Publications

Publications

2021

International Journals

Informative and Representative Triplet Selection for Multi-Label Remote Sensing Image Retrieval

Gencer Sumbul, Mahdyar Ravanbakhsh, Begüm Demir
IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2021.3124326, 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, Mário Caetano, Begüm Demir, Volker Markl
IEEE Geoscience and Remote Sensing Magazine, vol. 9, no. 3, pp. 174-180, Sept. 2021.

Metric-Learning based Deep Hashing Network for Content Based Retrieval of Remote Sensing Images

Subhankar Roy, Enver Sangineto, Begüm Demir and Nicu Sebe
IEEE Geoscience and Remote Sensing Letters, vol. 18, no. 2, pp. 226-230, 2021.

Unsupervised Remote Sensing Image Retrieval using Probabilistic Latent Semantic Hashing

Ruben Fernandez-Beltrán, Begüm Demir, Filiberto Pla and Antonio Plaza
IEEE Geoscience and Remote Sensing Letters, vol. 18, no. 2, pp. 256-260, 2021.

Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration

Jian Kang, Danfeng Hong, Jialin Liu, Gearld Baier, Naoto Yokoya and Begüm Demir
IEEE Transactions on Neural Networks and Learning Systems, vol. 32, no. 2, pp. 826-840, 2021.

SD-RSIC: Summarization Driven Deep Remote Sensing Image Captioning

Gencer Sumbul, Sonali Nayak, Begüm Demir
IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 8, pp. 6922-6934, 2021.

Remote Sensing Image Scene Classiﬁcation with Deep Neural Networks in JPEG 2000 Compressed Domain

Akshara Preethy Byju, Gencer Sumbul, Begüm Demir and Lorenzo Bruzzone
IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 4, pp. 3458-3472, 2021.

International Conferences

SiDroForest Siberian Drone-mapped Forest inventory

Femke van Geffen, Birgit Heim, Ulrike Herzschuh, Luidmila Pestryakova, Evgenii Zakharov, Ronny Hänsch, Begüm Demir, Birgit Kleinschmit, Michael Förster, and Stefan Kruse
EGU General Assembly, 2021.

A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels

Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Tristan Kreuziger, Begüm Demir
IEEE International Conference on Image Processing, Anchorage, Alaska, USA, 2021.

RSVQA Meets BigEarthNet: A New, Large-Scale, Visual Question Answering Dataset For Remote Sensing

Sylvain Lobry, Begüm Demir, Devis Tuia
IEEE International Geoscience and Remote Sensing Symposium, Brussels, Belgium, 2021.

Agora-EO: A Unified Ecosystem for Earth Observation - A Vision for Boosting EO Data Literacy

Arne de Wall, Björn Deiseroth, Eleni Tzirita Zacharatou, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir and Volker Markl
Big Data from Space Conference, 2021.

A Novel Graph-Theoretic Deep Representation Learning Method For Multi-Label Remote Sensing Image Retrieval

Gencer Sumbul, Begüm Demir
IEEE International Geoscience and Remote Sensing Symposium, Brussels, Belgium, 2021.

Book Chapters

Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives

Gencer Sumbul, Jian Kang, Begüm Demir
Deep learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science and Geosciences, John Wiley & Sons, ISBN: 978-1-119-64614-3, 2021.

2020

International Journals

Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective

Genc Hoxha, Farid Melgani, Begüm Demir
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol.13, pp. 4462-4475, 2020.

A Progressive Content Based Image Retrieval in JPEG 2000 Compressed Remote Sensing Archives

Akshara Preethy Byju, Begüm Demir and Lorenzo Bruzzone
IEEE Transactions on Geoscience and Remote Sensing, vol. 58, no. 8, pp. 5739-5751, 2020.

A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification

Gencer Sumbul, Begüm Demir
IEEE Access, vol. 8, pp. 95934-95946, 2020.

International Conferences

Band-Wise Multi-Scale CNN Architecture for Remote Sensing Image Scene Classification

Jian Kang, Begüm Demir
IEEE International Geoscience and Remote Sensing Symposium, Waikoloa, HI, USA, pp. 1687-1690, 2020.

S2-cGAN: Self-Supervised Adversarial Representation Learning for Binary Change Detection in Multispectral Images

Jose Luis Holgado Alvarez, Mahdyar Ravanbakhsh, Begüm Demir
IEEE International Geoscience and Remote Sensing Symposium, Waikoloa, HI, USA, pp. 2515-2518, 2020.

An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks

Kexin Zhang, Gencer Sumbul, Begüm Demir
Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS), 2020.

A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification

Hichame Yessou, Gencer Sumbul, Begüm Demir
IEEE International Geoscience and Remote Sensing Symposium, Waikoloa, HI, USA, pp. 1349-1352, 2020.

2019

International Journals

A Weighted SVM-Based Approach to Tree Species Classification at Individual Tree Crown Level Using LiDAR Data

Hoang Minh Nguyen, Begüm Demir, Michele Dalponte
MDPI Remote Sensing, vol. 11, no. 24, pp. 2948, 2019.

Capsule Networks for Object Detection in UAV Imagery

Mohamed Lamine Mekhalfi, Mesay Belete Bejiga, Davide Soresina, Farid Melgani and Begüm Demir
MDPI Remote Sensing, 11(14):1694, 2019.

An Unsupervised Multicode Hashing Method for Accurate and Scalable Remote Sensing Image Retrieval

Thomas Reato, Begüm Demir and Lorenzo Bruzzone
IEEE Geoscience and Remote Sensing Letters, 16(2):276-280, 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, R. Nadalet and Claudia Notarnicola
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12(8):2862-2877, 2019.

International Conferences

Retrieving Images with Generated Textual Descriptions

Genc Hoxha, Farid Melgani, Begüm Demir
IEEE International Geoscience and Remote Sensing Symposium, pp.5812-5815, 2019.

Approximating JPEG 2000 wavelet representation through deep neural networks for remote sensing image scene classification

Akshara Preethy Byju and Gencer Sumbul and Begüm Demir and Lorenzo Bruzzone
SPIE Image and Signal Processing for Remote Sensing, 111550S, 2019.

Weighted Support Vector Machines for Tree Species Classification using Lidar Data

Hoang Minh Nguyen and Begüm Demir and Michele Dalponte
IEEE International Geoscience and Remote Sensing Symposium, 6740-6743, 2019.

A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification

Gencer Sümbül and Begüm Demir
IEEE International Geoscience and Remote Sensing Symposium, 5726-5729, 2019.

BigEarthNet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding

Gencer Sümbül and Marcela Charfuelan and Begüm Demir and Volker Markl
IEEE International Geoscience and Remote Sensing Symposium, 5901-5904, 2019.

2018

International Journals

Multiple Kernel Learning for Remote Sensing Image Classification

Saeid Niazmardi and Begüm Demir and Lorenzo Bruzzone and Abdolreza Safari and Saeid Homayouni
IEEE Trans. Geoscience and Remote Sensing, 1425–1443, 2018.

Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method

Bindita Chaudhuri and Begüm Demir and Subhasis Chaudhuri and Lorenzo Bruzzone
IEEE Trans. Geoscience and Remote Sensing, 1144–1158, 2018.

A Novel System for Content-Based Retrieval of Single and Multi-Label High-Dimensional Remote Sensing Images

Osman Emre Dai and Begüm Demir and Bülent Sankur and Lorenzo Bruzzone
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2473-2490, 2018.

International Conferences

From Big Data to Big Information and Big Knowledge: the Case of Earth Observation Data

Konstantina Bereta, Manolis Koubarakis, Stefan Manegold, George Stamoulis, Begüm Demir
Proceedings of the 27th ACM International Conference on Information and Knowledge Management, 2018.

A novel active learning technique for multi-label remote sensing image scene classification

Bayable Teshome Zegeye and Begüm Demir
SPIE Image and Signal Processing for Remote Sensing, 10789 - 10789 - 8, 2018.

Integration of Remote Sensing with A Hydroclimatological Model for an Improved Monitoring of Alpine Glaciers

Mattia Callegari and Carlo Marin and Daniel Günther and Philipp Rastner and Lorenzo Bruzzone and Begüm Demir and Thomas Marke and Ulrich Strasser and Marc Zebisch and Claudia Notarnicola
International Conference on Geoscience and Remote Sensing Symposium, 6239-6242, 2018.

A Novel Data Fusion Technique for Snow Parameter Retrieval

Ludovica Gregorio and Mattia Callegari and Carlo Marin and Marc Zebisch and Lorenzo Bruzzone and Begüm Demir and Ulrich Strasser and Daniel Günther and Thomas Marke and Claudia Notarnicola
International Conference on Geoscience and Remote Sensing Symposium, 6247-6250, 2018.

Advanced Local Binary Patterns for Remote Sensing Image Retrieval

Issayas Tekeste and Begüm Demir
International Conference on Geoscience and Remote Sensing Symposium, 6855-6858, 2018.

Deep Metric and Hash-Code Learning for Content-Based Retrieval of Remote Sensing Images

Subhankar Roy and Enver Sangineto and Begüm Demir and Nicu Sebe
International Geoscience and Remote Sensing Symposium, 4539-4542, 2018.

A novel coarse-to-fine remote sensing image retrieval system in JPEG-2000 compressed domain

Begüm Demir and Akshara Preethy Byju and Lorenzo Bruzzone
SPIE Image and Signal Processing for Remote Sensing, 30, 2018.

Semantic-Fusion Gans for Semi-Supervised Satellite Image Classification

Subhankar Roy and Enver Sangineto and Nicu Sebe and Begüm Demir
International Conference in Image Processing, 684-688, 2018.