Search Results - "Ortega, Mabel X."
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Unsupervised multi-target domain adaptation for deforestation detection in tropical rainforest
Published in ISPRS annals of the photogrammetry, remote sensing and spatial information sciences (04-11-2024)“…Geographic variability of the classes of interest, differences in sensor characteristics and changes in atmospheric conditions during image acquisition, among…”
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Journal Article -
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Domain-Adversarial Neural Networks for Deforestation Detection in Tropical Forests
Published in IEEE geoscience and remote sensing letters (01-01-2022)“…Many deep-learning-based, domain adaptation methods for remote sensing applications rely on adversarial training strategies to align features extracted from…”
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Journal Article -
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Deep network based approaches to mitigate seasonal effects in SAR images for deforestation monitoring
Published in ISPRS annals of the photogrammetry, remote sensing and spatial information sciences (04-11-2024)“…Most deforestation monitoring programs are based on optical images, which are severely affected by clouds, especially in tropical regions. As an alternative,…”
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Journal Article -
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Comparison of Optical and SAR Data for Deforestation Mapping in the Amazon Rainforest with Fully Convolutional Networks
Published in 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS (11-07-2021)“…Early detection of deforestation processes is vital to maintain and regulate tropical rainforests, such as in the Amazon region. Most of them rely on optical…”
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Conference Proceeding -
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Combining recurrent and residual learning for deforestation monitoring using multitemporal SAR images
Published 09-10-2023“…With its vast expanse, exceeding that of Western Europe by twice, the Amazon rainforest stands as the largest forest of the Earth, holding immense importance…”
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Journal Article