Leaderboards/Seismic Imaging and Inversion Techniques

Seismic Imaging and Inversion Techniques

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Kookjin Lee
Arizona State University
2
Angela F. Gao
California Institute of Technology
3
Muhammad M. Almajid
Saudi Aramco (United States)
4
Dayang Wang
Guangzhou University
5
Yuqing Wang
Hefei University of Technology
6
Xuebin Zhao
University of Edinburgh
7
Jack Woollam
Karlsruhe Institute of Technology
8
Qiqi Dai
National University of Singapore
9
Kunxi Wang
Quzhou College of Technology
10
Gege Wen
Stanford University

Rising Stars Papers

1
Bayesian Inversion, Uncertainty Analysis and Interrogation Using Boosting Variational Inference
Journal of Geophysical Research Solid Earth|2024
26 cit.
2
Variational prior replacement in Bayesian inference and inversion
Geophysical Journal International|2024
11 cit.
3
Physically Structured Variational Inference for Bayesian Full Waveform Inversion
Journal of Geophysical Research Solid Earth|2024
11 cit.
4
Production of low molecular oil from typical polyolefin plastics through molten salts thermal treatment
Fuel|2024
7 cit.
5
LoMAE: Simple Streamlined Low-Level Masked Autoencoders for Robust, Generalized, and Interpretable Low-Dose CT Denoising
IEEE Journal of Biomedical and Health Informatics|2024
7 cit.
6
On the design of ultra-sparse seismic surveys for monitoring subsurface CO2 storage sites using full waveform inversion
International journal of greenhouse gas control|2025
6 cit.
7
Learning From Clutter: An Unsupervised Learning-Based Clutter Removal Scheme for GPR B-Scans
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing|2024
5 cit.
8
High‐Asymmetry Metasurface: A New Solution for Terahertz Resonance via Active Learning‐Augmented Diffusion Model
Advanced Science|2025
5 cit.
9
Efficient Bayesian full-waveform inversion and analysis of prior hypotheses in three dimensions
Geophysics|2025
4 cit.
10
The Neoarchean granitoids in the Yanlingguan area, western Shandong, North China Craton record the transition from TTG to K-rich granitoids
Precambrian Research|2024
3 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Susannah R. Held
University of Colorado Boulder
2
Peng Jiang
Shandong University
3
Lianbo Zeng
China University of Petroleum, Beijing
4
Taylor Dahlke
Stanford Medicine
5
Aqsa Anees
Yunnan University
6
Saimin Zhang
Suzhou University of Technology
7
Marine Denolle
Earth and Space Research
8
Naihao Liu
Xi'an Jiaotong University
9
Jizhou Tang
Tongji University
10
Rhodri Jervis
Advanced Propulsion Centre

Emerging Leaders Papers

1
Seismic Data Reconstruction via Wavelet-Based Residual Deep Learning
IEEE Transactions on Geoscience and Remote Sensing|2022
115 cit.
2
Microscale crack propagation in shale samples using focused ion beam scanning electron microscopy and three-dimensional numerical modeling
Petroleum Science|2022
105 cit.
3
Reservoir Quality Prediction of Gas-Bearing Carbonate Sediments in the Qadirpur Field: Insights from Advanced Machine Learning Approaches of SOM and Cluster Analysis
Minerals|2022
70 cit.
4
Direct observations of electrochemically induced intergranular cracking in polycrystalline NMC811 particles
Journal of Materials Chemistry A|2023
70 cit.
5
Application of Machine Learning for Lithofacies Prediction and Cluster Analysis Approach to Identify Rock Type
Energies|2022
63 cit.
6
Numerical study of fracture dynamics in different shale fabric facies by integrating machine learning and 3-D lattice method: A case from Cangdong Sag, Bohai Bay basin, China
Journal of Petroleum Science and Engineering|2022
62 cit.
7
Similarity-Informed Self-Learning and Its Application on Seismic Image Denoising
IEEE Transactions on Geoscience and Remote Sensing|2022
59 cit.
8
Sparse Time–Frequency Analysis of Seismic Data: Sparse Representation to Unrolled Optimization
IEEE Transactions on Geoscience and Remote Sensing|2023
59 cit.
9
Sedimentary Facies Controls for Reservoir Quality Prediction of Lower Shihezi Member-1 of the Hangjinqi Area, Ordos Basin
Minerals|2022
47 cit.
10
Self-adaptive denoising net: Self-supervised learning for seismic migration artifacts and random noise attenuation
Journal of Petroleum Science and Engineering|2022
47 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Gilbert P. Compo
Cooperative Institute for Research in Environmental Sciences
2
Michael A. Saunders
Tecplot (United States)
3
Amos Nur
Stanford University
4
Mark D. Zoback
Earth Science Institute of the Slovak Academy of Sciences
5
Kurt J. Marfurt
Oklahoma City University
6
Jeroen Tromp
Princeton University
7
Mauricio D. Sacchi
University of Alberta
8
Sergey Fomel
Bureau of Economic Analysis
9
George A. McMechan
The University of Texas at Dallas
10
Gerard T. Schuster
University of Utah

Current Senior Leaders Papers

1
A Practical Guide to Wavelet Analysis
Bulletin of the American Meteorological Society|1998
14.9k cit.
2
Atomic Decomposition by Basis Pursuit
SIAM Journal on Scientific Computing|1998
7k cit.
3
Atomic Decomposition by Basis Pursuit
SIAM Review|2001
5.1k cit.
4
LSQR: An Algorithm for Sparse Linear Equations and Sparse Least Squares
ACM Transactions on Mathematical Software|1982
4.4k cit.
5
The Twentieth Century Reanalysis Project
Quarterly Journal of the Royal Meteorological Society|2011
3.7k cit.
6
SNOPT: An SQP Algorithm for Large-Scale Constrained Optimization
SIAM Review|2005
2.8k cit.
7
Solution of Sparse Indefinite Systems of Linear Equations
SIAM Journal on Numerical Analysis|1975
1.6k cit.
8
SNOPT: An SQP Algorithm for Large-Scale Constrained Optimization
SIAM Journal on Optimization|2002
1.6k cit.
9
Introduction to the spectral element method for three-dimensional seismic wave propagation
Geophysical Journal International|1999
1.5k cit.
10
Seismic tomography, adjoint methods, time reversal and banana-doughnut kernels
Geophysical Journal International|2004
1.1k cit.

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