Unsupervised Posterior Sampling for Seismic Data Recovery via Score-Based Generative Priors
Fuente:
arXiv
Saved in:
| Main Authors: | Meng, Chuangji, Gao, Jinghuai, Xu, Zongben |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Generative modeling of seismic data using diffusion models and its application to multi-purpose posterior sampling for noisy inverse problems
by: Meng, Chuangji, et al.
Published: (2025)
by: Meng, Chuangji, et al.
Published: (2025)
Seismic Random Noise Attenuation Using Non‐Local Reference‐Guided Deep Image Prior
by: Naihao Liu, et al.
Published: (2026)
by: Naihao Liu, et al.
Published: (2026)
Unsupervised Seismic Data Denoising via SIREN‐Guided Diffusion Mode
by: Ji Li, et al.
Published: (2026)
by: Ji Li, et al.
Published: (2026)
A Multi-physics Alternating Coupled Inversion Using Gravity and Full Waveform Data in Salt Dome
by: Dong, Siyuan, et al.
Published: (2026)
by: Dong, Siyuan, et al.
Published: (2026)
Uncertainty-aware Frequency-domain Acoustic Full Waveform Inversion Using Gaussian Random Fields and Ensemble Kalman Inversion
by: Li, Yunduo, et al.
Published: (2025)
by: Li, Yunduo, et al.
Published: (2025)
Implicit Neural Representations for Unsupervised Seismic Data Interpolation From Single Gather
by: Ganghoon Lee, et al.
Published: (2025)
by: Ganghoon Lee, et al.
Published: (2025)
A nodal discontinuous Galerkin method for wave propagation in coupled acoustic–elastic media
by: Ruiqi Li, et al.
Published: (2024)
by: Ruiqi Li, et al.
Published: (2024)
High‐Accuracy Reconstruction of 3D Seismic Data Constrained by Frequency Domain Priors
by: Xiang Zikun, et al.
Published: (2026)
by: Xiang Zikun, et al.
Published: (2026)
A Sampling Strategy Benchmark for Machine-Learning-Based Seismic Liquefaction Prediction
by: Hu, Jilei, et al.
Published: (2025)
by: Hu, Jilei, et al.
Published: (2025)
Seismic Random Noise Attenuation via Channel Attention‐Weighted Unsupervised Deep Learning
by: Yuting Wang, et al.
Published: (2026)
by: Yuting Wang, et al.
Published: (2026)
Seismic Image Denoising With A Physics-Constrained Deep Image Prior
by: Voytan, Dimitri P., et al.
Published: (2024)
by: Voytan, Dimitri P., et al.
Published: (2024)
Learning Stratigraphically Consistent Relative Geologic Time from 3D Seismic Data via Sinusoidal Mapping
by: Dou, Yimin, et al.
Published: (2026)
by: Dou, Yimin, et al.
Published: (2026)
CDDIP: Constrained Diffusion-Driven Deep Image Prior for Seismic Image Reconstruction
by: Goyes-Peñafiel, Paul, et al.
Published: (2024)
by: Goyes-Peñafiel, Paul, et al.
Published: (2024)
Time‐Frequency Domain Signal‐to‐Noise Ratio‐Guided Adaptive Attenuation Compensation for Thin Reservoir Interpretation
by: Zezhou Zhang, et al.
Published: (2026)
by: Zezhou Zhang, et al.
Published: (2026)
Diffusion Model-Based Posterior Sampling in Full Waveform Inversion
by: Taufik, Mohammad H., et al.
Published: (2025)
by: Taufik, Mohammad H., et al.
Published: (2025)
Efficient Seismic Data Interpolation via Sparse Attention Transformer and Diffusion Model
by: Wei, Xiaoli, et al.
Published: (2025)
by: Wei, Xiaoli, et al.
Published: (2025)
Unsupervised Local Primary‐and‐Multiple Orthogonalization Learning for Seismic Multiple Leakage Estimation
by: Dong Zhang, et al.
Published: (2026)
by: Dong Zhang, et al.
Published: (2026)
Generative Diffusion Model for Seismic Imaging Improvement of Sparsely Acquired Data and Uncertainty Quantification
by: Shi, Xingchen, et al.
Published: (2024)
by: Shi, Xingchen, et al.
Published: (2024)
Transformer For Low-frequency Extrapolating of Seismic Data
by: Cong, Zheng, et al.
Published: (2024)
by: Cong, Zheng, et al.
Published: (2024)
Enhanced 3D Gravity Inversion Using ResU-Net with Density Logging Constraints: A Dual-Phase Training Approach
by: Dong, Siyuan, et al.
Published: (2026)
by: Dong, Siyuan, et al.
Published: (2026)
Waveform-Based Probabilistic Seismic Hazard Analysis Using Ground-Motion Generative Models
by: Matsumoto, Yuma, et al.
Published: (2025)
by: Matsumoto, Yuma, et al.
Published: (2025)
Prior-Driven Self-Supervised Lightweight Method for Seismic Signal Denoising
by: Peng, Junheng, et al.
Published: (2024)
by: Peng, Junheng, et al.
Published: (2024)
SeisBind: Physics-Aware Tri-Modal Representation Binding for Seismic Data via Contrastive Learning
by: Liang, Chaohua, et al.
Published: (2026)
by: Liang, Chaohua, et al.
Published: (2026)
A Review of Modeling and Waveform Inversion for Marine Seismic Data
by: Chen, Guoxin
Published: (2026)
by: Chen, Guoxin
Published: (2026)
Dictionary Learning with Convolutional Structure for Seismic Data Denoising and Interpolation
by: Almadani, Murad, et al.
Published: (2024)
by: Almadani, Murad, et al.
Published: (2024)
Poststack Seismic Data Preconditioning via Dynamic Guided Learning
by: Torres-Quintero, Javier, et al.
Published: (2025)
by: Torres-Quintero, Javier, et al.
Published: (2025)
Self-Supervised Diffusion Model for 3-D Seismic Data Reconstruction
by: Wang, Xinyang, et al.
Published: (2024)
by: Wang, Xinyang, et al.
Published: (2024)
Exploiting Free-Surface Ghosts as Mirror Observations in Marine Seismic Data
by: Mikada, Hitoshi
Published: (2026)
by: Mikada, Hitoshi
Published: (2026)
GAN-supervised Seismic Data Reconstruction: An Enhanced-Learning for Improved Generalization
by: Goyes-Penafiel, Paul, et al.
Published: (2023)
by: Goyes-Penafiel, Paul, et al.
Published: (2023)
Seismic Interpolation Transformer for Consecutively Missing Data: A Case Study in DAS-VSP Data
by: Cheng, Ming, et al.
Published: (2024)
by: Cheng, Ming, et al.
Published: (2024)
Accurate and Robust Full Waveform Inversion Driven by Poisson Flow Generative Model Priors
by: Han Wang, et al.
Published: (2026)
by: Han Wang, et al.
Published: (2026)
Joint Reconstruction of Two‐Component Seismic Data Based on Compressed Sensing and Complex Curvelet Transform
by: Wangyang Wang, et al.
Published: (2025)
by: Wangyang Wang, et al.
Published: (2025)
A Mutil-conditional Diffusion Transformer for Versatile Seismic Wave Generation
by: Duan, Longfei, et al.
Published: (2025)
by: Duan, Longfei, et al.
Published: (2025)
Seismic wavefield solutions via physics-guided generative neural operator
by: Cheng, Shijun, et al.
Published: (2025)
by: Cheng, Shijun, et al.
Published: (2025)
FaultSSL: Seismic Fault Detection via Semi-supervised learning
by: Dou, Yimin, et al.
Published: (2023)
by: Dou, Yimin, et al.
Published: (2023)
Fully Data-Driven Model for Increasing Sampling Rate Frequency of Seismic Data using Super-Resolution Generative Adversarial Networks
by: Gholizadeh, Navid, et al.
Published: (2024)
by: Gholizadeh, Navid, et al.
Published: (2024)
WaveDiffusion: Joint Latent Diffusion for Physically Consistent Seismic and Velocity Generation
by: Feng, Yinan, et al.
Published: (2024)
by: Feng, Yinan, et al.
Published: (2024)
Seis2Rock: A Data-Driven Approach to Direct Petrophysical Inversion of Pre-Stack Seismic Data
by: Corrales, Miguel, et al.
Published: (2023)
by: Corrales, Miguel, et al.
Published: (2023)
Seismic resolution enhancement via deep Learning with Knowledge Distillation and Domain Adaptation
by: Cai, Hanpeng, et al.
Published: (2025)
by: Cai, Hanpeng, et al.
Published: (2025)
Stochastic Joint Inversion of Seismic and Controlled‐Source Electromagnetic Data
by: Pankaj K Mishra, et al.
Published: (2025)
by: Pankaj K Mishra, et al.
Published: (2025)
Similar Items
-
Generative modeling of seismic data using diffusion models and its application to multi-purpose posterior sampling for noisy inverse problems
by: Meng, Chuangji, et al.
Published: (2025) -
Seismic Random Noise Attenuation Using Non‐Local Reference‐Guided Deep Image Prior
by: Naihao Liu, et al.
Published: (2026) -
Unsupervised Seismic Data Denoising via SIREN‐Guided Diffusion Mode
by: Ji Li, et al.
Published: (2026) -
A Multi-physics Alternating Coupled Inversion Using Gravity and Full Waveform Data in Salt Dome
by: Dong, Siyuan, et al.
Published: (2026) -
Uncertainty-aware Frequency-domain Acoustic Full Waveform Inversion Using Gaussian Random Fields and Ensemble Kalman Inversion
by: Li, Yunduo, et al.
Published: (2025)