Articles with "supervised sar" as a keyword



Learning From Reliable Unlabeled Samples for Semi-Supervised SAR ATR

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Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2022.3197892

Abstract: Synthetic aperture radar automatic target recognition (SAR ATR) has been suffering from the insufficient labeled samples as the annotation of SAR data is time-consuming. Thus, adding unlabeled samples into training has attracted the attention of… read more here.

Keywords: supervised sar; semi supervised; unlabeled samples; sar atr ... See more keywords

Self-Supervised SAR Despeckling by Integrating Denoiser Prior With Attributed Scattering Center

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Published in 2026 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2025.3637133

Abstract: Deep learning has become the mainstream approach for synthetic aperture radar (SAR) image despeckling. However, the lack of speckle-free SAR images poses a significant challenge for supervised deep learning methods. To overcome this limitation, we… read more here.

Keywords: self supervised; attributed scattering; sar despeckling; supervised sar ... See more keywords