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Drew F. K. Williamson

2 accepted papers

2023

Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images

CVPR 2023poster

Contrastive visual language pretraining has emerged as a powerful method for either training new language-aware image encoders or augmenting existing pretrained models with zero-shot visual recognition capabilities. However, existing works typically train on large datasets of image-text pairs and ha…

2022

Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images

ECCV 2022poster

"Multiple Instance Learning (MIL) methods have become increasingly popular for classifying gigapixel-sized Whole-Slide Images (WSIs) in digital pathology. Most MIL methods operate at a single WSI magnification, by processing all the tissue patches. Such a formulation induces high computational requi…