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Arxiv

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Image Credit: Arxiv

Enhancing Image Resolution of Solar Magnetograms: A Latent Diffusion Model Approach

  • The study focuses on enhancing the resolution of solar magnetograms taken by the Michelson Doppler Imager (MDI).
  • A novel diffusion model approach called Latent Diffusion Model (LDM) is used to super-resolve the MDI magnetograms.
  • The resolution of MDI observations is enhanced from 2"/pixel to 0.5"/pixel to match the higher-resolution capabilities of the Helioseismic and Magnetic Imager (HMI).
  • Reconstructed images are evaluated using classical metrics and physical properties are examined to ensure preservation.

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