activity
20182021
most citedSubsurface structure analysis using computational interpretation and learning: A visual signal processing perspective

74 citations · 146 across the 11 of their papers we have counts for

collaborators

16 papers

eess.IV20212 cited

Meta-Optimization of Deep CNN for Image Denoising Using LSTM

Basit O. Alawode, Motaz Alfarraj

The recent application of deep learning (DL) to various tasks has seen the performance of classical techniques surpassed by their DL-based counterparts. As a result, DL has equally…

physics.geo-ph2021

Joint Learning for Spatial Context-based Seismic Inversion of Multiple Datasets for Improved Generalizability and Robustness

Ahmad Mustafa, Motaz Alfarraj, Ghassan AlRegib

Seismic inversion plays a very useful role in detailed stratigraphic interpretation of seismic data. Seismic inversion enables estimation of rock properties over the complete seism…

eess.IV2020

Spatiotemporal Modeling of Seismic Images for Acoustic Impedance Estimation

Ahmad Mustafa, Motaz Alfarraj, Ghassan AlRegib

Seismic inversion refers to the process of estimating reservoir rock properties from seismic reflection data. Conventional and machine learning-based inversion workflows usually wo…

eess.IV2020

Fabric Surface Characterization: Assessment of Deep Learning-based Texture Representations Using a Challenging Dataset

Yuting Hu, Zhiling Long, Anirudha Sundaresan +4

Tactile sensing or fabric hand plays a critical role in an individual's decision to buy a certain fabric from the range of available fabrics for a desired application. Therefore, t…

physics.geo-ph2019

Semi-supervised Sequence Modeling for Elastic Impedance Inversion

Motaz Alfarraj, Ghassan AlRegib

Recent applications of machine learning algorithms in the seismic domain have shown great potential in different areas such as seismic inversion and interpretation. However, such a…

eess.SP2019

Estimation of Acoustic Impedance from Seismic Data using Temporal Convolutional Network

Ahmad Mustafa, Motaz Alfarraj, Ghassan AlRegib

In exploration seismology, seismic inversion refers to the process of inferring physical properties of the subsurface from seismic data. Knowledge of physical properties can prove…