Docs
Open-source repositories from the SSTDV project.
Generation
Knowledge Encoding
| Repository | Description | GitHub |
|---|---|---|
| BrainShapeToolKit | Brain MRI-based shape extraction | GitHub |
| DiffAM | Spine CT-based anatomical modeling | GitHub |
| VCM | Conditional brain MRI image generation | GitHub |
| HF-GAN | High-fidelity unified brain MRI synthesis | GitHub |
Relation Modeling
| Repository | Description | GitHub |
|---|---|---|
| KIOST-SST-EVL | EVL-based SST forecasting for temporal extreme event modeling | GitHub |
| KIOST-SST-Downscaling | GAN-based SST downscaling for spatial relation modeling | GitHub |
Data Assimilation
| Repository | Description | GitHub |
|---|---|---|
| KIOST-3D-VAR-DA | 3D-Var data assimilation with deep learning for spatiotemporal ocean data generation | GitHub |
Objective Synthesis
| Repository | Description | GitHub |
|---|---|---|
| DiffuAug | Breast MRI generation using Classifier-Free Diffusion Guidance with DDPM and DDIM sampling | GitHub |
Evaluation
Statistical Similarity
| Repository | Description | GitHub |
|---|---|---|
| EvalCorrSyn | Evaluation of multivariate distribution similarity in synthetic data | GitHub |
| EvalSynLongD | Statistical similarity of real and synthetic longitudinal data | GitHub |
| EvalDistSim | 1D data distribution similarity via KS test, KL divergence, and Jensen-Shannon divergence | GitHub |