Block Motion Estimation Using Modified Two-Bit Transform. - Begüm Demir; Sarp Ertürk (ISCIS, 2006)

Hyperspectral data classification using RVM with pre-segmentation and RANSAC. - Begüm Demir; Sarp Ertürk (IGARSS, 2007)

Phase correlation based supervised classification of hyperspectral images using multiple class representatives. - Begüm Demir; Sarp Ertürk (IGARSS, 2007)

Hyperspectral Image Classification Using Relevance Vector Machines. - Begüm Demir; Sarp Ertürk (IEEE Geosci. Remote. Sens. Lett., 2007)

Improved hyperspectral image classification with noise reduction pre-process. - Begüm Demir; Sarp Ertürk (EUSIPCO, 2008)

Spectral Magnitude and Spectral Derivative Feature Fusion for Improved Classification of Hyperspectral Images. - Begüm Demir; Sarp Ertürk (IGARSS (3), 2008)

Reducing the Computational Load of Hyperspectral Band Selection Using the One-Bit Transform of Hyperspectral Bands. - Begüm Demir; Sarp Ertürk (IGARSS (2), 2008)

Empirical Mode Decomposition Pre-Process for Higher Accuracy Hyperspectral Image Classification. - Begüm Demir; Sarp Ertürk (IGARSS (2), 2008)

Downsampling-based multiple description image coding using optimal filtering. - Yüksel Yapici; Begüm Demir; Sarp Ertürk; Oguzhan Urhan (J. Electronic Imaging, 2008)

Improving SVM classification accuracy using a hierarchical approach for hyperspectral images. - Begüm Demir; Sarp Ertürk (ICIP, 2009)

Improved quality multiple description 3D mesh coding with optimal filtering. - Begüm Demir; Sarp Ertürk; Oguzhan Urhan (ICIP, 2009)

An Empirical Mode Decomposition and Composite Kernel Approach to Increase Hyperspectral Image Classification Accuracy. - Begüm Demir; Sarp Ertürk (IGARSS (2), 2009)

Wavelet Shrinkage Denoising of Intrinsic Mode Functions of Hyperspectral Image Bands for Classification with High Accuracy. - Begüm Demir; Sarp Ertürk; M. Kemal Güllü (IGARSS (3), 2009)

Accurate SVM classification using border training patterns. - Begüm Demir; Sarp Ertürk (WHISPERS, 2009)

Clustering-Based Extraction of Border Training Patterns for Accurate SVM Classification of Hyperspectral Images. - Begüm Demir; Sarp Ertürk (IEEE Geosci. Remote. Sens. Lett., 2009)

A Low-Complexity Approach for the Color Display of Hyperspectral Remote-Sensing Images Using One-Bit-Transform-Based Band Selection. - Begüm Demir; Anil Çelebi; Sarp Ertürk (IEEE Trans. Geosci. Remote. Sens., 2009)

Empirical mode decomposition based decision fusion for higher hyperspectral image classification accuracy. - Begüm Demir; Sarp Ertürk (IGARSS, 2010)

Empirical Mode Decomposition of Hyperspectral Images for Support Vector Machine Classification. - Begüm Demir; Sarp Ertürk (IEEE Trans. Geosci. Remote. Sens., 2010)

Detection of land-cover transitions in multitemporal images with active-learning based compound classification. - Begüm Demir; Francesca Bovolo; Lorenzo Bruzzone (IGARSS, 2011)

Hyperspectral Image Classification Using Denoising of Intrinsic Mode Functions. - Begüm Demir; Sarp Ertürk; M. Kemal Güllü (IEEE Geosci. Remote. Sens. Lett., 2011)

Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing Images. - Begüm Demir; Claudio Persello; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2011)

A novel system for classification of image time series with limited ground reference data. - Begüm Demir; Francesca Bovolo; Lorenzo Bruzzone (IGARSS, 2012)

A cost-sensitive active learning technique for the definition of effective training sets for supervised classifiers. - Begüm Demir; Luca Minello; Lorenzo Bruzzone (IGARSS, 2012)

Low-cost updating of land-cover maps by classifiying multitemporal remote sensing images. - Begüm Demir; Francesca Bovolo; Lorenzo Bruzzone (SIU, 2012)

A genetic algorithm based cost-sensitive active learning technique for classification of remote sensing images. - Begüm Demir; Luca Minello; Lorenzo Bruzzone (TyWRRS, 2012)

Detection of Land-Cover Transitions in Multitemporal Remote Sensing Images With Active-Learning-Based Compound Classification. - Begüm Demir; Francesca Bovolo; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2012)

An effective active learning method for interactive content-based retrieval in remote sensing images. - Begüm Demir; Lorenzo Bruzzone (IGARSS, 2013)

Sequential cascade classification of image time series by exploiting multiple pairwise change detection. - Begüm Demir; Francesca Bovolo; Lorenzo Bruzzone (IGARSS, 2013)

Updating Land-Cover Maps by Classification of Image Time Series: A Novel Change-Detection-Driven Transfer Learning Approach. - Begüm Demir; Francesca Bovolo; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2013)

Classification of Time Series of Multispectral Images With Limited Training Data. - Begüm Demir; Francesca Bovolo; Lorenzo Bruzzone (IEEE Trans. Image Process., 2013)

Kernel-based hashing for content-based image retrval in large remote sensing data archive. - Begüm Demir; Lorenzo Bruzzone (IGARSS, 2014)

Biophysical parameters estimation from remotely sensed images by a multiple criteria active learning method. - Begüm Demir; Lorenzo Bruzzone (SIU, 2014)

An Effective Strategy to Reduce the Labeling Cost in the Definition of Training Sets by Active Learning. - Begüm Demir; Luca Minello; Lorenzo Bruzzone (IEEE Geosci. Remote. Sens. Lett., 2014)

A multiple criteria active learning method for support vector regression. - Begüm Demir; Lorenzo Bruzzone (Pattern Recognit., 2014)

Definition of Effective Training Sets for Supervised Classification of Remote Sensing Images by a Novel Cost-Sensitive Active Learning Method. - Begüm Demir; Luca Minello; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2014)

A cluster-based appraoch to content based time series retrieval (CBTSR). - Francesca Bovolo; Begüm Demir; Lorenzo Bruzzone (IGARSS, 2015)

Fast and accurate image classification with histogram based features and additive kernel SVM. - Begüm Demir; Lorenzo Bruzzone (IGARSS, 2015)

An analysis of the capabilities of COSMO-SKYMED and RADARSAT systems for agricultural area monitoring. - Simonetta Paloscia; Simone Pettinato; Emanuele Santi; Claudia Notarnicola; Felix Greifeneder; Giovanni Cuozzo; Irene Nicolini; Begüm Demir; Lorenzo Bruzzone (IGARSS, 2015)

Cosmo-SkyMed and RADARSAT2 image investigation for the monitoring of agricultural areas. - Simonetta Paloscia; Simone Pettinato; Emanuele Santi; Claudia Notarnicola; Felix Greifeneder; Giovanni Cuozzo; Irene Nicolini; Begüm Demir; Lorenzo Bruzzone (SAR, 2015)

A novel active learning method for content based remote sensing image retrieval. - Begüm Demir; Lorenzo Bruzzone (SIU, 2015)

A Novel Active Learning Method in Relevance Feedback for Content-Based Remote Sensing Image Retrieval. - Begüm Demir; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2015)

Quad-tree based compressed histogram attribute profiles for classification of very high resolution images. - Romano Battiti; Begüm Demir; Lorenzo Bruzzone (IGARSS, 2016)

A comparative study on Multiple Kernel Learning for remote sensing image classification. - Saeid Niazmardi; Begüm Demir; Lorenzo Bruzzone; Abdolreza Safari; Saeid Homayouni (IGARSS, 2016)

A novel content based hyperspectral image retrieval system based on bag of end members. - Fatih Ömrüuzun; Begüm Demir; Lorenzo Bruzzone; Yasemin Yardimci Çetin (SIU, 2016)

Content based hyperspectral image retrieval using bag of endmembers image descriptors. - Fatih Ömrüuzun; Begüm Demir; Lorenzo Bruzzone; Yasemin Yardimci Çetin (WHISPERS, 2016)

Region-Based Retrieval of Remote Sensing Images Using an Unsupervised Graph-Theoretic Approach. - Bindita Chaudhuri; Begüm Demir; Lorenzo Bruzzone; Subhasis Chaudhuri (IEEE Geosci. Remote. Sens. Lett., 2016)

A Novel Hybrid Method for the Correction of the Theoretical Model Inversion in Bio/Geophysical Parameter Estimation. - Davide Castelletti; Luca Pasolli; Lorenzo Bruzzone; Claudia Notarnicola; Begüm Demir (IEEE Trans. Geosci. Remote. Sens., 2016)

Hashing-Based Scalable Remote Sensing Image Search and Retrieval in Large Archives. - Begüm Demir; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2016)

Histogram-Based Attribute Profiles for Classification of Very High Resolution Remote Sensing Images. - Begüm Demir; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2016)

A novel system for content based retrieval of multi-label remote sensing images. - Osman Emre Dai; Begüm Demir; Bülent Sankur; Lorenzo Bruzzone (IGARSS, 2017)

Primitive cluster sensitive hashing for scalable content-based image retrieval in remote sensing archives. - Thomas Reato; Begüm Demir; Lorenzo Bruzzone (IGARSS, 2017)

A novel system for content based retrieval of remote sensing images based on Bag of spectral values. - Osman Emre Dai; Begüm Demir; Bülent Sankur; Lorenzo Bruzzone (SIU, 2017)

From Big Data to Big Information and Big Knowledge: the Case of Earth Observation Data. - Konstantina Bereta; Manolis Koubarakis; Stefan Manegold; George Stamoulis 001; Begüm Demir (CIKM, 2018)

Semantic-Fusion Gans for Semi-Supervised Satellite Image Classification. - Subhankar Roy; Enver Sangineto; Nicu Sebe; Begüm Demir (ICIP, 2018)

Integration of Remote Sensing with A Hydroclimatological Model for an Improved Monitoring of Alpine Glaciers. - Mattia Callegari; Carlo Marin; Daniel Günther 001; Philipp Rastner; Lorenzo Bruzzone; Begüm Demir; Thomas Marke; Ulrich Strasser; Marc Zebisch; Claudia Notarnicola (IGARSS, 2018)

A Novel Data Fusion Technique for Snow Parameter Retrieval. - Ludovica De Gregorio; Mattia Callegari; Carlo Marin; Marc Zebisch; Lorenzo Bruzzone; Begüm Demir; Ulrich Strasser; Daniel Günther 001; Thomas Marke; Claudia Notarnicola (IGARSS, 2018)

Deep Metric and Hash-Code Learning for Content-Based Retrieval of Remote Sensing Images. - Subhankar Roy; Enver Sangineto; Begüm Demir; Nicu Sebe (IGARSS, 2018)

Advanced Local Binary Patterns for Remote Sensing Image Retrieval. - Issayas Tekeste; Begüm Demir (IGARSS, 2018)

A Novel System for Content-Based Retrieval of Single and Multi-Label High-Dimensional Remote Sensing Images. - Osman Emre Dai; Begüm Demir; Bülent Sankur; Lorenzo Bruzzone (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method. - Bindita Chaudhuri; Begüm Demir; Subhasis Chaudhuri; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2018)

Multiple Kernel Learning for Remote Sensing Image Classification. - Saeid Niazmardi; Begüm Demir; Lorenzo Bruzzone; Abdolreza Safari; Saeid Homayouni (IEEE Trans. Geosci. Remote. Sens., 2018)

Retrieving Images with Generated Textual Descriptions. - Genc Hoxha; Farid Melgani; Begüm Demir (IGARSS, 2019)

Weighted Support Vector Machines for Tree Species Classification Using Lidar Data. - Hoang Minh Nguyen; Begüm Demir; Michele Dalponte (IGARSS, 2019)

Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding. - Gencer Sumbul; Marcela Charfuelan; Begüm Demir; Volker Markl (IGARSS, 2019)

A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification. - Gencer Sumbul; Begüm Demir (IGARSS, 2019)

A CNN-RNN Framework with a Novel Patch-Based Multi-Attention Mechanism for Multi-Label Image Classification in Remote Sensing. - Gencer Sumbul; Begüm Demir (CoRR, 2019)

An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks. - Kexin Zhang; Gencer Sumbul; Begüm Demir (CoRR, 2019)

An Unsupervised Multicode Hashing Method for Accurate and Scalable Remote Sensing Image Retrieval. - Thomas Reato; Begüm Demir; Lorenzo Bruzzone (IEEE Geosci. Remote. Sens. Lett., 2019)

Capsule Networks for Object Detection in UAV Imagery. - Mohamed Lamine Mekhalfi; Mesay Belete Bejiga; Davide Soresina; Farid Melgani; Begüm Demir (Remote. Sens., 2019)

A Weighted SVM-Based Approach to Tree Species Classification at Individual Tree Crown Level Using LiDAR Data. - Hoang Minh Nguyen; Begüm Demir; Michele Dalponte (Remote. Sens., 2019)

A Novel Data Fusion Technique for Snow Cover Retrieval. - Ludovica De Gregorio; Mattia Callegari; Carlo Marin; Marc Zebisch; Lorenzo Bruzzone; Begüm Demir; Ulrich Strasser; Thomas Marke; Daniel Günther 001; Rudi Nadalet; Claudia Notarnicola (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Extended attribute profiles on GPU applied to hyperspectral image classification. - Pedro G. Bascoy; Pablo Quesada-Barriuso; Dora B. Heras; Francisco Argüello; Begüm Demir; Lorenzo Bruzzone (J. Supercomput., 2019)

Band-Wise Multi-Scale CNN Architecture for Remote Sensing Image Scene Classification. - Jian Kang 005; Begüm Demir (IGARSS, 2020)

S2-CGAN: Self-Supervised Adversarial Representation Learning for Binary Change Detection in Multispectral Images. - Jose Luis Holgado Alvarez; Mahdyar Ravanbakhsh; Begüm Demir (IGARSS, 2020)

A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. - Hichame Yessou; Gencer Sumbul; Begüm Demir (IGARSS, 2020)

A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification. - Gencer Sumbul; Begüm Demir (IEEE Access, 2020)

Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives. - Gencer Sumbul; Jian Kang 005; Begüm Demir (CoRR, 2020)

CCML: A Novel Collaborative Learning Model for Classification of Remote Sensing Images with Noisy Multi-Labels. - Ahmet Kerem Aksoy; Mahdyar Ravanbakhsh; Tristan Kreuziger; Begüm Demir (CoRR, 2020)

Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective. - Genc Hoxha; Farid Melgani; Begüm Demir (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

A Progressive Content-Based Image Retrieval in JPEG 2000 Compressed Remote Sensing Archives. - Akshara Preethy Byju; Begüm Demir; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2020)

GPU-accelerated registration of hyperspectral images using KAZE features. - Álvaro Ordóñez; Francisco Argüello; Dora B. Heras; Begüm Demir (J. Supercomput., 2020)

A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels. - Ahmet Kerem Aksoy; Mahdyar Ravanbakhsh; Tristan Kreuziger; Begüm Demir (ICIP, 2021)

RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing. - Sylvain Lobry; Begüm Demir; Devis Tuia (IGARSS, 2021)

A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. - Gencer Sumbul; Begüm Demir (IGARSS, 2021)

A Novel Triplet Sampling Method for Multi-Label Remote Sensing Image Search and Retrieval. - Tristan Kreuziger; Mahdyar Ravanbakhsh; Begüm Demir (CoRR, 2021)

A Novel Uncertainty-aware Collaborative Learning Method for Remote Sensing Image Classification Under Multi-Label Noise. - Ahmet Kerem Aksoy; Mahdyar Ravanbakhsh; Tristan Kreuziger; Begüm Demir (CoRR, 2021)

BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval. - Gencer Sumbul; Arne de Wall; Tristan Kreuziger; Filipe Marcelino; Hugo Costa; Pedro Benevides; Mario Caetano; Begüm Demir; Volker Markl (CoRR, 2021)

Unsupervised Remote Sensing Image Retrieval Using Probabilistic Latent Semantic Hashing. - Rubén Fernández-Beltran; Begüm Demir; Filiberto Pla; Antonio Plaza (IEEE Geosci. Remote. Sens. Lett., 2021)

Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images. - Subhankar Roy; Enver Sangineto; Begüm Demir; Nicu Sebe (IEEE Geosci. Remote. Sens. Lett., 2021)

Remote-Sensing Image Scene Classification With Deep Neural Networks in JPEG 2000 Compressed Domain. - Akshara Preethy Byju; Gencer Sumbul; Begüm Demir; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2021)

SD-RSIC: Summarization-Driven Deep Remote Sensing Image Captioning. - Gencer Sumbul; Sonali Nayak; Begüm Demir (IEEE Trans. Geosci. Remote. Sens., 2021)

Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration. - Jian Kang 005; Danfeng Hong; Jialin Liu 003; Gerald Baier; Naoto Yokoya; Begüm Demir (IEEE Trans. Neural Networks Learn. Syst., 2021)

RSVQAxBEN. - Sylvain Lobry; Begüm Demir; Devis Tuia (Zenodo, 2021)

RSVQAxBEN. - Sylvain Lobry; Begüm Demir; Devis Tuia (Zenodo, 2021)

Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing. - Georgii Mikriukov; Mahdyar Ravanbakhsh; Begüm Demir (ICASSP, 2022)

An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing. - Georgii Mikriukov; Mahdyar Ravanbakhsh; Begüm Demir (ICIP, 2022)

A Novel Self-Supervised Cross-Modal Image Retrieval Method in Remote Sensing. - Gencer Sumbul; Markus Müller; Begüm Demir (ICIP, 2022)

Deep Metric Learning-Based Semi-Supervised Regression with Alternate Learning. - Adina Zell; Gencer Sumbul; Begüm Demir (ICIP, 2022)

Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods. - Steve Ahlswede; Thekke Madam Nimisha; Christian Schulz 012; Birgit Kleinschmit; Begüm Demir (IGARSS, 2022)

Causality for Remote Sensing: An Exploratory Study. - Soronzonbold Otgonbaatar; Mihai Datcu; Begüm Demir (IGARSS, 2022)

Coreset of Hyperspectral Images on a Small Quantum Computer. - Soronzonbold Otgonbaatar; Mihai Datcu; Begüm Demir (IGARSS, 2022)

A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. - Gencer Sumbul; Jun Xiang; Thekke Madam Nimisha; Begüm Demir (IGARSS, 2022)

Deep Learning Driven Content-Based Image Time-Series Retrieval in Remote Sensing Archives. - Onat Vuran; Oguzhan Akcin; Mahdyar Ravanbakhsh; Bülent Sankur; Begüm Demir (IGARSS, 2022)

Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing. - Georgii Mikriukov; Mahdyar Ravanbakhsh; Begüm Demir (CoRR, 2022)

Advanced Deep Learning Architectures for Accurate Detection of Subsurface Tile Drainage Pipes from Remote Sensing Images. - Tom-Lukas Breitkopf; Leonard W. Hackel; Mahdyar Ravanbakhsh; Anne-Karin Cooke; Sandra Willkommen; Stefan Broda; Begüm Demir (CoRR, 2022)

Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing. - Tim Siebert; Kai Norman Clasen; Mahdyar Ravanbakhsh; Begüm Demir (CoRR, 2022)

Deep Active Learning for Multi-Label Classification of Remote Sensing Images. - Lars Möllenbrok; Begüm Demir (CoRR, 2022)

Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing. - Gencer Sumbul; Begüm Demir (CoRR, 2022)

Satellite Image Search in AgoraEO. - Ahmet Kerem Aksoy; Pavel Dushev; Eleni Tzirita Zacharatou; Holmer Hemsen; Marcela Charfuelan; Jorge-Arnulfo Quiané-Ruiz; Begüm Demir; Volker Markl (Proc. VLDB Endow., 2022)

On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification. - Tom Burgert; Mahdyar Ravanbakhsh; Begüm Demir (IEEE Trans. Geosci. Remote. Sens., 2022)

Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval. - Gencer Sumbul; Begüm Demir (IEEE Trans. Geosci. Remote. Sens., 2022)

Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval. - Gencer Sumbul; Mahdyar Ravanbakhsh; Begüm Demir (IEEE Trans. Geosci. Remote. Sens., 2022)

Towards Simultaneous Image Compression and Indexing for Scalable Content-Based Retrieval in Remote Sensing. - Gencer Sumbul; Jun Xiang; Begüm Demir (IEEE Trans. Geosci. Remote. Sens., 2022)

TreeSatAI Benchmark Archive for Deep Learning in Forest Applications. - Christian Schulz 012; Steve Ahlswede; Christiano Gava; Patrick Helber; Benjamin Bischke; Florencia Arias; Michael Förster; Jörn Hees; Begüm Demir; Birgit Kleinschmit (Zenodo, 2022)

TreeSatAI Benchmark Archive for Deep Learning in Forest Applications. - Christian Schulz 012; Steve Ahlswede; Christiano Gava; Patrick Helber; Benjamin Bischke; Florencia Arias; Michael Förster; Jörn Hees; Begüm Demir; Birgit Kleinschmit (Zenodo, 2022)

TreeSatAI Benchmark Archive for Deep Learning in Forest Applications. - Christian Schulz 012; Steve Ahlswede; Christiano Gava; Patrick Helber; Benjamin Bischke; Florencia Arias; Michael Förster; Jörn Hees; Begüm Demir; Birgit Kleinschmit (Zenodo, 2022)

Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. - Baris Büyüktas; Gencer Sumbul; Begüm Demir (IGARSS, 2023)

HySpecNet-11k: a Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods. - Martin Hermann Paul Fuchs; Begüm Demir (IGARSS, 2023)

LIT-4-RSVQA: Lightweight Transformer-Based Visual Question Answering in Remote Sensing. - Leonard W. Hackel; Kai Norman Clasen; Mahdyar Ravanbakhsh; Begüm Demir (IGARSS, 2023)

Annotation Cost Efficient Active Learning for Content Based Image Retrieval. - Julia Henkel; Genc Hoxha; Gencer Sumbul; Lars Möllenbrok; Begüm Demir (IGARSS, 2023)

Transformer-Based Multi-Modal Learning for Multi-Label Remote Sensing Image Classification. - David Hoffmann; Kai Norman Clasen; Begüm Demir (IGARSS, 2023)

Active Learning Guided Fine-Tuning for Enhancing Self-Supervised based Multi-Label Classification of Remote Sensing Images. - Lars Möllenbrok; Begüm Demir (IGARSS, 2023)

Ben-Ge: Extending Bigearthnet with Geographical and Environmental Data. - Michael Mommert; Nicolas Kesseli; Joëlle Hanna; Linus Scheibenreif; Damian Borth; Begüm Demir (IGARSS, 2023)

Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing. - Gencer Sumbul; Begüm Demir (IGARSS, 2023)

Artificial intelligence to advance Earth observation: a perspective. - Devis Tuia; Konrad Schindler; Begüm Demir; Gustau Camps-Valls; Xiao Xiang Zhu 001; Mrinalini Kochupillai; Saso Dzeroski; Jan N. van Rijn; Holger H. Hoos; Fabio Del Frate; Mihai Datcu; Jorge-Arnulfo Quiané-Ruiz; et al. (CoRR, 2023)

Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images. - Akshara Preethy Byju; Martin Hermann Paul Fuchs; Alisa Walda; Begüm Demir (CoRR, 2023)

Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification. - Baris Büyüktas; Gencer Sumbul; Begüm Demir (CoRR, 2023)

Deep Active Learning for Multi-Label Classification of Remote Sensing Images. - Lars Möllenbrok; Gencer Sumbul; Begüm Demir (IEEE Geosci. Remote. Sens. Lett., 2023)

Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning. - Gencer Sumbul; Begüm Demir (IEEE Trans. Image Process., 2023)

lhackel-tub/ConfigVLM: v0.1.1. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2023)

A hybrid CUDA, OpenMP, and MPI parallel TCA-based domain adaptation for classification of very high-resolution remote sensing images. - Alberto S. Garea; Dora B. Heras; Francisco Argüello; Begüm Demir (J. Supercomput., 2023)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2023)

ben-ge/ERA-5: BigEarthNet Extended with Geographical and Environmental Data/Environmental Data. - Michael Mommert; Nicolas Kesseli; Joëlle Hanna; Linus Scheibenreif; Damian Borth; Begüm Demir (Zenodo, 2023)

ben-ge/DEM: BigEarthNet Extended with Geographical and Environmental Data/Elevation Data. - Michael Mommert; Nicolas Kesseli; Joëlle Hanna; Linus Scheibenreif; Damian Borth; Begüm Demir (Zenodo, 2023)

ben-ge/ESAWorldCover: BigEarthNet Extended with Geographical and Environmental Data/Land-use/land-cover Data. - Michael Mommert; Nicolas Kesseli; Joëlle Hanna; Linus Scheibenreif; Damian Borth; Begüm Demir (Zenodo, 2023)

ben-ge-8k: BigEarthNet Extended with Geographical and Environmental Data. - Michael Mommert; Nicolas Kesseli; Joëlle Hanna; Linus Scheibenreif; Damian Borth; Begüm Demir (Zenodo, 2023)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2023)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2023)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2023)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2023)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2023)

RMDirectionalBerlin. - Fabian Jaensch; Giuseppe Caire; Begüm Demir (Zenodo, 2023)

ben-ge/ERA-5: BigEarthNet Extended with Geographical and Environmental Data/Environmental Data. - Michael Mommert; Nicolas Kesseli; Joëlle Hanna; Linus Scheibenreif; Damian Borth; Begüm Demir (Zenodo, 2023)

Optimized Martian Dust Displacement Detection Using Explainable Machine Learning. - Ana Lomashvili; Kristin Rammelkamp; Olivier Gasnault; Protim Bhattacharjee; Elise Clavé; Christoph H. Egerland; Susanne Schröder; Begüm Demir; Nina L. Lanza (CVPR Workshops, 2024)

MAGICBATHYNET: A Multimodal Remote Sensing Dataset for Bathymetry Prediction and Pixel-Based Classification in Shallow Waters. - Panagiotis Agrafiotis; Lukasz Janowski; Dimitrios Skarlatos 001; Begüm Demir (IGARSS, 2024)

Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images. - Tom Burgert; Begüm Demir (IGARSS, 2024)

Transformer-Based Federated Learning For Multi-Label Remote Sensing Image Classification. - Baris Büyüktas; Kenneth Weitzel; Sebastian Völkers; Felix Zailskas; Begüm Demir (IGARSS, 2024)

Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series. - Theresa Follath; David Mickisch; Jan Hemmerling; Stefan Erasmi; Marcel Schwieder; Begüm Demir (IGARSS, 2024)

Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images. - Martin Hermann Paul Fuchs; Akshara Preethy Byju; Alisa Walda; Behnood Rasti; Begüm Demir (WHISPERS, 2024)

HyCoT: A Transformer-Based Autoencoder for Hyperspectral Image Compression. - Martin Hermann Paul Fuchs; Behnood Rasti; Begüm Demir (WHISPERS, 2024)

Radio Map Estimation - An Open Dataset with Directive Transmitter Antennas and Initial Experiments. - Fabian Jaensch; Giuseppe Caire; Begüm Demir (CoRR, 2024)

Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment. - Angelos Zavras; Dimitrios Michail 001; Begüm Demir; Ioannis Papoutsis (CoRR, 2024)

A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification. - Tom Burgert; Tim Siebert; Kai Norman Clasen; Begüm Demir (CoRR, 2024)

reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis. - Kai Norman Clasen; Leonard W. Hackel; Tom Burgert; Gencer Sumbul; Begüm Demir; Volker Markl (CoRR, 2024)

HyCoT: Hyperspectral Compression Transformer with an Efficient Training Strategy. - Martin Hermann Paul Fuchs; Behnood Rasti; Begüm Demir (CoRR, 2024)

Radio Map Prediction from Aerial Images and Application to Coverage Optimization. - Fabian Jaensch; Giuseppe Caire; Begüm Demir (CoRR, 2024)

ConfigILM: A general purpose configurable library for combining image and language models for visual question answering. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (SoftwareX, 2024)

Annotation Cost-Efficient Active Learning for Deep Metric Learning-Driven Remote Sensing Image Retrieval. - Genc Hoxha; Gencer Sumbul; Julia Henkel; Lars Möllenbrok; Begüm Demir (IEEE Trans. Geosci. Remote. Sens., 2024)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2024)

A Novel Semantic Content-Based Retrieval System for Hyperspectral Remote Sensing Imagery. - Fatih Ömrüuzun; Yasemin Yardimci Çetin; Ugur Murat Leloglu; Begüm Demir (Remote. Sens., 2024)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2024)

Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification. - Ahmet Kerem Aksoy; Mahdyar Ravanbakhsh; Begüm Demir (IEEE Trans. Neural Networks Learn. Syst., 2024)

ConfigILM. - Leonard W. Hackel; Kai Norman Clasen; Begüm Demir (Zenodo, 2024)

BigEarthNet v2. - Kai Norman Clasen; Leonard W. Hackel; Tom Burgert; Gencer Sumbul; Begüm Demir; Volker Markl (Zenodo, 2024)

RMDirectionalBerlin. - Fabian Jaensch; Giuseppe Caire; Begüm Demir (Zenodo, 2024)

Continual Self-Supervised Learning With Masked Autoencoders in Remote Sensing. - Lars Möllenbrok; Behnood Rasti; Begüm Demir (IEEE Geosci. Remote. Sens. Lett., 2025)

A Benchmark Dataset for Sentinel-2 Based Forest Type Classification in the Siberian Summergreen-Evergreen Forest Transition Zone. - Femke van Geffen; Ronny Hänsch; Begüm Demir; Stefan Kruse; Ulrike Herzschuh; Birgit Heim (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. - Jakob Hackstein; Gencer Sumbul; Kai Norman Clasen; Begüm Demir (IEEE Trans. Geosci. Remote. Sens., 2025)

Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification. - Jonas Klotz; Baris Büyüktas; Begüm Demir (CoRR, 2025)

Self-Supervised Cross-Modal Text-Image Time Series Retrieval in Remote Sensing. - Genc Hoxha; Olivér Angyal; Begüm Demir (CoRR, 2025)

GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis. - Angelos Zavras; Dimitrios Michail 001; Xiaoxiang Zhu 001; Begüm Demir; Ioannis Papoutsis (CoRR, 2025)

A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification. - Baris Büyüktas; Gencer Sumbul; Begüm Demir (CoRR, 2025)

Deep Learning-based Bathymetry Retrieval without In-situ Depths using Remote Sensing Imagery and SfM-MVS DSMs with Data Gaps. - Panagiotis Agrafiotis; Begüm Demir (CoRR, 2025)

Redundancy-Aware Pretraining of Vision-Language Foundation Models in Remote Sensing. - Mathis Jürgen Adler; Leonard W. Hackel; Gencer Sumbul; Begüm Demir (CoRR, 2025)

EarthMind: Towards Multi-Granular and Multi-Sensor Earth Observation with Large Multimodal Models. - Yan Shu; Bin Ren; Zhitong Xiong; Danda Pani Paudel; Luc Van Gool; Begüm Demir; Nicu Sebe; Paolo Rota (CoRR, 2025)

On the Effectiveness of Methods and Metrics for Explainable AI in Remote Sensing Image Scene Classification. - Jonas Klotz; Tom Burgert; Begüm Demir (CoRR, 2025)

Adjustable Spatio-Spectral Hyperspectral Image Compression Network. - Martin Hermann Paul Fuchs; Behnood Rasti; Begüm Demir (CoRR, 2025)

FedX: Explanation-Guided Pruning for Communication-Efficient Federated Learning in Remote Sensing. - Baris Büyüktas; Jonas Klotz; Begüm Demir (CoRR, 2025)