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v1v2v3 (latest)

BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding

17 January 2020
Gencer Sumbul
Jian Kang
Tristan Kreuziger
F. Marcelino
H. Costa
P. Benevides
M. Caetano
Begüm Demir
ArXiv (abs)PDFHTML

Papers citing "BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding"

17 / 17 papers shown
Efficient Self-Supervised Learning for Earth Observation via Dynamic Dataset Curation
Efficient Self-Supervised Learning for Earth Observation via Dynamic Dataset Curation
Thomas Kerdreux
A. Tuel
Quentin Febvre
A. Mouche
Bertrand Chapron
431
7
0
09 Apr 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing
Xiang Xiang
Zhuo Xu
Yao Deng
Yuwen Tan
Yifan Liang
Ke Chen
Qingfang Zheng
Yaowei Wang
Xilin Chen
Wen Gao
VLM
524
3
0
28 Feb 2025
SenCLIP: Enhancing zero-shot land-use mapping for Sentinel-2 with
  ground-level prompting
SenCLIP: Enhancing zero-shot land-use mapping for Sentinel-2 with ground-level promptingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Pallavi Jain
Dino Ienco
R. Interdonato
Tristan Berchoux
Diego Marcos
VLM
448
4
0
11 Dec 2024
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment
Angelos Zavras
Dimitrios Michail
Tim Siebert
Ioannis Papoutsis
VLM
530
16
0
15 Feb 2024
Extending global-local view alignment for self-supervised learning with
  remote sensing imagery
Extending global-local view alignment for self-supervised learning with remote sensing imagery
Xinye Wanyan
Sachith Seneviratne
Shuchang Shen
M. Kirley
315
38
0
12 Mar 2023
Massively Parallel Genetic Optimization through Asynchronous Propagation
  of Populations
Massively Parallel Genetic Optimization through Asynchronous Propagation of PopulationsInformation Security Conference (IS), 2023
Oskar Taubert
Marie Weiel
D. Coquelin
Anis Farshian
Charlotte Debus
A. Schug
Achim Streit
Markus Gotz
209
10
0
20 Jan 2023
Land Cover and Land Use Detection using Semi-Supervised Learning
Land Cover and Land Use Detection using Semi-Supervised Learning
Fahmida Tasnim Lisa
Md. Zarif Hossain
Sharmin Naj Mou
Shahriar Ivan
M. H. Kabir
151
2
0
21 Dec 2022
EarthNets: Empowering AI in Earth Observation
EarthNets: Empowering AI in Earth Observation
Zhitong Xiong
Fahong Zhang
Yi Wang
Yilei Shi
Xiao Xiang Zhu
491
79
0
10 Oct 2022
On the Effects of Different Types of Label Noise in Multi-Label Remote
  Sensing Image Classification
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image ClassificationIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Tom Burgert
Mahdyar Ravanbakhsh
Begüm Demir
NoLa
273
31
0
28 Jul 2022
Benchmarking and scaling of deep learning models for land cover image
  classification
Benchmarking and scaling of deep learning models for land cover image classification
Ioannis Papoutsis
Nikolaos Ioannis Bountos
Angelos Zavras
Dimitrios Michail
Christos Tryfonopoulos
496
81
0
18 Nov 2021
JUWELS Booster -- A Supercomputer for Large-Scale AI Research
JUWELS Booster -- A Supercomputer for Large-Scale AI Research
Stefan Kesselheim
A. Herten
K. Krajsek
J. Ebert
J. Jitsev
...
A. Strube
Roshni Kamath
Martin G. Schultz
M. Riedel
T. Lippert
GNN
302
23
0
30 Jun 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using
  Contrastive Multiview Coding
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding
Vladan Stojnić
Vladimir Risojević
SSL
318
126
0
14 Apr 2021
Evaluating explainable artificial intelligence methods for multi-label
  deep learning classification tasks in remote sensing
Evaluating explainable artificial intelligence methods for multi-label deep learning classification tasks in remote sensingInternational Journal of Applied Earth Observation and Geoinformation (JAEOG), 2021
Ioannis Kakogeorgiou
Konstantinos Karantzalos
XAI
241
150
0
03 Apr 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote
  Sensing Data
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing DataIEEE International Conference on Computer Vision (ICCV), 2021
Oscar Manas
Alexandre Lacoste
Xavier Giró-i-Nieto
David Vazquez
Pau Rodríguez López
330
353
0
30 Mar 2021
A Comparative Study of Deep Learning Loss Functions for Multi-Label
  Remote Sensing Image Classification
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification
Hichame Yessou
Gencer Sumbul
Begüm Demir
216
38
0
29 Sep 2020
The color out of space: learning self-supervised representations for
  Earth Observation imagery
The color out of space: learning self-supervised representations for Earth Observation imagery
Stefano Vincenzi
Angelo Porrello
Pietro Buzzega
Marco Cipriano
Pietro Fronte
Roberto Cuccu
C. Ippoliti
A. Conte
Simone Calderara
SSL
256
65
0
22 Jun 2020
Segmentation of Satellite Imagery using U-Net Models for Land Cover
  Classification
Segmentation of Satellite Imagery using U-Net Models for Land Cover Classification
Priit Ulmas
I. Liiv
315
99
0
05 Mar 2020
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