Which Picker Fits My Data? A Quantitative Evaluation of Deep Learning Based Seismic Pickers

• Published in: Journal of geophysical research. Solid earth Vol. 127; no. 1
• Main Authors: Münchmeyer, Jannes, Woollam, Jack, Rietbrock, Andreas, Tilmann, Frederik, Lange, Dietrich, Bornstein, Thomas, Diehl, Tobias, Giunchi, Carlo, Haslinger, Florian, Jozinović, Dario, Michelini, Alberto, Saul, Joachim, Soto, Hugo
• Format: Journal Article
• Language: English
• Published: 01.01.2022

Seismic event detection and phase picking are the base of many seismological workflows. In recent years, several publications demonstrated that deep learning approaches significantly outperform classical approaches, achieving human‐like performance under certain circumstances. However, as studies di...