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

16 February 2019

Gencer Sumbul

Marcela Charfuelan

Begüm Demir

Volker Markl

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Papers citing "BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding"

21 / 171 papers shown

Title
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification A. Aksoy Mahdyar Ravanbakhsh Begüm Demir 35 24 0 19 Dec 2020
Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance Suite, Dataset Analysis and Multi-task Network Study J. Castillo-Navarro Bertrand Le Saux Alexandre Boulch Nicolas Audebert Sébastien Lefèvre 22 70 0 15 Oct 2020
Land Cover Semantic Segmentation Using ResUNet Vasilis Pollatos Loukas Kouvaras E. Charou SSeg 9 6 0 13 Oct 2020
MLRSNet: A Multi-label High Spatial Resolution Remote Sensing Dataset for Semantic Scene Understanding Xiaoman Qi P. Zhu Yuebin Wang Liqiang Zhang Junhuan Peng Mengfan Wu Jialong Chen Xudong Zhao Ning Zang P. Mathiopoulos 11 112 0 01 Oct 2020
Training general representations for remote sensing using in-domain knowledge Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby 23 19 0 30 Sep 2020
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification Hichame Yessou Gencer Sumbul Begüm Demir 19 31 0 29 Sep 2020
Deep Neural Networks for automatic extraction of features in time series satellite images Gael Kamdem De Teyou Y. Tarabalka I. Manighetti R. Almar S. Tripod 22 2 0 17 Aug 2020
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 26 63 0 22 Jun 2020
SatImNet: Structured and Harmonised Training Data for Enhanced Satellite Imagery Classification V. Syrris O. Pešek P. Soille 17 8 0 18 Jun 2020
Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset C. Qiu Xiaochong Tong M. Schmitt B. Bechtel Xiaoxiang Zhu 22 54 0 16 May 2020
Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities Gong Cheng Xingxing Xie Junwei Han Lei Guo Guisong Xia VLM 41 623 0 03 May 2020
Segmentation of Satellite Imagery using U-Net Models for Land Cover Classification Priit Ulmas I. Liiv 32 79 0 05 Mar 2020
A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks C. Qiu M. Schmitt Christian Gei T. Chen Xiaoxiang Zhu 14 58 0 31 Jan 2020
BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding Gencer Sumbul Jian Kang Tristan Kreuziger F. Marcelino H. Costa P. Benevides M. Caetano Begüm Demir 24 34 0 17 Jan 2020
Spotting insects from satellites: modeling the presence of Culicoides imicola through Deep CNNs Stefano Vincenzi Angelo Porrello Pietro Buzzega A. Conte C. Ippoliti L. Candeloro A. D. Lorenzo A. C. Dondona Simone Calderara 15 12 0 22 Nov 2019
In-domain representation learning for remote sensing Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby SSL 29 62 0 15 Nov 2019
Conditional Denoising of Remote Sensing Imagery Using Cycle-Consistent Deep Generative Models M. Zotov Jevgenij Gamper DiffM 10 4 0 31 Oct 2019
Apache Spark Accelerated Deep Learning Inference for Large Scale Satellite Image Analytics D. Lunga Jonathan Gerrand Lexie Yang Chris Layton R. Stewart 32 30 0 08 Aug 2019
SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion M. Schmitt Lloyd H. Hughes C. Qiu Xiaoxiang Zhu 19 254 0 18 Jun 2019
BreizhCrops: A Time Series Dataset for Crop Type Mapping M. Rußwurm Charlotte Pelletier Maximilian Zollner Sébastien Lefèvre Marco Korner AI4TS 29 72 0 28 May 2019
A Novel Multi-Attention Driven System For Multi-Label Remote Sensing Image Classification Gencer Sumbul Begüm Demir 20 34 0 28 Feb 2019