← Search

Joseph Bae

2 accepted papers

2023

Enhancing Modality-Agnostic Representations via Meta-Learning for Brain Tumor Segmentation

ICCV 2023poster

In medical vision, different imaging modalities provide complementary information. However, in practice, not all modalities may be available during inference or even training. Previous approaches, e.g., knowledge distillation or image synthesis, often assume the availability of full modalities for a…

Cited by 20PDFScholar
2022

Temporal Context Matters: Enhancing Single Image Prediction With Disease Progression Representations

CVPR 2022oral

Clinical outcome or severity prediction from medical images has largely focused on learning representations from single-timepoint or snapshot scans. It has been shown that disease progression can be better characterized by temporal imaging. We therefore hypothesized that outcome predictions can be i…

Cited by 21PDFScholar