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- W4312480977 abstract "Certainly, unsupervised learning plays a critical role in the vast majority of the remote sensing (RS) applications due to the labeling costs. This research study focuses on a self-supervised representation learning approach for RS change detection (CD) based on increasing mutual information between features gathered from various views of a common context (same patch) in a non-linear way, inspired from a recently introduced unsupervised Deep Learning (DL) approach named InfoMax (DIM). The investigated model can learn image representations in unsupervised fashion that significantly produce promising results on CD. Outstandingly, using self-supervised learning, DIM model can learn representations on multispectral, hyperspectral or radar data. Our research reveals promising evidence of the significant potential utility of deep unsupervised features learning in other RS tasks." @default.
- W4312480977 created "2023-01-05" @default.
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- W4312480977 date "2022-07-17" @default.
- W4312480977 modified "2023-09-27" @default.
- W4312480977 title "Unsupervised Multispectral Remote Sensing Change Detection by Maximizing Mutual Information Across Views" @default.
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- W4312480977 doi "https://doi.org/10.1109/igarss46834.2022.9883773" @default.
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