Begüm Demir

ORCID

Publication Activity (10 Years)

Years Active: 2006-2024
Publications (10 Years): 122

Top Venues

CoRR

IGARSS

IEEE Trans. Geosci. Remote. Sens.

IEEE Geosci. Remote. Sens. Lett.

Publications

Jakob Hackstein, Gencer Sumbul, Kai Norman Clasen, Begüm Demir
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. CoRR (2024)
Kai Norman Clasen, Leonard W. Hackel, Tom Burgert, Gencer Sumbul, Begüm Demir, Volker Markl
reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis. CoRR (2024)
Tom Burgert, Begüm Demir
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images. CoRR (2024)
Tom Burgert, Tim Siebert, Kai Norman Clasen, Begüm Demir
A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification. CoRR (2024)
Baris Büyüktas, Kenneth Weitzel, Sebastian Völkers, Felix Zailskas, Begüm Demir
Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification. CoRR (2024)
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 (2024)
Fabian Jaensch, Giuseppe Caire, Begüm Demir
Radio Map Estimation - An Open Dataset with Directive Transmitter Antennas and Initial Experiments. CoRR (2024)
Angelos Zavras, Dimitrios Michail, Begüm Demir, Ioannis Papoutsis
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment. CoRR (2024)
Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Begüm Demir
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification. IEEE Trans. Neural Networks Learn. Syst. 35 (5) (2024)
Leonard W. Hackel, Kai Norman Clasen, Begüm Demir
ConfigILM: A general purpose configurable library for combining image and language models for visual question answering. SoftwareX 26 (2024)
Fatih Ömrüuzun, Yasemin Yardimci Çetin, Ugur Murat Leloglu, Begüm Demir
A Novel Semantic Content-Based Retrieval System for Hyperspectral Remote Sensing Imagery. Remote. Sens. 16 (8) (2024)
Theresa Follath, David Mickisch, Jan Hemmerling, Stefan Erasmi, Marcel Schwieder, Begüm Demir
Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series. CoRR (2024)
Panagiotis Agrafiotis, Lukasz Janowski, Dimitrios Skarlatos, Begüm Demir
MagicBathyNet: A Multimodal Remote Sensing Dataset for Bathymetry Prediction and Pixel-based Classification in Shallow Waters. CoRR (2024)
Martin Hermann Paul Fuchs, Begüm Demir
HySpecNet-11k: A Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods. CoRR (2023)
David Hoffmann, Kai Norman Clasen, Begüm Demir
Transformer-based Multi-Modal Learning for Multi Label Remote Sensing Image Classification. CoRR (2023)
Devis Tuia, Konrad Schindler, Begüm Demir, Gustau Camps-Valls, Xiao Xiang Zhu, Mrinalini Kochupillai, Saso Dzeroski, Jan N. van Rijn, Holger H. Hoos, Fabio Del Frate, Mihai Datcu, Jorge-Arnulfo Quiané-Ruiz, Volker Markl, Bertrand Le Saux, Rochelle Schneider
Artificial intelligence to advance Earth observation: a perspective. CoRR (2023)
Akshara Preethy Byju, Martin Hermann Paul Fuchs, Alisa Walda, Begüm Demir
Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images. CoRR (2023)
Lars Möllenbrok, Gencer Sumbul, Begüm Demir
Deep Active Learning for Multi-Label Classification of Remote Sensing Images. IEEE Geosci. Remote. Sens. Lett. 20 (2023)
Lars Möllenbrok, Begüm Demir
Active Learning Guided Fine-Tuning for Enhancing Self-Supervised based Multi-Label Classification of Remote Sensing Images. IGARSS (2023)
Leonard W. Hackel, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir
LiT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing. CoRR (2023)
Gencer Sumbul, Begüm Demir
Label Noise Robust Image Representation Learning based on Supervised Variational Autoencoders in Remote Sensing. CoRR (2023)
Gencer Sumbul, Begüm Demir
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning. IEEE Trans. Image Process. 32 (2023)
Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir
Annotation Cost Efficient Active Learning for Content Based Image Retrieval. IGARSS (2023)
Lars Möllenbrok, Begüm Demir
Active Learning Guided Fine-Tuning for enhancing Self-Supervised Based Multi-Label Classification of Remote Sensing Images. CoRR (2023)
Baris Büyüktas, Gencer Sumbul, Begüm Demir
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. IGARSS (2023)
Baris Büyüktas, Gencer Sumbul, Begüm Demir
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. CoRR (2023)
Gencer Sumbul, Begüm Demir
Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing. IGARSS (2023)
Baris Büyüktas, Gencer Sumbul, Begüm Demir
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification. CoRR (2023)
Leonard W. Hackel, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir
LIT-4-RSVQA: Lightweight Transformer-Based Visual Question Answering in Remote Sensing. IGARSS (2023)
Michael Mommert, Nicolas Kesseli, Joëlle Hanna, Linus Scheibenreif, Damian Borth, Begüm Demir
Ben-Ge: Extending Bigearthnet with Geographical and Environmental Data. IGARSS (2023)
Alberto S. Garea, Dora B. Heras, Francisco Argüello, Begüm Demir
A hybrid CUDA, OpenMP, and MPI parallel TCA-based domain adaptation for classification of very high-resolution remote sensing images. J. Supercomput. 79 (7) (2023)
Martin Hermann Paul Fuchs, Begüm Demir
HySpecNet-11k: a Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods. IGARSS (2023)
Michael Mommert, Nicolas Kesseli, Joëlle Hanna, Linus Scheibenreif, Damian Borth, Begüm Demir
Ben-ge: Extending BigEarthNet with Geographical and Environmental Data. CoRR (2023)
David Hoffmann, Kai Norman Clasen, Begüm Demir
Transformer-Based Multi-Modal Learning for Multi-Label Remote Sensing Image Classification. IGARSS (2023)
Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir
Annotation Cost Efficient Active Learning for Content Based Image Retrieval. CoRR (2023)
Gencer Sumbul, Markus Müller, Begüm Demir
A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing. CoRR (2022)
Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing. CoRR (2022)
Lars Möllenbrok, Begüm Demir
Deep Active Learning for Multi-Label Classification of Remote Sensing Images. CoRR (2022)
Tom Burgert, Mahdyar Ravanbakhsh, Begüm Demir
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification. CoRR (2022)
Steve Ahlswede, Thekke Madam Nimisha, Christian Schulz, Birgit Kleinschmit, Begüm Demir
Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods. CoRR (2022)
Gencer Sumbul, Mahdyar Ravanbakhsh, Begüm Demir
Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Ahmet Kerem Aksoy, Pavel Dushev, Eleni Tzirita Zacharatou, Holmer Hemsen, Marcela Charfuelan, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir, Volker Markl
Satellite Image Search in AgoraEO. CoRR (2022)
Steve Ahlswede, Nimisha Thekke Madam, Christian Schulz, Birgit Kleinschmit, Begüm Demir
Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods. IGARSS (2022)
Adina Zell, Gencer Sumbul, Begüm Demir
Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning. CoRR (2022)
Gencer Sumbul, Begüm Demir
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing. CoRR (2022)
Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing. CoRR (2022)
Tim Siebert, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir
Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing. CoRR (2022)
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 (2022)
Onat Vuran, Oguzhan Akcin, Mahdyar Ravanbakhsh, Bülent Sankur, Begüm Demir
Deep Learning Driven Content-Based Image Time-Series Retrieval in Remote Sensing Archives. IGARSS (2022)
Gencer Sumbul, Begüm Demir
Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir
Coreset of Hyperspectral Images on Small Quantum Computer. CoRR (2022)
Adina Zell, Gencer Sumbul, Begüm Demir
Deep Metric Learning-Based Semi-Supervised Regression with Alternate Learning. ICIP (2022)
Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing. ICASSP (2022)
Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir
Coreset of Hyperspectral Images on a Small Quantum Computer. IGARSS (2022)
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 (2022)
Ahmet Kerem Aksoy, Pavel Dushev, Eleni Tzirita Zacharatou, Holmer Hemsen, Marcela Charfuelan, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir, Volker Markl
Satellite Image Search in AgoraEO. Proc. VLDB Endow. 15 (12) (2022)
Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing. CoRR (2022)
Gencer Sumbul, Markus Müller, Begüm Demir
A Novel Self-Supervised Cross-Modal Image Retrieval Method in Remote Sensing. ICIP (2022)
Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir
An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing. ICIP (2022)
Tom-Lukas Breitkopf, Leonard W. Hackel, Mahdyar Ravanbakhsh, Anne-Karin Cooke, Sandra Willkommen, Stefan Broda, Begüm Demir
Advanced Deep Learning Architectures for Accurate Detection of Subsurface Tile Drainage Pipes from Remote Sensing Images. CoRR (2022)
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)
Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir
Causality for Remote Sensing: An Exploratory Study. IGARSS (2022)
Tom Burgert, Mahdyar Ravanbakhsh, Begüm Demir
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Tristan Kreuziger, Mahdyar Ravanbakhsh, Begüm Demir
A Novel Triplet Sampling Method for Multi-Label Remote Sensing Image Search and Retrieval. CoRR (2021)
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 (2021)
Sylvain Lobry, Begüm Demir, Devis Tuia
RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing. IGARSS (2021)
Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration. IEEE Trans. Neural Networks Learn. Syst. 32 (2) (2021)
Subhankar Roy, Enver Sangineto, Begüm Demir, Nicu Sebe
Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images. IEEE Geosci. Remote. Sens. Lett. 18 (2) (2021)
Gencer Sumbul, Begüm Demir
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. IGARSS (2021)
Gencer Sumbul, Sonali Nayak, Begüm Demir
SD-RSIC: Summarization-Driven Deep Remote Sensing Image Captioning. IEEE Trans. Geosci. Remote. Sens. 59 (8) (2021)
Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begüm Demir
A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels. ICIP (2021)
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) (2021)
Gencer Sumbul, Begüm Demir
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. CoRR (2021)
Rubén Fernández-Beltran, Begüm Demir, Filiberto Pla, Antonio Plaza
Unsupervised Remote Sensing Image Retrieval Using Probabilistic Latent Semantic Hashing. IEEE Geosci. Remote. Sens. Lett. 18 (2) (2021)
Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begüm Demir
A Novel Uncertainty-aware Collaborative Learning Method for Remote Sensing Image Classification Under Multi-Label Noise. CoRR (2021)
Jose Luis Holgado Alvarez, Mahdyar Ravanbakhsh, Begüm Demir
S2-CGAN: Self-Supervised Adversarial Representation Learning for Binary Change Detection in Multispectral Images. IGARSS (2020)
Genc Hoxha, Farid Melgani, Begüm Demir
Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13 (2020)
Hichame Yessou, Gencer Sumbul, Begüm Demir
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. IGARSS (2020)
Hichame Yessou, Gencer Sumbul, Begüm Demir
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. CoRR (2020)
Akshara Preethy Byju, Begüm Demir, Lorenzo Bruzzone
A Progressive Content-Based Image Retrieval in JPEG 2000 Compressed Remote Sensing Archives. IEEE Trans. Geosci. Remote. Sens. 58 (8) (2020)
Gencer Sumbul, Begüm Demir
A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification. IEEE Access 8 (2020)
Jian Kang, Begüm Demir
Band-Wise Multi-Scale CNN Architecture for Remote Sensing Image Scene Classification. IGARSS (2020)
Akshara Preethy Byju, Gencer Sumbul, Begüm Demir, Lorenzo Bruzzone
Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain. CoRR (2020)
Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration. CoRR (2020)
Álvaro Ordóñez, Francisco Argüello, Dora B. Heras, Begüm Demir
GPU-accelerated registration of hyperspectral images using KAZE features. J. Supercomput. 76 (12) (2020)
Gencer Sumbul, Sonali Nayak, Begüm Demir
SD-RSIC: Summarization Driven Deep Remote Sensing Image Captioning. CoRR (2020)
Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begüm Demir
CCML: A Novel Collaborative Learning Model for Classification of Remote Sensing Images with Noisy Multi-Labels. CoRR (2020)
Gencer Sumbul, Jian Kang, Tristan Kreuziger, Filipe Marcelino, Hugo Costa, Pedro Benevides, Mario Caetano, Begüm Demir
BigEarthNet Deep Learning Models with A New Class-Nomenclature for Remote Sensing Image Understanding. CoRR (2020)
Gencer Sumbul, Jian Kang, Begüm Demir
Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives. CoRR (2020)
Pedro G. Bascoy, Pablo Quesada-Barriuso, Dora B. Heras, Francisco Argüello, Begüm Demir, Lorenzo Bruzzone
Extended attribute profiles on GPU applied to hyperspectral image classification. J. Supercomput. 75 (3) (2019)
Mohamed Lamine Mekhalfi, Mesay Belete Bejiga, Davide Soresina, Farid Melgani, Begüm Demir
Capsule Networks for Object Detection in UAV Imagery. Remote. Sens. 11 (14) (2019)
Genc Hoxha, Farid Melgani, Begüm Demir
Retrieving Images with Generated Textual Descriptions. IGARSS (2019)
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 (2019)
Thomas Reato, Begüm Demir, Lorenzo Bruzzone
An Unsupervised Multicode Hashing Method for Accurate and Scalable Remote Sensing Image Retrieval. IEEE Geosci. Remote. Sens. Lett. 16 (2) (2019)
Hoang Minh Nguyen, Begüm Demir, Michele Dalponte
Weighted Support Vector Machines for Tree Species Classification Using Lidar Data. IGARSS (2019)
Subhankar Roy, Enver Sangineto, Begüm Demir, Nicu Sebe
Metric-Learning based Deep Hashing Network for Content Based Retrieval of Remote Sensing Images. CoRR (2019)
Kexin Zhang, Gencer Sumbul, Begüm Demir
An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks. CoRR (2019)
Ludovica De Gregorio, Mattia Callegari, Carlo Marin, Marc Zebisch, Lorenzo Bruzzone, Begüm Demir, Ulrich Strasser, Thomas Marke, Daniel Günther, Rudi Nadalet, Claudia Notarnicola
A Novel Data Fusion Technique for Snow Cover Retrieval. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12 (8) (2019)
Gencer Sumbul, Begüm Demir
A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification. IGARSS (2019)
Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl
Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding. IGARSS (2019)

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Publication Activity (10 Years)

Top Topics

Top Venues

Begüm Demir