ESTRO 2024 - Abstract Book

S3112

Physics - Autosegmentation

ESTRO 2024

Figure 1: Overlay of the prediction (red) and the groundtruth (green) of the CTV lymph node in a CT slice.

Keywords: deep learning, lymph nodes segmentation, nnU-Net

References:

References

[1] Wong JYC, Filippi AR, Scorsetti M, Hui S, Muren LP, Mancosu P. Total marrow and total lymphoid irradiation in bone marrow transplantation for acute leukaemia. Lancet Oncol. 2020;21(10):e477-e487. doi:10.1016/S1470 2045(20)30342-9 [2] Isensee, F., Petersen, J., Klein, A., Zimmerer, D., Jaeger, P. F., Kohl, S., Wasserthal, J., Koehler, G., Norajitra, T., Wirkert, S., & Maier-Hein, K. H. (2019). Abstract: nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation. https://doi.org/10.1007/978-3-658-25326-4_7 [3] Dei, D., Lambri, N., Stefanini, S., Vernier, V., Brioso, R. C., Crespi, L., Clerici, E., Bellu, L., de Philippis, C., Loiacono, D., Navarria, P., Reggiori, G., Bramanti, S., Rodari, M., Tomatis, S., Chiti, A., Carlo-Stella, C., Scorsetti, M., & Mancosu, P. (2023). Internal Guidelines for Reducing Lymph Node Contour Variability in Total Marrow and Lymph Node Irradiation. Cancers, 15(5), 1536. https://doi.org/10.3390/cancers15051536 [4] Brioso, R. C., Dei, D., Franzese, C., Lambri, N., Loiacono, D., Mancosu, P., & Scorsetti, M. (2023). Segmentation of Planning Target Volume in CT Series for Total Marrow Irradiation Using U-Net. Proceedings - IEEE Symposium on Computer-Based Medical Systems, 2023-June. https://doi.org/10.1109/CBMS58004.2023.00265