Explore @slimgroup Open Source projects

SLIM GROUP (@slimgroup)

slimgroup

Stars
521
Global Org. Rank 23,278 (Top 8 %)
Registered over 14 years ago
Most used languages

Julia
52.8 %

Python
26.4 %

Jupyter Notebook
11.3 %

MATLAB
5.7 %

TeX
3.8 %
Location 🇨🇦 Canada
Country Total Rank 1,633
Country Ranking

Julia
6

MATLAB
118

Jupyter Notebook
232

TeX
475

Python
855

InvertibleNetworks.jl

A Julia framework for invertible neural networks

JUDI.jl

Julia Devito inversion.

PyCurvelab

Python interface to Curvelab (http://www.curvelet.org)

dfno

Distributed Fourier Neural Operators

Devito-Examples

Set of seismic modeling and inversion examples using Devito for different wave equations.

Jupyter Notebook

FNO4CO2

Learned coupled inversion for carbon sequestration monitoring and forecasting with Fourier neural operators

JOLI.jl

Julia Operators LIbrary

SegyIO.jl

SegyIO.jl provides methods to read, write, and scan SEGY datasets.

Software.SEG2020

Software for SEG2020 abstracts

WAVEFORM

Framework for large-scale non-linear inverse problems

Devito4PyTorch

Integrating Devito operators into PyTorch

JutulDarcyRules.jl

JutulDarcyRules: ChainRules extension to Jutul and JutulDarcy

SlimOptim.jl

Optimization algorithms for inverse problems.

Jupyter Notebook

SetIntersectionProjection.jl

Constrained optimization

SLIMTutorials

Tutorials for the 2021 ML4Seismic Partners Meeting

Jupyter Notebook

TimeProbeSeismic.jl

Memory efficient seismic inversion via trace estimation

ImageGather.jl

Image gather tools

WAVEFORM.jl

Julia framework for large-scale non-linear inverse problems

GenSPGL.jl

Generalized SPGL

GCS-CAM

Derisking geological carbon storage from high-resolution time-lapse seismic to explainable leakage detection

Jupyter Notebook

JUDI4Flux.jl

Flux extensions for JUDI

PhotoAcoustic.jl

Forward and adjoint photoacoustic operators built on top of JUDI which uses DEVITO as backend for solving wave PDE's.

Software.siahkoohi2020EAGEdlb

A deep-learning based Bayesian approach to seismic imaging and uncertainty quantification by Siahkoohi, A., Rizzuti, G., and Herrmann, F.J.

FNO-NF.jl

Solving multiphysics-based inverse problems with learned surrogates and constraints

PenaltyMethodGJI

XConv

Memory efficient convolution networks

Seis4CCS.jl

Jupyter Notebook

SlimPlotting.jl

SLIM internal plotting utilities

Azure2019

Azure workflow for SLIM algorithms.

Software.SEG2021

Software for SEG2021 abstracts

pSPOT

Parallel extensions to SPOT

fno4vc

Velocity continuation with Fourier neural operators

ExtendedConv.jl

Julia implementation for extended convolutional layers

ConstrainedFWIExamples

FWI examples with constraints.

Jupyter Notebook

ConditionalNFs4Imaging.jl

Wave-equation based inversion with amortized variational Bayesian inference

ServerlessImagingAWS

Serverless seismic imaging on Amazon Web Services

ParametricOperators.jl

Scalable and distributed matrix-free abstractions for machine learning and scientific computing

Software.siahkoohi2019TRnna

Neural network augmented wave-equation simulation by Siahkoohi, A., Louboutin, M., and Herrmann, F.J.

JUDI4Cloud.jl

JUDI parallelism with Azure batch

SLIMregistryJL

Julia registry for SLIM packages

TL-FWPI.jl

Time-lapse full-waveform permeability inversion: A feasibility study

ReliableAVI.jl

Code to reproduce results in "Reliable amortized variational inference with physics-based latent distribution correction", Geophysics 2023

Acquisition

WISE.jl

WISE: full-Waveform variational Inference via Subsurface Extensions

Software.siahkoohi2019itl

The importance of transfer learning in seismic modeling and imaging by Siahkoohi, A., Louboutin, M., and Herrmann, F. J.

Software.siahkoohi2019SEGdlbTorch

(PyTorch) Deep-learning based ocean bottom seismic wavefield recovery by Siahkoohi, A., Kumar, R., and Herrmann, F.J.

FastApproximateInference.jl

Code to reproduce results in "Preconditioned training of normalizing flows for variational inference in inverse problems"

WISER.jl

WISER: multimodal variational inference for full-waveform inversion without dimensionality reduction

BibTex

SLIM's BibTech database

ScholarlyMarkdown

Official SLIM internal distribution of ScholarlyMarkdown

ElasticTTI

Software.rizzuti2020EAGEtwri

Software accompanying EAGE 2020 submission

Shampoo.jl

Seismic preconditions for operator F and J

SLIMpy

SLIMpy public core