548 citations · 1.2k across the 34 of their papers we have counts for
4 papers · 1 filter
An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks
Kexin Zhang, Gencer Sumbul, Begüm Demir
This paper presents a generative adversarial network based super-resolution (SR) approach (which is called as S2GAN) to enhance the spatial resolution of Sentinel-2 spectral bands.…
Metric-Learning based Deep Hashing Network for Content Based Retrieval of Remote Sensing Images
Subhankar Roy, Enver Sangineto, Begüm Demir +1
Hashing methods have been recently found very effective in retrieval of remote sensing (RS) images due to their computational efficiency and fast search speed. The traditional hash…
A Novel Multi-Attention Driven System For Multi-Label Remote Sensing Image Classification
Gencer Sumbul, Begüm Demir
This paper presents a novel multi-attention driven system that jointly exploits Convolutional Neural Network (CNN) and Recurrent Neural Network (RNN) in the context of multi-label…
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding
Gencer Sumbul, Marcela Charfuelan, Begüm Demir +1
This paper presents the BigEarthNet that is a new large-scale multi-label Sentinel-2 benchmark archive. The BigEarthNet consists of 590,326 Sentinel-2 image patches, each of which…