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 36 seismic deep learning frameworks tracked. 4 score above 50 (established tier). The highest-rated is seisbench/seisbench at 69/100 with 383 stars.

Get all 36 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=seismic-deep-learning&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	seisbench/seisbench SeisBench - A toolbox for machine learning in seismology	69	Established	383	Jupyter Notebook
2	petrobras/GeoSlicer Open source digital rocks software platform for micro-CT, CT, thin sections...	52	Established	75	Python
3	thilowrona/seismic_deep_learning A couple of python scripts to interpret geological structures from...	52	Established	253	Jupyter Notebook
4	microsoft/seismic-deeplearning Deep Learning for Seismic Imaging and Interpretation	51	Established	461	Python
5	RichardScottOZ/mineral-exploration-machine-learning List of resources for mineral exploration and machine learning, generally...	49	Emerging	299	—
6	sede-open/synthoseis Generating seismic data and associated labels to train deep learning networks.	47	Emerging	115	Jupyter Notebook
7	kcieslik/eq-insar Generate synthetic InSAR deformation data from earthquake sources for...	47	Emerging	5	Python
8	JesperDramsch/seismic-transfer-learning Deep-learning seismic facies on state-of-the-art CNN architectures	47	Emerging	89	Jupyter Notebook
9	lidongzh/TorchFWI Elastic Full-Waveform Inversion Integrated with PyTorch	44	Emerging	94	C++
10	Specufex/specufex Probabilistic unsupervised feature extraction from seismic spectrograms for...	44	Emerging	18	Jupyter Notebook
11	niyiyu/PNW-ML A ML-ready curated data set for a wide range of seismic signals from Pacific...	42	Emerging	25	Jupyter Notebook
12	GeoBrain-Project/GeoBrain An End-to-End Differentiable Platform for Integrated Subsurface Modeling	42	Emerging	27	Python
13	RichardScottOZ/Geoscience-Data-Quality-for-Machine-Learning Python package for looking at the problems associated with geoscience...	40	Emerging	14	Jupyter Notebook
14	senli1073/SeisT [TGRS] SeisT: A Foundational Deep-Learning Model for Earthquake Monitoring Tasks	40	Emerging	22	Python
15	groundworkai/mlgeo Repository for Machine Learning in Geotechnics	40	Emerging	14	Python
16	fantine/microseismic-detection-ml Microseismic event detection on fiber-optic data using machine learning	39	Emerging	25	Shell
17	aradfarahani/Seismology This collection of scripts is designed to assist seismologists and...	38	Emerging	28	Jupyter Notebook
18	DeepWave-KAUST/Siamese_FWI-pub Official reproducible material for SiameseFWI: A Deep Learning Network for...	36	Emerging	33	Jupyter Notebook
19	DeepWave-KAUST/SSL-Lowfrequency-extrapolation Reproducible material for A self-supervised learning framework for seismic...	34	Emerging	9	Python
20	smousavi05/dl_seismology This repo contains the database and supporting materials for Deep-Learning Seismology	33	Emerging	48	—
21	association-rosia/segmenting-subsurface Deep Learning solution for multi-layer seismic data segmentation using...	33	Emerging	8	Jupyter Notebook
22	liufeng2317/OpenSWI A Massive-Scale Benchmark Dataset for Surface Wave Dispersion Curve Inversion	32	Emerging	13	Jupyter Notebook
23	yooucef/Promethium 🌍 Transform seismic data recovery with Promethium, an AI-driven framework...	30	Emerging	1	Python
24	slimgroup/GCS-CAM Derisking geological carbon storage from high-resolution time-lapse seismic...	28	Experimental	10	Jupyter Notebook
25	DeepWave-KAUST/ElasticSiameseFWI-pub Official reproducible material for Enhancing multiparameter elastic...	28	Experimental	9	Jupyter Notebook
26	DIG-Kaust/Seismic_PnP Plug and Play Post-Stack Seismic Inversion with CNN-based Denoisers	26	Experimental	31	Jupyter Notebook
27	omarmohamed15/U-Trans U-Trans: a foundation model for seismic waveform representation and enhanced...	24	Experimental	3	Jupyter Notebook
28	AutoPyloter/retaining-wall-ml ML benchmark and desktop tool for Bishop circular-slip safety factor...	23	Experimental	1	Python
29	kelleuseis/AMBER_Public The AI-Ready Downhole Microseismic Benchmark Database (AMBER)...	22	Experimental	—	Jupyter Notebook
30	dsiervo/sc3_ai_picker Python scripts for PhaseNet and EQTransformer execution in SGC data	21	Experimental	12	Python
31	lorenzomie/Seismic-Angle-Recognition Deep learning-based approach for predicting seismic signal arrival angles...	17	Experimental	1	Fortran
32	Devanik21/ISRO-SPACE-MINING-App Space resource exploration Streamlit app — spectral reflectance mineral...	17	Experimental	—	Jupyter Notebook
33	goergen95/thesis-predicting-conflict M.Sc. Thesis - Predicting Violent Conflict in Africa - Leveraging Open...	17	Experimental	1	Shell
34	Kshitij301199/Impact_Force_Inversion A repository to train and apply Machine Learning models on time series...	14	Experimental	—	Jupyter Notebook
35	DeepWave-KAUST/Regularized_Seis2Rock Regularization strategies for Seis2Rock-based petrophysical inversion of...	11	Experimental	3	Jupyter Notebook
36	Arron33/Automatic-Gold-Mine-Change-Detection JavaScript program that uses machine learning and a new method of...	10	Experimental	2	JavaScript

Comparisons in this category

seismic_deep_learning and seismic-deeplearning (52 vs 51) seismic-deeplearning and seismic-transfer-learning (51 vs 47)