548 citations · 1.2k across the 31 of their papers we have counts for
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Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning
Gencer Sumbul, Begüm Demir
The development of deep learning based image representation learning (IRL) methods has attracted great attention for various image understanding problems. Most of these methods req…
Deep Active Learning for Multi-Label Classification of Remote Sensing Images
Lars Möllenbrok, Gencer Sumbul, Begüm Demir
In this letter, we introduce deep active learning (AL) for multi-label classification (MLC) problems in remote sensing (RS). In particular, we investigate the effectiveness of seve…
A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing
Gencer Sumbul, Markus Müller, Begüm Demir
Due to the availability of multi-modal remote sensing (RS) image archives, one of the most important research topics is the development of cross-modal RS image retrieval (CM-RSIR)…
Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning
Adina Zell, Gencer Sumbul, Begüm Demir
This paper introduces a novel deep metric learning-based semi-supervised regression (DML-S2R) method for parameter estimation problems. The proposed DML-S2R method aims to mitigate…
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval
Gencer Sumbul, Jun Xiang, Nimisha Thekke Madam +1
Remote sensing (RS) images are usually stored in compressed format to reduce the storage size of the archives. Thus, existing content-based image retrieval (CBIR) systems in RS req…