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5 Results Found

  • Article
  • Open Access
489 Citations
42,281 Views
25 Pages

Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series

  • Charlotte Pelletier,
  • Geoffrey I. Webb and
  • François Petitjean

4 March 2019

Latest remote sensing sensors are capable of acquiring high spatial and spectral Satellite Image Time Series (SITS) of the world. These image series are a key component of classification systems that aim at obtaining up-to-date and accurate land cove...

  • Article
  • Open Access
8 Citations
3,438 Views
25 Pages

Mapping Integrated Crop–Livestock Systems Using Fused Sentinel-2 and PlanetScope Time Series and Deep Learning

  • João P. S. Werner,
  • Mariana Belgiu,
  • Inacio T. Bueno,
  • Aliny A. Dos Reis,
  • Ana P. S. G. D. Toro,
  • João F. G. Antunes,
  • Alfred Stein,
  • Rubens A. C. Lamparelli,
  • Paulo S. G. Magalhães and
  • Gleyce K. D. A. Figueiredo
  • + 2 authors

17 April 2024

Integrated crop–livestock systems (ICLS) are among the main viable strategies for sustainable agricultural production. Mapping these systems is crucial for monitoring land use changes in Brazil, playing a significant role in promoting sustainab...

  • Article
  • Open Access
3 Citations
2,557 Views
21 Pages

12 November 2023

Northern Slopes of Tianshan Mountain (NSTM) in Xinjiang hold significance as a principal agricultural hub within the region’s arid zone. Accurate crop mapping across vast agricultural expanses is fundamental for intelligent crop monitoring and...

  • Article
  • Open Access
10 Citations
6,124 Views
26 Pages

7 June 2023

With the increasing volume of collected Earth observation (EO) data, artificial intelligence (AI) methods have become state-of-the-art in processing and analyzing them. However, there is still a lack of high-quality, large-scale EO datasets for train...

  • Article
  • Open Access
17 Citations
5,434 Views
15 Pages

21 March 2024

In modern aquaculture, the focus is on optimizing production and minimizing environmental impact through the use of recirculating water systems, particularly in outdoor setups. In such systems, maintaining water quality is crucial for sustaining a he...