← Search

Sarah E. Coupland

2 accepted papers

2023

Weakly Supervised Segmentation With Point Annotations for Histopathology Images via Contrast-Based Variational Model

CVPR 2023poster

Image segmentation is a fundamental task in the field of imaging and vision. Supervised deep learning for segmentation has achieved unparalleled success when sufficient training data with annotated labels are available. However, annotation is known to be expensive to obtain, especially for histopath…

2022

DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification

CVPR 2022oral

Multiple instance learning (MIL) has been increasingly used in the classification of histopathology whole slide images (WSIs). However, MIL approaches for this specific classification problem still face unique challenges, particularly those related to small sample cohorts. In these, there are limite…

Cited by 407PDFcodeScholar