Gencer Sumbul

According to our database, Gencer Sumbul authored at least 30 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

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

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

Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing.

Jakob Hackstein, Gencer Sumbul, Kai Norman Clasen, Begüm Demir

CoRR, 2024

2023

Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning.

Gencer Sumbul, Begüm Demir

IEEE Trans. Image Process., 2023

Deep Active Learning for Multi-Label Classification of Remote Sensing Images.

Lars Möllenbrok, Gencer Sumbul, Begüm Demir

IEEE Geosci. Remote. Sens. Lett., 2023

Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification.

Baris Büyüktas, Gencer Sumbul, Begüm Demir

CoRR, 2023

Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing.

Gencer Sumbul, Begüm Demir

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Annotation Cost Efficient Active Learning for Content Based Image Retrieval.

Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning.

Baris Büyüktas, Gencer Sumbul, Begüm Demir

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.

Gencer Sumbul, Jun Xiang, 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

Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval.

Gencer Sumbul, Begüm Demir

IEEE Trans. Geosci. Remote. Sens., 2022

Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing.

Gencer Sumbul, Begüm Demir

CoRR, 2022

A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval.

Gencer Sumbul, Jun Xiang, Nimisha Thekke Madam, Begüm Demir

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Deep Metric Learning-Based Semi-Supervised Regression with Alternate Learning.

Adina Zell, Gencer Sumbul, Begüm Demir

Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

A Novel Self-Supervised Cross-Modal Image Retrieval Method in Remote Sensing.

Gencer Sumbul, Markus Müller, Begüm Demir

Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

2021

SD-RSIC: Summarization-Driven Deep Remote Sensing Image Captioning.

Gencer Sumbul, Sonali Nayak, Begüm Demir

IEEE Trans. Geosci. Remote. Sens., 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

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

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

Gencer Sumbul, Begüm Demir

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020

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

Gencer Sumbul, Jian Kang, Begüm Demir

CoRR, 2020

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

Gencer Sumbul, Begüm Demir

IEEE Access, 2020

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

Hichame Yessou, Gencer Sumbul, Begüm Demir

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

2019

Multisource Region Attention Network for Fine-Grained Object Recognition in Remote Sensing Imagery.

Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy

IEEE Trans. Geosci. Remote. Sens., 2019

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

Kexin Zhang, Gencer Sumbul, Begüm Demir

CoRR, 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

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

Gencer Sumbul, Begüm Demir

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

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

Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018

Fine-Grained Object Recognition and Zero-Shot Learning in Remote Sensing Imagery.

Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy

IEEE Trans. Geosci. Remote. Sens., 2018

Fine-grained object recognition and zero-shot learning in multispectral imagery.

Gencer Sumbul, Selim Aksoy, Ramazan Gokberk Cinbis

Proceedings of the 26th Signal Processing and Communications Applications Conference, 2018