FUSING SENTINEL-1 AND SENTINEL-2 IMAGES WITH TRANSFORMER-BASED NETWORK FOR DEFORESTATION DETECTION IN THE BRAZILIAN AMAZON UNDER DIVERSE CLOUD CONDITIONS

FUSING SENTINEL-1 AND SENTINEL-2 IMAGES WITH TRANSFORMER-BASED NETWORK FOR DEFORESTATION DETECTION IN THE BRAZILIAN AMAZON UNDER DIVERSE CLOUD CONDITIONS

Deforestation is an environmental problem that significantly impacts biodiversity and climate change. Deforestation detection is usually performed using optical remote sensing images, limiting the detection capability to the dry season in which images are not comprised of clouds. In this work, we pr...

Full description

Bibliographic Details
Main Authors:	F. Ferrari, M. P. Ferreira, R. Q. Feitosa
Format:	Article
Language:	English
Published:	Copernicus Publications 2023-12-01
Series:	ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	https://isprs-annals.copernicus.org/articles/X-1-W1-2023/999/2023/isprs-annals-X-1-W1-2023-999-2023.pdf

Similar Items

Near-real time deforestation detection in the Brazilian Amazon with Sentinel-1 and neural networks
by: Claudia Arantes Silva, et al.
Published: (2022-12-01)

DEFORESTATION DETECTION IN THE AMAZON WITH SENTINEL-1 SAR IMAGE TIME SERIES
by: K. Karaman, et al.
Published: (2023-12-01)

Deforestation Detection with Fully Convolutional Networks in the Amazon Forest from Landsat-8 and Sentinel-2 Images
by: Daliana Lobo Torres, et al.
Published: (2021-12-01)

EXPLORING NASA’S HARMONIZED LANDSAT AND SENTINEL-2 (HLS) DATASET TO MONITOR DEFORESTATION IN THE AMAZON RAINFOREST
by: S. Lechler, et al.
Published: (2020-08-01)

Brazilian Amazon indigenous territories under deforestation pressure
by: Celso H. L. Silva-Junior, et al.
Published: (2023-04-01)

Mapping Roads in the Brazilian Amazon with Artificial Intelligence and Sentinel-2
by: Jonas Botelho, et al.
Published: (2022-07-01)

Integration of Sentinel-1 and Sentinel-2 for Classification and LULC Mapping in the Urban Area of Belém, Eastern Brazilian Amazon
by: Paulo Amador Tavares, et al.
Published: (2019-03-01)

Comparison of Cloud Cover Detection Algorithms on Sentinel–2 Images of the Amazon Tropical Forest
by: Alber Hamersson Sanchez, et al.
Published: (2020-04-01)

A COMPARISON OF CLOUD REMOVAL METHODS FOR DEFORESTATION MONITORING IN AMAZON RAINFOREST
by: J. A. C. Martinez, et al.
Published: (2022-05-01)

Importance of Protected Areas by Brazilian States to Reduce Deforestation in the Amazon
by: Marcos V. L. Sousa, et al.
Published: (2023-05-01)

Combating Deforestation through REDD+ in the Brazilian Amazon:
by: Anthony Hall
Published: (2013-07-01)

Stimulus for land grabbing and deforestation in the Brazilian Amazon
by: Brenda Brito, et al.
Published: (2019-01-01)

Combating Deforestation through REDD+ in the Brazilian Amazon:
by: Anthony Hall
Published: (2013-07-01)

Mining drives extensive deforestation in the Brazilian Amazon
by: Laura J. Sonter, et al.
Published: (2017-10-01)

The Interface Between Deforestation and Urbanization in the Brazilian Amazon
by: Julia Corrêa Côrtes, et al.

Sentinel-2 Cloud Removal Considering Ground Changes by Fusing Multitemporal SAR and Optical Images
by: Jianhao Gao, et al.
Published: (2021-10-01)

Thin Cloud Removal Fusing Full Spectral and Spatial Features for Sentinel-2 Imagery
by: Jun Li, et al.
Published: (2022-01-01)

USING TIME SERIES IMAGE DATA TO IMPROVE THE GENERALIZATION CAPABILITIES OF A CNN – THE EXAMPLE OF DEFORESTATION DETECTION WITH SENTINEL-2
by: M. X. Ortega, et al.
Published: (2023-12-01)

Slowing Deforestation in the Brazilian Amazon: Avoiding Legal Deforestation by Compensating Farmers and Ranchers
by: Marcelo C. C. Stabile, et al.
Published: (2022-02-01)

Adjustment of Sentinel-3 Spectral Bands With Sentinel-2 to Enhance the Quality of Spatio-Temporally Fused Images
by: Meryeme Boumahdi, et al.
Published: (2024-01-01)

Improving Deforestation Detection on Tropical Rainforests Using Sentinel-1 Data and Convolutional Neural Networks
by: Mabel Ortega Adarme, et al.
Published: (2022-07-01)

Comment on “Comparison of Cloud Cover Detection Algorithms on Sentinel-2 Images of the Amazon Tropical Forest”
by: Olivier Hagolle, et al.
Published: (2021-03-01)

Reply to Comment on “Comparison of Cloud Cover Detection Algorithms on Sentinel–2 Images of the Amazon Tropical Forest”
by: Alber Hamersson Sanchez, et al.
Published: (2021-03-01)

Analysis of the Influence of Deforestation on the Microphysical Parameters of Clouds in the Amazon
by: Helder José Farias da Silva, et al.
Published: (2022-10-01)

EXPLOITING SENTINEL-1 SAR TIME SERIES TO DETECT GRASSLANDS IN THE NORTHERN BRAZILIAN AMAZON
by: A. F. Carneiro, et al.
Published: (2020-08-01)

Forecasting deforestation in the Brazilian Amazon to prioritize conservation efforts
by: Rodolfo Jaffé, et al.
Published: (2021-01-01)

Marked non-compliance with deforestation embargoes in the Brazilian Amazon
by: Verissimo César Sousa da Silva, et al.
Published: (2022-01-01)

National economic development and tropical deforestation in the Brazilian Amazon
by: Appleyard, Moana R. (Moana Rose)
Published: (2012)

Influence of Environmental Governance on Deforestation in Municipalities of the Brazilian Amazon.
by: Lilian Fernandes Oliveira Dias, et al.
Published: (2015-01-01)

Influence of deforestation, logging, and fire on malaria in the Brazilian Amazon.
by: Micah B Hahn, et al.
Published: (2014-01-01)

The Cost of Forest Preservation in the Brazilian Amazon: The "Arc of Deforestation"
by: Felipe de Figueiredo Silva, et al.
Published: (2019-09-01)

EVALUATION OF DEEP LEARNING TECHNIQUES FOR DEFORESTATION DETECTION IN THE AMAZON FOREST
by: M. X. Ortega, et al.
Published: (2019-09-01)

DEFORESTATION DETECTION IN THE AMAZON RAINFOREST WITH SPATIAL AND CHANNEL ATTENTION MECHANISMS
by: P. Tovar, et al.
Published: (2021-06-01)

MULTI-ATTENTION GHOSTNET FOR DEFORESTATION DETECTION IN THE AMAZON RAINFOREST
by: M. X. Ortega Adarme, et al.
Published: (2022-05-01)

Detecting Deforestation Using Logistic Analysis and Sentinel-1 Multitemporal Backscatter Data
by: Adrian Dascălu, et al.
Published: (2023-01-01)

Potential of Recurrence Metrics from Sentinel-1 Time Series for Deforestation Mapping
by: Felix Cremer, et al.
Published: (2020-01-01)

Geointelligence against Illegal Deforestation and Timber Laundering in the Brazilian Amazon
by: Franco Perazzoni, et al.
Published: (2020-06-01)

The economics of deforestation : evidence from the Brazilian Amazon and New England
by: Pfaff, Alexander Strickland Putalik
Published: (2005)

The hidden deforestation of Amazon
Published: (2005-01-01)

Mapping Plantations in Myanmar by Fusing Landsat-8, Sentinel-2 and Sentinel-1 Data along with Systematic Error Quantification
by: Ate Poortinga, et al.
Published: (2019-04-01)