkopf, Leonard Hackel, Mahdyar Ravanbakhsh, Anne-Karin Cooke, Sandra Willkommen, Stefan Broda, Begüm Demir
Published in: Proc. SPIE 12267, Image and Signal Processing for Remote Sensing XXVIII, 2022
Publisher: SPIE

A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval

Author(s): Gencer Sumbul, Jun Xiang, Nimisha Thekke Madam, Begüm Demir
Published in: IEEE International Geoscience and Remote Sensing Symposium, 2022
Publisher: IEEE

Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images

Author(s): Tom Burgert, Begüm Demir
Published in: IEEE International Geoscience and Remote Sensing Symposium, 2024
Publisher: IEEE

Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning

Author(s): Adina Zell, Gencer Sumbul, Begüm Demir
Published in: IEEE International Conference on Image Processing, 2022
Publisher: IEEE

An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing

Author(s): Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
Published in: IEEE International Conference on Image Processing, 2022
Publisher: IEEE

Active Learning Guided Fine-Tuning for Enhancing Self-Supervised based Multi-Label Classification of Remote Sensing Images

Author(s): Möllenbrok, Lars; Demir, Begüm
Published in: IEEE International Symposium on Geoscience and Remote Sensing, Issue 2, 2023
Publisher: IEEE
DOI: 10.1109/igarss52108.2023.10282285

Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing

Author(s): Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
Published in: IEEE International Conference on Acoustics, Speech, & Signal Processing, 2022
Publisher: IEEE

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

Author(s): Hackel, Leonard; Clasen, Kai Norman; Ravanbakhsh, Mahdyar; Demir, Begüm
Published in: IEEE International Geoscience and Remote Sensing Symposium, Issue 30, 2023
Publisher: IEEE
DOI: 10.1109/igarss52108.2023.10281674

Deep learning driven content-based image time-series retrieval in remote sensing archives

Author(s): Onat Vuran, Oguzhan Akcin, Mahdyar Ravanbakhsh, Bülent Sankur, Begüm Demir
Published in: IEEE International Geoscience and Remote Sensing Symposium, 2022
Publisher: IEEE
DOI: 10.1109/igarss46834.2022.9884495

Annotation Cost Efficient Active Learning for Content Based Image Retrieval

Author(s): Henkel, Julia; Hoxha, Genc; Sumbul, Gencer; Möllenbrok, Lars; Demir, Begüm
Published in: IEEE International Symposium on Geoscience and Remote Sensing, Issue 2, 2023
Publisher: IEEE
DOI: 10.1109/igarss52108.2023.10281811

A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval

Author(s): Gencer Sumbul, Begüm Demir
Published in: IEEE International Geoscience and Remote Sensing Symposium, 2021
Publisher: IEEE

A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing

Author(s): Gencer Sumbul, Markus Müller, Begüm Demir
Published in: IEEE International Conference on Image Processing, 2022
Publisher: IEEE

Learning-Based Hyperspectral Image Compression Using A Spatio-Spectral Approach

Author(s): Niklas Sprengel, Martin Hermann Paul Fuchs, Begüm Demir
Published in: EGU General Assembly, 2024
Publisher: EGU

HySpecNet-11k: a Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods

Author(s): Fuchs, Martin Hermann Paul; Demir, Begüm
Published in: IEEE International Symposium on Geoscience and Remote Sensing, Issue 17, 2023
Publisher: IEEE
DOI: 10.1109/igarss52108.2023.10283385

Multi-modal fusion transformer for visual question answering in remote sensing

Author(s): Tim Siebert, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir
Published in: Proc. SPIE 12267, Image and Signal Processing for Remote Sensing XXVIII, 2022
Publisher: SPIE
DOI: 10.1117/12.2636276

A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification

Author(s): Hichame Yessou, Gencer Sumbul, Begum Demir
Published in: IEEE International Geoscience and Remote Sensing Symposium, 2020
Publisher: IEEE

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

Author(s): Barış Büyüktaş, Kenneth Weitzel, Sebastian Völkers, Felix Zailskas, Begüm Demir
Published in: IEEE International Geoscience and Remote Sensing Symposium, 2024
Publisher: IEEE

S2-cGAN: Self-Supervised Adversarial Representation Learning for Binary Change Detection in Multispectral Images

Author(s): Jose Luis Holgado Alvarez, Mahdyar Ravanbakhsh, Begüm Demir
Published in: IEEE International Geoscience and Remote Sensing Symposium, 2020
Publisher: IEEE

Deep Learning Driven Content-Based Image Time-Series Retrieval in Remote Sensing Archives

Author(s): Onat Vuran, Oguzhan Akcin, Mahdyar Ravanbakhsh, Bülent Sankur, Begüm Demir
Published in: EEE International Geoscience and Remote Sensing Symposium, 2022
Publisher: IEEEE

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

Author(s): Hoffmann, David; Clasen, Kai Norman; Demir, Begüm
Published in: IEEE International Symposium on Geoscience and Remote Sensing, Issue 2, 2023
Publisher: IEEE
DOI: 10.1109/igarss52108.2023.10281927

Learning from Noisy Labels in Remote Sensing

Author(s): Begüm Demir
Published in: AGU Fall Meeting, 2022
Publisher: AGU

A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels

Author(s): Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begüm Demir
Published in: IEEE International Conference on Image Processing, 2021
Publisher: IEEE

Agora-EO: A Unified Ecosystem for Earth Observation - A Vision for Boosting EO Data Literacy

Author(s): Arne de Wall, Bjorn Deiseroth, Eleni Tzirita Zacharatou, Jorge-Arnulfo Quiane-Ruiz,Begüm Demir, Volker Markl
Published in: Proceedings of the 2021 conference on Big Data from Space, 2021, ISBN 978-92-76-37661-3
Publisher: Joint Research Centre, the European Commission’s science and knowledge servic

Advanced Local Binary Patterns for Remote Sensing Image Retrieval

Author(s): Issayas Tekeste, Begum Demir
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 6855-6858, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518856

Semantic-Fusion Gans for Semi-Supervised Satellite Image Classification

Author(s): Subhankar Roy, Enver Sangineto, Nicu Sebe, Begum Demir
Published in: 2018 25th IEEE International Conference on Image Processing (ICIP), 2018, Page(s) 684-688, ISBN 978-1-4799-7061-2
Publisher: IEEE
DOI: 10.1109/icip.2018.8451836

From Big Data to Big Information and Big Knowledge - the Case of Earth Observation Data

Author(s): Konstantina Bereta, Manolis Koubarakis, Stefan Manegold, George Stamoulis, Begüm Demir
Published in: Proceedings of the 27th ACM International Conference on Information and Knowledge Management - CIKM '18, 2018, Page(s) 2293-2294, ISBN 9781-450360142
Publisher: ACM Press
DOI: 10.1145/3269206.3274270

Deep Metric and Hash-Code Learning for Content-Based Retrieval of Remote Sensing Images

Author(s): Subhankar Roy, Enver Sangineto, Begum Demir, Nicu Sebe
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4539-4542, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518381

Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding

Author(s): Gencer Sumbul, Marcela Charfuelan, Begum Demir, Volker Markl
Published in: IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, Page(s) 5901-5904, ISBN 978-1-5386-9154-0
Publisher: IEEE
DOI: 10.1109/igarss.2019.8900532

A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification

Author(s): Gencer Sumbul, Begum Demir
Published in: IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, Page(s) 5726-5729, ISBN 978-1-5386-9154-0
Publisher: IEEE
DOI: 10.1109/igarss.2019.8898188

An Approach To Super-Resolution Of Sentinel-2 Images Based On Generative Adversarial Networks

Author(s): Kexin Zhang, Gencer Sumbul, Begum Demir
Published in: 2020 Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS), 2020, Page(s) 69-72, ISBN 978-1-7281-2190-1
Publisher: IEEE
DOI: 10.1109/m2garss47143.2020.9105165

Satellite Image Search in AgoraEO

Author(s): Ahmet Kerem Aksoy, Pavel Dushev, Eleni Tzirita Zacharatou, Holmer Hemsen, Marcela Charfuelan, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir, Volker Markl
Published in: International Conference on Very Large Databases, 2022
Publisher: VLDB Endowment
DOI: 10.14778/3554821.3554865

Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods

Author(s): Steve Ahlswede, Nimisha Thekke-Madam, Christian Schulz, Birgit Kleinschmit, Begüm Demir
Published in: IEEE Geosciences and Remote Sensing Symposium, 2022
Publisher: IEEE

Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning

Author(s): Büyüktaş, Barış; Sumbul, Gencer; Demir, Begüm
Published in: IEEE International Symposium on Geoscience and Remote Sensing, Issue 1, 2023
Publisher: IEEE
DOI: 10.1109/igarss52108.2023.10282873

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

Author(s): Sumbul, Gencer; Demir, Begüm
Published in: International Geoscience and Remote Sensing Symposium, Issue 28, 2023
Publisher: IEEE
DOI: 10.1109/igarss52108.2023.10282820

Wayang AgoraEO Plugin: The Framework for Scalable EO Workflows

Author(s): Rodrigo Pardo Meza, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir, and Volker Markl
Published in: EGU General Assembly, 2023
Publisher: EGU

A novel active learning technique for multi-label remote sensing image scene classification

Author(s): Bayable Teshome Zegeye, Begüm Demir
Published in: SPIE Image and Signal Processing for Remote Sensing, 2018
Publisher: SPIE
DOI: 10.1117/12.2500191

BigEarthNet-MM: A Large-Scale, Multimodal, Multilabel Benchmark Archive for Remote Sensing Image Classification and Retrieval [Software and Data Sets]

Author(s): Gencer Sumbul, Arne de Wall, Tristan Kreuziger, Filipe Marcelino, Hugo Costa, Pedro Benevides, Mário Caetano, Begüm Demir, Volker Markl
Published in: IEEE Geoscience and Remote Sensing Magazine, Issue 21686831, 2022, ISSN 2168-6831
Publisher: IEEE Geosciene and Remote Sensing Society
DOI: 10.1109/mgrs.2021.3089174

Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective

Author(s): Genc Hoxha, Farid Melgani, Begum Demir
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 13, 2020, Page(s) 4462-4475, ISSN 1939-1404
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstars.2020.3013818

Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification

Author(s): Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Begüm Demir
Published in: IEEE Transactions on Neural Networks and Learning Systems, Issue 2162237X, 2022, ISSN 2162-237X
Publisher: IEEE Computational Intelligence Society
DOI: 10.1109/tnnls.2022.3209992

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

Author(s): Lars Möllenbrok; Gencer Sumbul; Begüm Demir
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 2, 2023, ISSN 1558-0571
Publisher: IEEE
DOI: 10.1109/lgrs.2023.3305647

A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification

Author(s): Gencer Sumbul, Begum Demir
Published in: IEEE Access, Issue 8, 2020, Page(s) 95934-95946, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.2995805

Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration

Author(s): Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begum Demir
Published in: IEEE Transactions on Neural Networks and Learning Systems, Issue 32/2, 2021, Page(s) 826-840, ISSN 2162-237X
Publisher: IEEE Computational Intelligence Society
DOI: 10.1109/tnnls.2020.2979546

Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning

Author(s): Gencer Sumbul; Begum Demir
Published in: IEEE Transactions on Image Processing, Issue 4, 2023, ISSN 1941-0042
Publisher: IEEE
DOI: 10.1109/tip.2023.3293776

Remote-Sensing Image Scene Classification With Deep Neural Networks in JPEG 2000 Compressed Domain

Author(s): Akshara Preethy Byju, Gencer Sumbul, Begum Demir, Lorenzo Bruzzone
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-15, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.3007523

Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images

Author(s): Subhankar Roy, Enver Sangineto, Begum Demir, Nicu Sebe
Published in: IEEE Geoscience and Remote Sensing Letters, 2020, Page(s) 1-1, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2020.2974629

Towards Simultaneous Image Compression and Indexing for Scalable Content-Based Retrieval in Remote Sensing

Author(s): Gencer Sumbul, Jun Xiang, Begüm Demir
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 01962892, 2022, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2022.3204914

A Progressive Content-Based Image Retrieval in JPEG 2000 Compressed Remote Sensing Archives

Author(s): Akshara Preethy Byju, Begum Demir, Lorenzo Bruzzone
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 58/8, 2020, Page(s) 5739-5751, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.2969374

On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification

Author(s): Tom Burgert; Mahdyar Ravanbakhsh; Begum Demir
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 2, 2022, ISSN 1558-0644
Publisher: IEEE
DOI: 10.1109/tgrs.2022.3226371

A Novel System for Content-Based Retrieval of Single and Multi-Label High-Dimensional Remote Sensing Images

Author(s): Osman Emre Dai, Begum Demir, Bulent Sankur, Lorenzo Bruzzone
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 11/7, 2018, Page(s) 2473-2490, ISSN 1939-1404
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstars.2018.2832985

An Unsupervised Multicode Hashing Method for Accurate and Scalable Remote Sensing Image Retrieval

Author(s): Thomas Reato, Begum Demir, Lorenzo Bruzzone
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 16/2, 2019, Page(s) 276-280, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2018.2870686

Capsule Networks for Object Detection in UAV Imagery

Author(s): Mohamed Lamine Mekhalfi, Mesay Belete Bejiga, Davide Soresina, Farid Melgani, Begüm Demir
Published in: Remote Sensing, Issue 11/14, 2019, Page(s) 1694, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs11141694

ConfigILM: A general purpose configurable library for combining image and language models for visual question answering

Author(s): Leonard Hackel, Kai Norman Clasen, Begüm Demir
Published in: SoftwareX, 2024, ISSN 2352-7110
Publisher: Elsevier
DOI: 10.1016/j.softx.2024.101731

SD-RSIC: Summarization-Driven Deep Remote Sensing Image Captioning

Author(s): Gencer Sumbul, Sonali Nayak, Begum Demir
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-13, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.3031111

Unsupervised Remote Sensing Image Retrieval Using Probabilistic Latent Semantic Hashing

Author(s): Ruben Fernandez-Beltran, Begum Demir, Filiberto Pla, Antonio Plaza
Published in: IEEE Geoscience and Remote Sensing Letters, 2020, Page(s) 1-5, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2020.2969491

A Weighted SVM-Based Approach to Tree Species Classification at Individual Tree Crown Level Using LiDAR Data

Author(s): Hoang Minh Nguyen, Begüm Demir, Michele Dalponte
Published in: Remote Sensing, Issue 11/24, 2019, Page(s) 2948, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs11242948

Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval

Author(s): Gencer Sumbul, Begüm Demir
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 01962892, 2022, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2022.3160097

Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval

Author(s): Gencer Sumbul, Mahdyar Ravanbakhsh, Begüm Demir
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 01962892, 2022, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2021.3124326

A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification

Author(s): Tom Burgert, Tim Siebert, Kai Norman Clasen, Begüm Demir
Published in: arXiv preprint arxiv:2405.13451 (The paper is under review at IEEE Transactions on Geoscience and Remote Sensing), 2024
Publisher: arXiv
DOI: 10.48550/arxiv:2405.13451

Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images

Author(s): Akshara Preethy Byju, Martin Hermann Paul Fuchs, Alisa Walda, Begüm Demir
Published in: arXiv preprint arXiv:2305.08514 (The paper is under review at IEEE International Conference on Image Processing), 2023
Publisher: arXiv

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

Author(s): Hackstein, Jakob; Sumbul, Gencer; Clasen, Kai Norman; Demir, Begüm
Published in: Issue 32, 2024
Publisher: Arxiv
DOI: 10.48550/arxiv.2401.07782

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

Author(s): Barış Büyüktaş, Gencer Sumbul, Begüm Demir
Published in: arXiv preprint arXiv:2311.06141 (The paper is under revision at IEEE Geoscience and Remote Sensing Magazine), 2023
Publisher: arXiv

Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives

Author(s): Gencer Sumbul, Jian Kang, Begum Demir
Published in: "Book chapter in ""Deep Learning for the Earth Sciences"", John Wiley & Sons, 2020", 2021
Publisher: John Wiley & Sons

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