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A Deep Generative Model that Uses Physical Quantities to Generate and Retrieve Solar Magnetic Active Regions

  • Authors: Subhamoy Chatterjee, Andrés Muñoz-Jaramillo, Anna Malanushenko

Subhamoy Chatterjee et al 2026 The Astrophysical Journal Supplement Series 284 .

  • Provider: AAS Journals

Caption: Figure 8.

Comparison of SSL-based retrieval of real matches with those based on a physical parameter space. Each row shows from left to right, a synthetic query image, a closest real match based on an SSL latent space, a closest match based on a three-parameter physical space (TUF, PSEP and R) with Euclidean distance, and the one based on the same physical space via the Mahalanobis distance.

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