ARTORG Center for Biomedical Engineering Research

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2023/05/26 | People | Artificial Intelligence

PhD thesis defense Suhang You

The ARTORG Center congratulates Suhang You for successfully defending his PhD thesis “Segmentation and Quality Control, Understanding Confounders Leading to Failure Modes in Medical Image Analysis with Deep Learning“ on 23 May 2023! At the Medical Imaging Analysis group, Suhang has been investigating the interplay of interpretability and the performance of model segmentation and the potential of interpretability to improve model performance levels and maintain reliability.

Influence of contrast and texture based image modifications on the performance and attention shift of U-Net models for brain tissue segmentation (https://doi.org/10.3389/fnimg.2022.1012639)

Publications:

SaGTTA: saliency guided test time augmentation for medical image segmentation across vendor domain shift. In 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI2023). IEEE, April 2022.
Influence of contrast and texture based image modifications on the performance and attention shift of U-Net models for brain tissue segmentation. Frontiers in Neuroimaging, October 2022.
Attention Shift: Interpretability Study of Texture-based Data Augmentation in Training U-Net Models for Brain Image Segmentation. In Neurips Medical Imaging Meets Neurips Workshop, December 2021.

Medical Image Analysis