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license: mit |
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If you use this model, you should cite the following work: Van De Vyver, Gilles, et al. |
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"Generative augmentations for improved cardiac ultrasound segmentation using diffusion models." |
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arXiv preprint arXiv:2502.20100 (2025). |
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The repo contains a nnU-Net model for cardiac segmentatoin on apical two and four chamber views. It segments the LV and Myocardium |
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This model is trained on the augmented CAMUS dataset. The augmentations are all generative augmentations from the work mentioned above. |
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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 |
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