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- W3111302163 abstract "Precisely detecting solar Active Regions (AR) from multi-spectral images is a challenging task yet important in understanding solar activity and its influence on space weather. A main challenge comes from each modality capturing a different location of these 3D objects, as opposed to more traditional multi-spectral imaging scenarios where all image bands observe the same scene. We present a multi-task deep learning framework that exploits the dependencies between image bands to produce 3D AR detection where different image bands (and physical locations) each have their own set of results. We compare our detection method against baseline approaches for solar image analysis (multi-channel coronal hole detection, SPOCA for ARs (Verbeeck et al., 2013)) and a state-of-the-art deep learning method (Faster RCNN) and show enhanced performances in detecting ARs jointly from multiple bands." @default.
- W3111302163 created "2020-12-21" @default.
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- W3111302163 date "2021-01-01" @default.
- W3111302163 modified "2023-09-25" @default.
- W3111302163 title "Active Region Detection in Multi-spectral Solar Images" @default.
- W3111302163 doi "https://doi.org/10.5220/0010310504520459" @default.
- W3111302163 hasPublicationYear "2021" @default.
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