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Begüm 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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2020 – today
- 2025
- [j48]Jakob Hackstein, Gencer Sumbul
, Kai Norman Clasen
, Begüm Demir:
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. 63: 1-14 (2025) - 2024
- [j47]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) - [j46]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) - [j45]Genc Hoxha
, Gencer Sumbul
, Julia Henkel, Lars Möllenbrok
, Begüm Demir
:
Annotation Cost-Efficient Active Learning for Deep Metric Learning-Driven Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 62: 1-11 (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) - [c73]Ana Lomashvili, Kristin Rammelkamp, Olivier Gasnault, Protim Bhattacharjee, Elise Clavé, Christoph H. Egerland, Susanne Schröder, Begüm Demir, Nina L. Lanza:
Optimized Martian Dust Displacement Detection Using Explainable Machine Learning. CVPR Workshops 2024: 6779-6788 - [c72]Panagiotis Agrafiotis, Lukasz Janowski, Dimitrios Skarlatos, Begüm Demir:
MAGICBATHYNET: A Multimodal Remote Sensing Dataset for Bathymetry Prediction and Pixel-Based Classification in Shallow Waters. IGARSS 2024: 249-253 - [c71]Theresa Follath, David Mickisch, Jan Hemmerling, Stefan Erasmi, Marcel Schwieder, Begüm Demir:
Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series. IGARSS 2024: 1937-1941 - [c70]Tom Burgert, Begüm Demir:
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images. IGARSS 2024: 8624-8628 - [c69]Baris Büyüktas, Kenneth Weitzel, Sebastian Völkers, Felix Zailskas, Begüm Demir:
Transformer-Based Federated Learning For Multi-Label Remote Sensing Image Classification. IGARSS 2024: 8726-8730 - [i51]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) - [i50]Fabian Jaensch, Giuseppe Caire, Begüm Demir:
Radio Map Estimation - An Open Dataset with Directive Transmitter Antennas and Initial Experiments. CoRR abs/2402.00878 (2024) - [i49]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) - [i48]Tom Burgert, Begüm Demir:
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images. CoRR abs/2403.14547 (2024) - [i47]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) - [i46]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) - [i45]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) - [i44]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) - [i43]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) - [i42]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) - [i41]Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir:
HyCoT: Hyperspectral Compression Transformer with an Efficient Training Strategy. CoRR abs/2408.08700 (2024) - [i40]Fabian Jaensch, Giuseppe Caire, Begüm Demir:
Radio Map Prediction from Aerial Images and Application to Coverage Optimization. CoRR abs/2410.17264 (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) - [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 - [d3]Fabian Jaensch
, Giuseppe Caire
, Begüm Demir
:
RMDirectionalBerlin. Zenodo, 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
- [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) - [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, Thekke Madam Nimisha, 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, 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. IGARSS 2022: 4847-4850 - [c52]Soronzonbold Otgonbaatar, Mihai Datcu, Begüm Demir:
Coreset of Hyperspectral Images on a Small Quantum Computer. IGARSS 2022: 4923-4926 - [i28]Jun Xiang, Gencer Sumbul, Thekke Madam Nimisha, 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
- [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) - [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 - [d2]Sylvain Lobry
, Begüm Demir, Devis Tuia
:
RSVQAxBEN. Version 0.1. Zenodo, 2021 [all versions] - [d1]Sylvain Lobry
, Begüm Demir, Devis Tuia
:
RSVQAxBEN. Version 1.0. Zenodo, 2021 [all versions] - [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
- [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) - [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 - [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)
2010 – 2019
- 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) - [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 - [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) - 2018
- [j21]