Horizon auto-picking with quantitative uncertainty evaluation by using a modified vq-vae framework

HIGHLIGHTS

  • who: Cheng Yuan and colleagues from the Research Institute of Petroleum Exploration and Development-Northwest (NWGI), PetroChina, Lanzhou, China , Chengdu University of Technology, Chengdu, China have published the Article: Horizon auto-picking with quantitative uncertainty evaluation by using a modified VQ-VAE framework, in the Journal: (JOURNAL)
  • what: The authors propose a novel approach of deep-learning-based seismic horizon auto-picking that introduces a modified vector quantized variational autoencoder (VQ-VAE) framework to improve the accuracy of seismic horizon interpretation and for the first time quantitatively evaluate the uncertainty of the auto-picked horizon . . .

     

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