zeahub/augmented-camus-segmentation
By zeahub · ↓ 2K · ♥ 0 · Updated 2025-09-30
What's in this repo
This page lists the files in zeahub/augmented-camus-segmentation, including model.onnx.
- 1 ONNX models (.onnx files)
- 4 files, including 1 .md, 1 .json, 1 .onnx
- Repository size ~128 MB
- Last updated 2025-09-30
ONNX files
| File | Size | Download |
|---|---|---|
| model.onnx | 128 MB | Download |
How to use
These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.
README
If you use this model, you should cite the following work: Van De Vyver, Gilles, et al. "Generative augmentations for improved cardiac ultrasound segmentation using diffusion models." arXiv preprint arXiv:2502.20100 (2025).
The repo contains a nnU-Net model for cardiac segmentatoin on apical two and four chamber views. It segments the LV and Myocardium
This model is trained on the augmented CAMUS dataset. The augmentations are all generative augmentations from the work mentioned above.
This model uses the nnU-Net architecture: Isensee, F., Jaeger, P.F., Kohl, S.A.A. et al. nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation. Nat Methods 18, 203–211 (2021). https://doi.org/10.1038/s41592-020-01008-z
Model info
Created: 2025-09-30
Updated: 2025-09-30
View on Hugging FaceFiles (4)
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