Inversion of Magnetic Data using Learned Dictionaries and Scale Space

arXiv:2502.05451 · physics.geo-ph, cs.CV, cs.LG · Submitted 2025-02-27 · Read on arXiv

Shadab Ahamed, Simon Ghyselincks, Pablo Chang Huang Arias, Julian Kloiber, Yasin Ranjbar, Jingrong Tang, Niloufar Zakariaei, Eldad Haber

physics.geo-ph, cs.CV, cs.LG

Submitted: 2025-02-27

Updated: 2026-08-19

Code: https://github.com/ahxmeds/magnetic-inversion-dictionary

Terminology

Regularization — 28× in this paper · explained in 3 episodes
Inverse Problem — 12× in this paper · explained in 2 episodes
Robustness — 5× in this paper · explained in 5 episodes
Accuracy — 4× in this paper · explained in 1 episode
Adaptability — 3× in this paper · explained in 1 episode
Loss Function — 3× in this paper · explained in 2 episodes
Sparsity — 3× in this paper · explained in 4 episodes
Latent Representation — 2× in this paper · explained in 2 episodes
Normalized Mean Squared Error — 2× in this paper
Fidelity — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Objective Function — 1× in this paper · explained in 2 episodes
Wavelet Transform — 1× in this paper · explained in 2 episodes

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