Margerie Huet-Dastarac

According to our database, Margerie Huet-Dastarac authored at least 3 papers between 2021 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Can input reconstruction be used to directly estimate uncertainty of a regression U-Net model? - Application to proton therapy dose prediction for head and neck cancer patients.

Margerie Huet-Dastarac, Dan Nguyen, Steve B. Jiang, John A. Lee, Ana M. Barragan-Montero

CoRR, 2023

Single-pass uncertainty estimation with layer ensembling for regression: application to proton therapy dose prediction for head and neck cancer.

Ana Maria Barragán-Montero, Robin Tilman, Margerie Huet-Dastarac, John A. Lee

Proceedings of the 31st European Symposium on Artificial Neural Networks, 2023

2021

Estimating uncertainty in radiation oncology dose prediction with dropout and bootstrap in U-Net models.

John A. Lee, Alyssa Vanginderdeuren, Margerie Huet-Dastarac, Ana Maria Barragán-Montero

Proceedings of the 29th European Symposium on Artificial Neural Networks, 2021