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ORCIDBegüm Demir
Person information
- affiliation: TU Berlin, Department of Computer Engineering and Microelectronics, Germany
- affiliation: University of Trento, Department of Information Engineering and Computer Science, Italy
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Journal Articles
- 2024
[j46]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): 1462 (2024)- [j45]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: 101731 (2024) - [j44]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): 6438-6451 (2024) - 2023
- [j43]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) - [j42]Gencer Sumbul, Begüm Demir:
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning. IEEE Trans. Image Process. 32: 4529-4542 (2023) - [j41]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): 7513-7532 (2023) - 2022
- [j40]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): 3646-3649 (2022) - [j39]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: 1-13 (2022) - [j38]Gencer Sumbul, Begüm Demir:
Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j37]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) - [j36]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) - 2021
- [j35]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): 226-230 (2021) - [j34]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): 256-260 (2021) - [j33]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) - [j32]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) - [j31]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): 826-840 (2021) - 2020
- [j30]Gencer Sumbul, Begüm Demir:
A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification. IEEE Access 8: 95934-95946 (2020) - [j29]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: 4462-4475 (2020) - [j28]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): 5739-5751 (2020) - [j27]Álvaro Ordóñez, Francisco Argüello, Dora B. Heras, Begüm Demir:
GPU-accelerated registration of hyperspectral images using KAZE features. J. Supercomput. 76(12): 9478-9492 (2020) - 2019
- [j26]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): 276-280 (2019) - [j25]Mohamed Lamine Mekhalfi, Mesay Belete Bejiga, Davide Soresina, Farid Melgani, Begüm Demir:
Capsule Networks for Object Detection in UAV Imagery. Remote. Sens. 11(14): 1694 (2019) - [j24]Hoang Minh Nguyen, Begüm Demir, Michele Dalponte:
A Weighted SVM-Based Approach to Tree Species Classification at Individual Tree Crown Level Using LiDAR Data. Remote. Sens. 11(24): 2948 (2019) - [j23]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): 2862-2877 (2019) - [j22]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): 1565-1579 (2019) - 2018
- [j21]Osman Emre Dai, Begüm Demir, Bülent Sankur, Lorenzo Bruzzone:
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. 11(7): 2473-2490 (2018) - [j20]Bindita Chaudhuri, Begüm Demir, Subhasis Chaudhuri, Lorenzo Bruzzone:
Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method. IEEE Trans. Geosci. Remote. Sens. 56(2): 1144-1158 (2018) - [j19]Saeid Niazmardi, Begüm Demir, Lorenzo Bruzzone, Abdolreza Safari, Saeid Homayouni:
Multiple Kernel Learning for Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 56(3): 1425-1443 (2018) - 2016
- [j18]Bindita Chaudhuri, Begüm Demir, Lorenzo Bruzzone, Subhasis Chaudhuri:
Region-Based Retrieval of Remote Sensing Images Using an Unsupervised Graph-Theoretic Approach. IEEE Geosci. Remote. Sens. Lett. 13(7): 987-991 (2016) - [j17]Begüm Demir, Lorenzo Bruzzone:
Hashing-Based Scalable Remote Sensing Image Search and Retrieval in Large Archives. IEEE Trans. Geosci. Remote. Sens. 54(2): 892-904 (2016) - [j16]Begüm Demir, Lorenzo Bruzzone:
Histogram-Based Attribute Profiles for Classification of Very High Resolution Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 54(4): 2096-2107 (2016) - [j15]Davide Castelletti, Luca Pasolli, Lorenzo Bruzzone, Claudia Notarnicola, Begüm Demir:
A Novel Hybrid Method for the Correction of the Theoretical Model Inversion in Bio/Geophysical Parameter Estimation. IEEE Trans. Geosci. Remote. Sens. 54(8): 4764-4774 (2016) - 2015
- [j14]Begüm Demir, Lorenzo Bruzzone:
A Novel Active Learning Method in Relevance Feedback for Content-Based Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 53(5): 2323-2334 (2015) - 2014
- [j13]Begüm Demir, Luca Minello, Lorenzo Bruzzone:
An Effective Strategy to Reduce the Labeling Cost in the Definition of Training Sets by Active Learning. IEEE Geosci. Remote. Sens. Lett. 11(1): 79-83 (2014) - [j12]Begüm Demir, Lorenzo Bruzzone:
A multiple criteria active learning method for support vector regression. Pattern Recognit. 47(7): 2558-2567 (2014) - [j11]Begüm Demir, Luca Minello, Lorenzo Bruzzone:
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. 52(2): 1272-1284 (2014) - 2013
- [j10]Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone:
Updating Land-Cover Maps by Classification of Image Time Series: A Novel Change-Detection-Driven Transfer Learning Approach. IEEE Trans. Geosci. Remote. Sens. 51(1): 300-312 (2013) - [j9]Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone:
Classification of Time Series of Multispectral Images With Limited Training Data. IEEE Trans. Image Process. 22(8): 3219-3233 (2013) - 2012
- [j8]Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone:
Detection of Land-Cover Transitions in Multitemporal Remote Sensing Images With Active-Learning-Based Compound Classification. IEEE Trans. Geosci. Remote. Sens. 50(5-2): 1930-1941 (2012) - 2011
- [j7]Begüm Demir, Sarp Ertürk, M. Kemal Güllü:
Hyperspectral Image Classification Using Denoising of Intrinsic Mode Functions. IEEE Geosci. Remote. Sens. Lett. 8(2): 220-224 (2011) - [j6]Begüm Demir, Claudio Persello, Lorenzo Bruzzone:
Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 49(3): 1014-1031 (2011) - 2010
- [j5]Begüm Demir, Sarp Ertürk:
Empirical Mode Decomposition of Hyperspectral Images for Support Vector Machine Classification. IEEE Trans. Geosci. Remote. Sens. 48(11): 4071-4084 (2010) - 2009
- [j4]Begüm Demir, Sarp Ertürk:
Clustering-Based Extraction of Border Training Patterns for Accurate SVM Classification of Hyperspectral Images. IEEE Geosci. Remote. Sens. Lett. 6(4): 840-844 (2009) - [j3]Begüm Demir, Anil Çelebi, Sarp Ertürk:
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. 47(1-1): 97-105 (2009) - 2008
- [j2]Yüksel Yapici, Begüm Demir, Sarp Ertürk, Oguzhan Urhan:
Downsampling-based multiple description image coding using optimal filtering. J. Electronic Imaging 17(3): 033018 (2008) - 2007
- [j1]Begüm Demir, Sarp Ertürk:
Hyperspectral Image Classification Using Relevance Vector Machines. IEEE Geosci. Remote. Sens. Lett. 4(4): 586-590 (2007)
Conference and Workshop Papers
- 2023
- [c68]Gencer Sumbul, Begüm Demir:
Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing. IGARSS 2023: 646-649 - [c67]Michael Mommert, Nicolas Kesseli, Joëlle Hanna, Linus Scheibenreif, Damian Borth, Begüm Demir:
Ben-Ge: Extending Bigearthnet with Geographical and Environmental Data. IGARSS 2023: 1016-1019 - [c66]Martin Hermann Paul Fuchs, Begüm Demir:
HySpecNet-11k: a Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods. IGARSS 2023: 1779-1782 - [c65]Leonard W. Hackel, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir:
LIT-4-RSVQA: Lightweight Transformer-Based Visual Question Answering in Remote Sensing. IGARSS 2023: 2231-2234 - [c64]David Hoffmann, Kai Norman Clasen, Begüm Demir:
Transformer-Based Multi-Modal Learning for Multi-Label Remote Sensing Image Classification. IGARSS 2023: 4891-4894 - [c63]Baris Büyüktas, Gencer Sumbul, Begüm Demir:
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. IGARSS 2023: 4966-4969 - [c62]Lars Möllenbrok, Begüm Demir:
Active Learning Guided Fine-Tuning for Enhancing Self-Supervised based Multi-Label Classification of Remote Sensing Images. IGARSS 2023: 4986-4989 - [c61]Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir:
Annotation Cost Efficient Active Learning for Content Based Image Retrieval. IGARSS 2023: 4994-4997 - 2022
- [c60]Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir:
Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing. ICASSP 2022: 4463-4467 - [c59]Adina Zell, Gencer Sumbul, Begüm Demir:
Deep Metric Learning-Based Semi-Supervised Regression with Alternate Learning. ICIP 2022: 2411-2415 - [c58]Gencer Sumbul, Markus Müller, Begüm Demir:
A Novel Self-Supervised Cross-Modal Image Retrieval Method in Remote Sensing. ICIP 2022: 2426-2430 - [c57]Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir:
An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing. ICIP 2022: 2556-2560 - [c56]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 - [c55]Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir:
Causality for Remote Sensing: An Exploratory Study. IGARSS 2022: 259-262 - [c54]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: 1940-1943 - [c53]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: 4847-4850 - [c52]Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir:
Coreset of Hyperspectral Images on a Small Quantum Computer. IGARSS 2022: 4923-4926 - 2021
- [c51]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: 3842-3846 - [c50]Gencer Sumbul, Begüm Demir:
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. IGARSS 2021: 266-269 - [c49]Sylvain Lobry, Begüm Demir, Devis Tuia:
RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing. IGARSS 2021: 1218-1221 - 2020
- [c48]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 - [c47]Jian Kang, Begüm Demir:
Band-Wise Multi-Scale CNN Architecture for Remote Sensing Image Scene Classification. IGARSS 2020: 1687-1690 - [c46]Jose Luis Holgado Alvarez, Mahdyar Ravanbakhsh, Begüm Demir:
S2-CGAN: Self-Supervised Adversarial Representation Learning for Binary Change Detection in Multispectral Images. IGARSS 2020: 2515-2518 - 2019
- [c45]Gencer Sumbul, Begüm Demir:
A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification. IGARSS 2019: 5726-5729 - [c44]Genc Hoxha, Farid Melgani, Begüm Demir:
Retrieving Images with Generated Textual Descriptions. IGARSS 2019: 5812-5815 - [c43]Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl:
Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding. IGARSS 2019: 5901-5904 - [c42]Hoang Minh Nguyen, Begüm Demir, Michele Dalponte:
Weighted Support Vector Machines for Tree Species Classification Using Lidar Data. IGARSS 2019: 6740-6743 - 2018
- [c41]Konstantina Bereta, Manolis Koubarakis, Stefan Manegold, George Stamoulis, Begüm Demir:
From Big Data to Big Information and Big Knowledge: the Case of Earth Observation Data. CIKM 2018: 2293-2294 - [c40]Subhankar Roy, Enver Sangineto, Nicu Sebe, Begüm Demir:
Semantic-Fusion Gans for Semi-Supervised Satellite Image Classification. ICIP 2018: 684-688 - [c39]Subhankar Roy, Enver Sangineto, Begüm Demir, Nicu Sebe:
Deep Metric and Hash-Code Learning for Content-Based Retrieval of Remote Sensing Images. IGARSS 2018: 4539-4542 - [c38]Mattia Callegari, Carlo Marin, Daniel Günther, Philipp Rastner, Lorenzo Bruzzone, Begüm Demir, Thomas Marke, Ulrich Strasser, Marc Zebisch, Claudia Notarnicola:
Integration of Remote Sensing with A Hydroclimatological Model for an Improved Monitoring of Alpine Glaciers. IGARSS 2018: 6239-6242 - [c37]Ludovica De Gregorio, Mattia Callegari, Carlo Marin, Marc Zebisch, Lorenzo Bruzzone, Begüm Demir, Ulrich Strasser, Daniel Günther, Thomas Marke, Claudia Notarnicola:
A Novel Data Fusion Technique for Snow Parameter Retrieval. IGARSS 2018: 6247-6250 - [c36]Issayas Tekeste, Begüm Demir:
Advanced Local Binary Patterns for Remote Sensing Image Retrieval. IGARSS 2018: 6855-6858 - 2017
- [c35]Osman Emre Dai, Begüm Demir, Bülent Sankur, Lorenzo Bruzzone:
A novel system for content based retrieval of multi-label remote sensing images. IGARSS 2017: 1744-1747 - [c34]Thomas Reato, Begüm Demir, Lorenzo Bruzzone:
Primitive cluster sensitive hashing for scalable content-based image retrieval in remote sensing archives. IGARSS 2017: 2199-2202 - [c33]Osman Emre Dai, Begüm Demir, Bülent Sankur, Lorenzo Bruzzone:
A novel system for content based retrieval of remote sensing images based on Bag of spectral values. SIU 2017: 1-4 - 2016
- [c32]Saeid Niazmardi, Begüm Demir, Lorenzo Bruzzone, Abdolreza Safari, Saeid Homayouni:
A comparative study on Multiple Kernel Learning for remote sensing image classification. IGARSS 2016: 1512-1515 - [c31]Romano Battiti, Begüm Demir, Lorenzo Bruzzone:
Quad-tree based compressed histogram attribute profiles for classification of very high resolution images. IGARSS 2016: 3330-3333 - [c30]Fatih Ömrüuzun, Begüm Demir, Lorenzo Bruzzone, Yasemin Yardimci Çetin:
A novel content based hyperspectral image retrieval system based on bag of end members. SIU 2016: 1465-1468 - [c29]Fatih Ömrüuzun, Begüm Demir, Lorenzo Bruzzone, Yasemin Yardimci Çetin:
Content based hyperspectral image retrieval using bag of endmembers image descriptors. WHISPERS 2016: 1-4 - 2015
- [c28]Begüm Demir, Lorenzo Bruzzone:
Fast and accurate image classification with histogram based features and additive kernel SVM. IGARSS 2015: 2350-2353 - [c27]Begüm Demir, Lorenzo Bruzzone:
Histogram based attribute profiles for classification of very high resolution remote sensing images. IGARSS 2015: 2393-2396 - [c26]Francesca Bovolo, Begüm Demir, Lorenzo Bruzzone:
A cluster-based appraoch to content based time series retrieval (CBTSR). IGARSS 2015: 2793-2796 - [c25]Simonetta Paloscia, Simone Pettinato, Emanuele Santi, Claudia Notarnicola, Felix Greifeneder, Giovanni Cuozzo, Irene Nicolini, Begüm Demir, Lorenzo Bruzzone:
An analysis of the capabilities of COSMO-SKYMED and RADARSAT systems for agricultural area monitoring. IGARSS 2015: 4137-4140 - [c24]Simonetta Paloscia, Simone Pettinato, Emanuele Santi, Claudia Notarnicola, Felix Greifeneder, Giovanni Cuozzo, Irene Nicolini, Begüm Demir, Lorenzo Bruzzone:
Cosmo-SkyMed and RADARSAT2 image investigation for the monitoring of agricultural areas. SAR 2015: 964206 - [c23]Begüm Demir, Lorenzo Bruzzone:
A novel active learning method for content based remote sensing image retrieval. SIU 2015: 2130-2133 - 2014
- [c22]Begüm Demir, Lorenzo Bruzzone:
Kernel-based hashing for content-based image retrval in large remote sensing data archive. IGARSS 2014: 3542-3545 - [c21]Begüm Demir, Lorenzo Bruzzone:
Biophysical parameters estimation from remotely sensed images by a multiple criteria active learning method. SIU 2014: 1979-1982 - 2013
- [c20]Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone:
Sequential cascade classification of image time series by exploiting multiple pairwise change detection. IGARSS 2013: 3946-3949 - [c19]Begüm Demir, Lorenzo Bruzzone:
An effective active learning method for interactive content-based retrieval in remote sensing images. IGARSS 2013: 4356-4359 - 2012
- [c18]Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone:
A novel system for classification of image time series with limited ground reference data. IGARSS 2012: 158-161 - [c17]Begüm Demir, Luca Minello, Lorenzo Bruzzone:
A cost-sensitive active learning technique for the definition of effective training sets for supervised classifiers. IGARSS 2012: 1781-1784 - [c16]Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone:
Low-cost updating of land-cover maps by classifiying multitemporal remote sensing images. SIU 2012: 1-4 - [c15]Begüm Demir, Luca Minello, Lorenzo Bruzzone:
A genetic algorithm based cost-sensitive active learning technique for classification of remote sensing images. TyWRRS 2012: 153-158 - 2011
- [c14]Begüm Demir, Francesca Bovolo, Lorenzo Bruzzone:
Detection of land-cover transitions in multitemporal images with active-learning based compound classification. IGARSS 2011: 225-228 - 2010
- [c13]Begüm Demir, Sarp Ertürk:
Empirical mode decomposition based decision fusion for higher hyperspectral image classification accuracy. IGARSS 2010: 488-491 - 2009
- [c12]Begüm Demir, Sarp Ertürk:
Improving SVM classification accuracy using a hierarchical approach for hyperspectral images. ICIP 2009: 2849-2852 - [c11]Begüm Demir, Sarp Ertürk, Oguzhan Urhan:
Improved quality multiple description 3D mesh coding with optimal filtering. ICIP 2009: 3541-3544 - [c10]Begüm Demir, Sarp Ertürk:
An Empirical Mode Decomposition and Composite Kernel Approach to Increase Hyperspectral Image Classification Accuracy. IGARSS (2) 2009: 855-858 - [c9]Begüm Demir, Sarp Ertürk, M. Kemal Güllü:
Wavelet Shrinkage Denoising of Intrinsic Mode Functions of Hyperspectral Image Bands for Classification with High Accuracy. IGARSS (3) 2009: 983-986 - [c8]Begüm Demir, Sarp Ertürk:
Accurate SVM classification using border training patterns. WHISPERS 2009: 1-4 - 2008
- [c7]Begüm Demir, Sarp Ertürk:
Improved hyperspectral image classification with noise reduction pre-process. EUSIPCO 2008: 1-4 - [c6]Begüm Demir, Sarp Ertürk:
Reducing the Computational Load of Hyperspectral Band Selection Using the One-Bit Transform of Hyperspectral Bands. IGARSS (2) 2008: 919-922 - [c5]Begüm Demir, Sarp Ertürk:
Empirical Mode Decomposition Pre-Process for Higher Accuracy Hyperspectral Image Classification. IGARSS (2) 2008: 939-941 - [c4]Begüm Demir, Sarp Ertürk:
Spectral Magnitude and Spectral Derivative Feature Fusion for Improved Classification of Hyperspectral Images. IGARSS (3) 2008: 1020-1023 - 2007
- [c3]Begüm Demir, Sarp Ertürk:
Hyperspectral data classification using RVM with pre-segmentation and RANSAC. IGARSS 2007: 1763-1766 - [c2]Begüm Demir, Sarp Ertürk:
Phase correlation based supervised classification of hyperspectral images using multiple class representatives. IGARSS 2007: 2822-2824 - 2006
- [c1]Begüm Demir, Sarp Ertürk:
Block Motion Estimation Using Modified Two-Bit Transform. ISCIS 2006: 522-531
Data and Artifacts
- 2023
- [d1]Fabian Jaensch, Giuseppe Caire, Begüm Demir:
RMDirectionalBerlin. Zenodo, 2023
Informal and Other Publications
- 2024
- [i49]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) - [i48]Fabian Jaensch, Giuseppe Caire, Begüm Demir:
Radio Map Estimation - An Open Dataset with Directive Transmitter Antennas and Initial Experiments. CoRR abs/2402.00878 (2024) - [i47]Angelos Zavras, Dimitrios Michail, Begüm Demir, Ioannis Papoutsis:
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment. CoRR abs/2402.09816 (2024) - [i46]Tom Burgert, Begüm Demir:
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images. CoRR abs/2403.14547 (2024) - [i45]Tom Burgert, Tim Siebert, Kai Norman Clasen, Begüm Demir:
A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification. CoRR abs/2405.13451 (2024) - [i44]Baris Büyüktas, Kenneth Weitzel, Sebastian Völkers, Felix Zailskas, Begüm Demir:
Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification. CoRR abs/2405.15405 (2024) - [i43]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 abs/2405.15477 (2024) - [i42]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) - [i41]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 abs/2406.16513 (2024) - [i40]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
- [i39]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 abs/2305.08413 (2023) - [i38]Akshara Preethy Byju, Martin Hermann Paul Fuchs, Alisa Walda, Begüm Demir:
Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images. CoRR abs/2305.08514 (2023) - [i37]Martin Hermann Paul Fuchs, Begüm Demir:
HySpecNet-11k: A Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods. CoRR abs/2306.00385 (2023) - [i36]Leonard W. Hackel, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir:
LiT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing. CoRR abs/2306.00758 (2023) - [i35]Baris Büyüktas, Gencer Sumbul, Begüm Demir:
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. CoRR abs/2306.00792 (2023) - [i34]David Hoffmann, Kai Norman Clasen, Begüm Demir:
Transformer-based Multi-Modal Learning for Multi Label Remote Sensing Image Classification. CoRR abs/2306.01523 (2023) - [i33]Lars Möllenbrok, Begüm Demir:
Active Learning Guided Fine-Tuning for enhancing Self-Supervised Based Multi-Label Classification of Remote Sensing Images. CoRR abs/2306.06908 (2023) - [i32]Gencer Sumbul, Begüm Demir:
Label Noise Robust Image Representation Learning based on Supervised Variational Autoencoders in Remote Sensing. CoRR abs/2306.08575 (2023) - [i31]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) - [i30]Michael Mommert, Nicolas Kesseli, Joëlle Hanna, Linus Scheibenreif, Damian Borth, Begüm Demir:
Ben-ge: Extending BigEarthNet with Geographical and Environmental Data. CoRR abs/2307.01741 (2023) - [i29]Baris Büyüktas, Gencer Sumbul, Begüm Demir:
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification. CoRR abs/2311.06141 (2023) - 2022
- [i28]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) - [i27]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 abs/2201.07495 (2022) - [i26]Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir:
Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing. CoRR abs/2201.08125 (2022) - [i25]Adina Zell, Gencer Sumbul, Begüm Demir:
Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning. CoRR abs/2202.11388 (2022) - [i24]Gencer Sumbul, Markus Müller, Begüm Demir:
A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing. CoRR abs/2202.11429 (2022) - [i23]Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir:
An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing. CoRR abs/2202.13117 (2022) - [i22]Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir:
Coreset of Hyperspectral Images on Small Quantum Computer. CoRR abs/2204.04691 (2022) - [i21]Georgii Mikriukov, Mahdyar Ravanbakhsh, Begüm Demir:
Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing. CoRR abs/2204.08707 (2022) - [i20]Tom Burgert, Mahdyar Ravanbakhsh, Begüm Demir:
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification. CoRR abs/2207.13975 (2022) - [i19]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 abs/2208.10830 (2022) - [i18]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 abs/2210.02071 (2022) - [i17]Tim Siebert, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir:
Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing. CoRR abs/2210.04510 (2022) - [i16]Lars Möllenbrok, Begüm Demir:
Deep Active Learning for Multi-Label Classification of Remote Sensing Images. CoRR abs/2212.01165 (2022) - [i15]Gencer Sumbul, Begüm Demir:
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing. CoRR abs/2212.01261 (2022) - 2021
- [i14]Tristan Kreuziger, Mahdyar Ravanbakhsh, Begüm Demir:
A Novel Triplet Sampling Method for Multi-Label Remote Sensing Image Search and Retrieval. CoRR abs/2105.03647 (2021) - [i13]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 abs/2105.05496 (2021) - [i12]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) - [i11]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
- [i10]Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir:
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration. CoRR abs/2003.03440 (2020) - [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) - [i5]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 abs/2012.10715 (2020) - 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]Subhankar Roy, Enver Sangineto, Begüm Demir, Nicu Sebe:
Metric-Learning based Deep Hashing Network for Content Based Retrieval of Remote Sensing Images. CoRR abs/1904.01258 (2019) - [i1]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)
Coauthor Index
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