vkadlec/xca-generative-models

Denoising Diffusion Probabilistic Model for X-ray Coronary Angiography Image Generation

Implementation of Denoising Diffusion Probabilistic Model [1] for X-ray Coronary Angiography image generation.

The dataset used for this project is an open dataset [2].

References

[1] Ho, J., Chen, X., Srinivas, A., Duan, Y., Abbeel, P., & Arora, S. (2020). Denoising Diffusion Probabilistic Models. arXiv preprint arXiv:2006.11239.

[2] Popov, M., Amanturdieva, A., Zhaksylyk, N. et al. Dataset for Automatic Region-based Coronary Artery Disease Diagnostics Using X-Ray Angiography Images. Sci Data 11, 20 (2024). https://doi.org/10.1038/s41597-023-02871-z