Seismic Deep Learning ML Frameworks

Tools and frameworks for applying deep learning to seismic data processing, interpretation, and geophysical imaging. Includes datasets, models, and applications for earthquake detection, seismic facies classification, waveform analysis, and seismic signal enhancement. Does NOT include general geophysical modeling, non-ML seismic processing, or broader geospatial analysis.

There are 34 seismic deep learning frameworks tracked. 1 score above 70 (verified tier). The highest-rated is seisbench/seisbench at 75/100 with 383 stars and 26,722 monthly downloads.

Get all 34 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	seisbench/seisbench SeisBench - A toolbox for machine learning in seismology	75	Verified	383	Jupyter Notebook
2	kcieslik/eq-insar Generate synthetic InSAR deformation data from earthquake sources for...	48	Emerging	5	Python
3	petrobras/GeoSlicer Open source digital rocks software platform for micro-CT, CT, thin sections...	48	Emerging	75	Python
4	RichardScottOZ/mineral-exploration-machine-learning List of resources for mineral exploration and machine learning, generally...	45	Emerging	299	—
5	thilowrona/seismic_deep_learning A couple of python scripts to interpret geological structures from...	45	Emerging	253	Jupyter Notebook
6	microsoft/seismic-deeplearning Deep Learning for Seismic Imaging and Interpretation	44	Emerging	461	Python
7	GeoBrain-Project/GeoBrain An End-to-End Differentiable Platform for Integrated Subsurface Modeling	40	Emerging	27	Python
8	JesperDramsch/seismic-transfer-learning Deep-learning seismic facies on state-of-the-art CNN architectures	40	Emerging	89	Jupyter Notebook
9	sede-open/synthoseis Generating seismic data and associated labels to train deep learning networks.	40	Emerging	115	Jupyter Notebook
10	Specufex/specufex Probabilistic unsupervised feature extraction from seismic spectrograms for...	37	Emerging	18	Jupyter Notebook
11	lidongzh/TorchFWI Elastic Full-Waveform Inversion Integrated with PyTorch	37	Emerging	94	C++
12	RichardScottOZ/Geoscience-Data-Quality-for-Machine-Learning Python package for looking at the problems associated with geoscience...	36	Emerging	14	Jupyter Notebook
13	groundworkai/mlgeo Repository for Machine Learning in Geotechnics	36	Emerging	14	Python
14	niyiyu/PNW-ML A ML-ready curated data set for a wide range of seismic signals from Pacific...	35	Emerging	25	Jupyter Notebook
15	DeepWave-KAUST/Siamese_FWI-pub Official reproducible material for SiameseFWI: A Deep Learning Network for...	33	Emerging	33	Jupyter Notebook
16	senli1073/SeisT [TGRS] SeisT: A Foundational Deep-Learning Model for Earthquake Monitoring Tasks	33	Emerging	22	Python
17	fantine/microseismic-detection-ml Microseismic event detection on fiber-optic data using machine learning	32	Emerging	25	Shell
18	aradfarahani/Seismology This collection of scripts is designed to assist seismologists and...	31	Emerging	28	Jupyter Notebook
19	DeepWave-KAUST/SSL-Lowfrequency-extrapolation Reproducible material for A self-supervised learning framework for seismic...	27	Experimental	9	Python
20	liufeng2317/OpenSWI A Massive-Scale Benchmark Dataset for Surface Wave Dispersion Curve Inversion	26	Experimental	13	Jupyter Notebook
21	smousavi05/dl_seismology This repo contains the database and supporting materials for Deep-Learning Seismology	26	Experimental	48	—
22	association-rosia/segmenting-subsurface Deep Learning solution for multi-layer seismic data segmentation using...	26	Experimental	8	Jupyter Notebook
23	omarmohamed15/U-Trans U-Trans: a foundation model for seismic waveform representation and enhanced...	25	Experimental	3	Jupyter Notebook
24	yooucef/Promethium 🌍 Transform seismic data recovery with Promethium, an AI-driven framework...	23	Experimental	1	Python
25	AutoPyloter/retaining-wall-ml ML benchmark and desktop tool for Bishop circular-slip safety factor...	23	Experimental	1	Python
26	kelleuseis/AMBER_Public The AI-Ready Downhole Microseismic Benchmark Database (AMBER)...	22	Experimental	—	Jupyter Notebook
27	DeepWave-KAUST/ElasticSiameseFWI-pub Official reproducible material for Enhancing multiparameter elastic...	21	Experimental	9	Jupyter Notebook
28	slimgroup/GCS-CAM Derisking geological carbon storage from high-resolution time-lapse seismic...	21	Experimental	10	Jupyter Notebook
29	DIG-Kaust/Seismic_PnP Plug and Play Post-Stack Seismic Inversion with CNN-based Denoisers	19	Experimental	31	Jupyter Notebook
30	Devanik21/ISRO-SPACE-MINING-App Space resource exploration Streamlit app — spectral reflectance mineral...	17	Experimental	—	Jupyter Notebook
31	Kshitij301199/Impact_Force_Inversion A repository to train and apply Machine Learning models on time series...	14	Experimental	—	Jupyter Notebook
32	dsiervo/sc3_ai_picker Python scripts for PhaseNet and EQTransformer execution in SGC data	14	Experimental	12	Python
33	lorenzomie/Seismic-Angle-Recognition Deep learning-based approach for predicting seismic signal arrival angles...	10	Experimental	1	Fortran
34	goergen95/thesis-predicting-conflict M.Sc. Thesis - Predicting Violent Conflict in Africa - Leveraging Open...	10	Experimental	1	Shell

Comparisons in this category

seismic_deep_learning and seismic-deeplearning (45 vs 44) seisbench and Seismology (75 vs 31) seisbench and SeisT (75 vs 33)