Super-Resolution of Solar Magnetograms via Adaptive Stratified Ensemble Learning with Uncertainty Estimation

arXiv:2609.27131 · cs.CV, astro-ph.SR · Submitted 2026-09-22 · Read on arXiv

cs.CV, astro-ph.SR

Submitted: 2026-09-22

Updated: 2026-09-22

Terminology

Epistemic Uncertainty — 7× in this paper · explained in 10 episodes
Ablation — 5× in this paper · explained in 1 episode
Conference on Computer Vision and Pattern Recognition — 4× in this paper
Fidelity — 4× in this paper · explained in 2 episodes
Active Regions — 3× in this paper · explained in 1 episode
Ensemble Learning — 3× in this paper · explained in 2 episodes
Reconstruction Error — 3× in this paper · explained in 2 episodes
Fine-Tuning — 2× in this paper · explained in 5 episodes
Helioseismic and Magnetic Imager — 2× in this paper
Michelson Doppler Imager — 2× in this paper
Pearson Correlation Coefficient — 2× in this paper
Robustness — 2× in this paper · explained in 5 episodes
Solar Dynamics Observatory — 2× in this paper
Stratified Specialist Ensemble — 2× in this paper
Structural Similarity Index Measure — 2× in this paper
Accuracy — 1× in this paper · explained in 1 episode
Adaptive Weighting — 1× in this paper · explained in 1 episode
Adversarial Training — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Decoupling — 1× in this paper · explained in 2 episodes
Diffusion Model — 1× in this paper · explained in 8 episodes
Exponential Moving Average (EMA) — 1× in this paper · explained in 2 episodes
Hallucination — 1× in this paper · explained in 3 episodes
Joint Science Operations Center — 1× in this paper
Mean Squared Error — 1× in this paper
Peak Signalto-Noise Ratio — 1× in this paper
Residualin-Residual Dense Block — 1× in this paper
Test-time augmentation (TTA) — 1× in this paper · explained in 2 episodes
Unified Framework — 1× in this paper · explained in 5 episodes

Terminology

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