Begüm Demir
Orcid: 0000-0003-2175-7072Affiliations:
- TU Berlin, Department of Computer Engineering and Microelectronics, Germany
- University of Trento, Department of Information Engineering and Computer Science, Italy
According to our database1,
Begüm Demir
authored at least 131 papers
between 2006 and 2024.
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Bibliography
2024
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images.
CoRR, 2024
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment.
CoRR, 2024
Radio Map Estimation - An Open Dataset with Directive Transmitter Antennas and Initial Experiments.
CoRR, 2024
CoRR, 2024
2023
A hybrid CUDA, OpenMP, and MPI parallel TCA-based domain adaptation for classification of very high-resolution remote sensing images.
J. Supercomput., May, 2023
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning.
IEEE Trans. Image Process., 2023
IEEE Geosci. Remote. Sens. Lett., 2023
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification.
CoRR, 2023
Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images.
CoRR, 2023
Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Active Learning Guided Fine-Tuning for Enhancing Self-Supervised based Multi-Label Classification of Remote Sensing Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Transformer-Based Multi-Modal Learning for Multi-Label Remote Sensing Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
LIT-4-RSVQA: Lightweight Transformer-Based Visual Question Answering in Remote Sensing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
HySpecNet-11k: a Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
2022
Towards Simultaneous Image Compression and Indexing for Scalable Content-Based Retrieval in Remote Sensing.
IEEE Trans. Geosci. Remote. Sens., 2022
Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval.
IEEE Trans. Geosci. Remote. Sens., 2022
Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval.
IEEE Trans. Geosci. Remote. Sens., 2022
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing.
CoRR, 2022
CoRR, 2022
CoRR, 2022
Advanced Deep Learning Architectures for Accurate Detection of Subsurface Tile Drainage Pipes from Remote Sensing Images.
CoRR, 2022
Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing.
CoRR, 2022
Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods.
CoRR, 2022
Deep Learning Driven Content-Based Image Time-Series Retrieval in Remote Sensing Archives.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Weakly Supervised Semantic Segmentation of Remote Sensing Images for Tree Species Classification Based on Explanation Methods.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022
An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022
Proceedings of the IEEE International Conference on Acoustics, 2022
2021
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration.
IEEE Trans. Neural Networks Learn. Syst., 2021
IEEE Trans. Geosci. Remote. Sens., 2021
Remote-Sensing Image Scene Classification With Deep Neural Networks in JPEG 2000 Compressed Domain.
IEEE Trans. Geosci. Remote. Sens., 2021
Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images.
IEEE Geosci. Remote. Sens. Lett., 2021
Unsupervised Remote Sensing Image Retrieval Using Probabilistic Latent Semantic Hashing.
IEEE Geosci. Remote. Sens. Lett., 2021
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval.
CoRR, 2021
A Novel Uncertainty-aware Collaborative Learning Method for Remote Sensing Image Classification Under Multi-Label Noise.
CoRR, 2021
A Novel Triplet Sampling Method for Multi-Label Remote Sensing Image Search and Retrieval.
CoRR, 2021
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021
2020
J. Supercomput., 2020
A Progressive Content-Based Image Retrieval in JPEG 2000 Compressed Remote Sensing Archives.
IEEE Trans. Geosci. Remote. Sens., 2020
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020
CCML: A Novel Collaborative Learning Model for Classification of Remote Sensing Images with Noisy Multi-Labels.
CoRR, 2020
CoRR, 2020
A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification.
IEEE Access, 2020
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
S2-CGAN: Self-Supervised Adversarial Representation Learning for Binary Change Detection in Multispectral Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Band-Wise Multi-Scale CNN Architecture for Remote Sensing Image Scene Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
2019
J. Supercomput., 2019
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019
A Weighted SVM-Based Approach to Tree Species Classification at Individual Tree Crown Level Using LiDAR Data.
Remote. Sens., 2019
An Unsupervised Multicode Hashing Method for Accurate and Scalable Remote Sensing Image Retrieval.
IEEE Geosci. Remote. Sens. Lett., 2019
An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks.
CoRR, 2019
A CNN-RNN Framework with a Novel Patch-Based Multi-Attention Mechanism for Multi-Label Image Classification in Remote Sensing.
CoRR, 2019
A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
2018
IEEE Trans. Geosci. Remote. Sens., 2018
Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method.
IEEE Trans. Geosci. Remote. Sens., 2018
A Novel System for Content-Based Retrieval of Single and Multi-Label High-Dimensional Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Deep Metric and Hash-Code Learning for Content-Based Retrieval of Remote Sensing Images.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Integration of Remote Sensing with A Hydroclimatological Model for an Improved Monitoring of Alpine Glaciers.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018
From Big Data to Big Information and Big Knowledge: the Case of Earth Observation Data.
Proceedings of the 27th ACM International Conference on Information and Knowledge Management, 2018
2017
A novel system for content based retrieval of remote sensing images based on Bag of spectral values.
Proceedings of the 25th Signal Processing and Communications Applications Conference, 2017
Primitive cluster sensitive hashing for scalable content-based image retrieval in remote sensing archives.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
2016
Histogram-Based Attribute Profiles for Classification of Very High Resolution Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2016
IEEE Trans. Geosci. Remote. Sens., 2016
A Novel Hybrid Method for the Correction of the Theoretical Model Inversion in Bio/Geophysical Parameter Estimation.
IEEE Trans. Geosci. Remote. Sens., 2016
Region-Based Retrieval of Remote Sensing Images Using an Unsupervised Graph-Theoretic Approach.
IEEE Geosci. Remote. Sens. Lett., 2016
Content based hyperspectral image retrieval using bag of endmembers image descriptors.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016
A novel content based hyperspectral image retrieval system based on bag of end members.
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
A comparative study on Multiple Kernel Learning for remote sensing image classification.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
Quad-tree based compressed histogram attribute profiles for classification of very high resolution images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
2015
A Novel Active Learning Method in Relevance Feedback for Content-Based Remote Sensing Image Retrieval.
IEEE Trans. Geosci. Remote. Sens., 2015
Proceedings of the 2015 23nd Signal Processing and Communications Applications Conference (SIU), 2015
Cosmo-SkyMed and RADARSAT2 image investigation for the monitoring of agricultural areas.
Proceedings of the SAR Image Analysis, 2015
An analysis of the capabilities of COSMO-SKYMED and RADARSAT systems for agricultural area monitoring.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
Fast and accurate image classification with histogram based features and additive kernel SVM.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
2014
Definition of Effective Training Sets for Supervised Classification of Remote Sensing Images by a Novel Cost-Sensitive Active Learning Method.
IEEE Trans. Geosci. Remote. Sens., 2014
Pattern Recognit., 2014
An Effective Strategy to Reduce the Labeling Cost in the Definition of Training Sets by Active Learning.
IEEE Geosci. Remote. Sens. Lett., 2014
Biophysical parameters estimation from remotely sensed images by a multiple criteria active learning method.
Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014
Kernel-based hashing for content-based image retrval in large remote sensing data archive.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
2013
IEEE Trans. Image Process., 2013
Updating Land-Cover Maps by Classification of Image Time Series: A Novel Change-Detection-Driven Transfer Learning Approach.
IEEE Trans. Geosci. Remote. Sens., 2013
Sequential cascade classification of image time series by exploiting multiple pairwise change detection.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
An effective active learning method for interactive content-based retrieval in remote sensing images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
2012
Detection of Land-Cover Transitions in Multitemporal Remote Sensing Images With Active-Learning-Based Compound Classification.
IEEE Trans. Geosci. Remote. Sens., 2012
A genetic algorithm based cost-sensitive active learning technique for classification of remote sensing images.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012
Low-cost updating of land-cover maps by classifiying multitemporal remote sensing images.
Proceedings of the 20th Signal Processing and Communications Applications Conference, 2012
A cost-sensitive active learning technique for the definition of effective training sets for supervised classifiers.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
A novel system for classification of image time series with limited ground reference data.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
2011
Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2011
IEEE Geosci. Remote. Sens. Lett., 2011
Detection of land-cover transitions in multitemporal images with active-learning based compound classification.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
2010
Empirical Mode Decomposition of Hyperspectral Images for Support Vector Machine Classification.
IEEE Trans. Geosci. Remote. Sens., 2010
Empirical mode decomposition based decision fusion for higher hyperspectral image classification accuracy.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
2009
A Low-Complexity Approach for the Color Display of Hyperspectral Remote-Sensing Images Using One-Bit-Transform-Based Band Selection.
IEEE Trans. Geosci. Remote. Sens., 2009
Clustering-Based Extraction of Border Training Patterns for Accurate SVM Classification of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2009
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009
Wavelet Shrinkage Denoising of Intrinsic Mode Functions of Hyperspectral Image Bands for Classification with High Accuracy.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009
An Empirical Mode Decomposition and Composite Kernel Approach to Increase Hyperspectral Image Classification Accuracy.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009
Proceedings of the International Conference on Image Processing, 2009
Improving SVM classification accuracy using a hierarchical approach for hyperspectral images.
Proceedings of the International Conference on Image Processing, 2009
2008
J. Electronic Imaging, 2008
Empirical Mode Decomposition Pre-Process for Higher Accuracy Hyperspectral Image Classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Reducing the Computational Load of Hyperspectral Band Selection Using the One-Bit Transform of Hyperspectral Bands.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Spectral Magnitude and Spectral Derivative Feature Fusion for Improved Classification of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Proceedings of the 2008 16th European Signal Processing Conference, 2008
2007
IEEE Geosci. Remote. Sens. Lett., 2007
Phase correlation based supervised classification of hyperspectral images using multiple class representatives.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
2006
Proceedings of the Computer and Information Sciences, 2006