Multi-modal Masked Autoencoders Learn Compositional Histopathological Representations. - Wisdom Oluchi Ikezogwo; Mehmet Saygin Seyfioglu; Linda G. Shapiro (CoRR, 2022)

Quilt-1M: One Million Image-Text Pairs for Histopathology. - Wisdom Oluchi Ikezogwo; Mehmet Saygin Seyfioglu; Fatemeh Ghezloo; Dylan Stefan Chan Geva; Fatwir Sheikh Mohammed; Pavan Kumar Anand; Ranjay Krishna; Linda G. Shapiro (NeurIPS, 2023)

Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos. - Mehmet Saygin Seyfioglu; Wisdom Oluchi Ikezogwo; Fatemeh Ghezloo; Ranjay Krishna; Linda G. Shapiro (CVPR, 2024)

MedicalNarratives: Connecting Medical Vision and Language with Localized Narratives. - Wisdom Oluchi Ikezogwo; Kevin Zhang; Mehmet Saygin Seyfioglu; Fatemeh Ghezloo; Linda G. Shapiro; Ranjay Krishna (CoRR, 2025)

PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology. - Fatemeh Ghezloo; Mehmet Saygin Seyfioglu; Rustin Soraki; Wisdom Oluchi Ikezogwo; Beibin Li; Tejoram Vivekanandan; Joann G. Elmore; Ranjay Krishna; Linda G. Shapiro (CoRR, 2025)

MedBLINK: Probing Basic Perception in Multimodal Language Models for Medicine. - Mahtab Bigverdi; Wisdom Oluchi Ikezogwo; Kevin Zhang; Hyewon Jeong; Mingyu Lu; Sungjae Cho; Linda G. Shapiro; Ranjay Krishna (CoRR, 2025)