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Navigating Gigapixel Pathology Images with Large Multimodal Models
Thomas A. Buckley, Kian R. Weihrauch, Katherine Latham +3
Recent advances in large multimodal models have allowed for the development of interactive chat models that can converse and reason about pathology whole-slide images (WSIs). Howev…
How Seemingly Inconsequential Design Choices Dictate Performance of LLMs in Pathology
Kian R. Weihrauch, Thomas A. Buckley, William Lotter +1
General-purpose large language models (LLMs) are routinely used as baselines when evaluating specialized pathology models on whole-slide images (WSIs). Because WSIs exceed contempo…
Multimodal Foundation Models Exploit Text to Make Medical Image Predictions
Thomas Buckley, James A. Diao, Pranav Rajpurkar +2
Multimodal foundation models have shown compelling but conflicting performance in medical image interpretation. However, the mechanisms by which these models integrate and prioriti…