activity
20212025
most citedMedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation

173 citations · 175 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CY2025★ 1 cited

A Technical Policy Blueprint for Trustworthy Decentralized AI

Hasan Kassem, Orion Banks, Omar Benjelloun +20

Decentralized AI systems, such as federated learning, can play a critical role in further unlocking AI asset marketplaces (e.g., healthcare data marketplaces) thanks to increased a…

cs.CV2025

Beyond Diagnosis: Evaluating Multimodal LLMs for Pathology Localization in Chest Radiographs

Advait Gosai, Arun Kavishwar, Stephanie L. McNamara +4

Recent work has shown promising performance of frontier large language models (LLMs) and their multimodal counterparts in medical quizzes and diagnostic tasks, highlighting their p…

cs.CY2025

Red Teaming for Generative AI, Report on a Copyright-Focused Exercise Completed in an Academic Medical Center

James Wen, Sahil Nalawade, Zhiwei Liang +38

Background: Generative artificial intelligence (AI) deployment in academic medical settings raises copyright compliance concerns. Dana-Farber Cancer Institute implemented GPT4DFCI,…

q-bio.TO2024★ 1 cited

Multiplex Imaging Analysis in Pathology: a Comprehensive Review on Analytical Approaches and Digital Toolkits

Mohamed Omar, Giuseppe Nicolo Fanelli, Fabio Socciarelli +9

Conventional histopathology has long been essential for disease diagnosis, relying on visual inspection of tissue sections. Immunohistochemistry aids in detecting specific biomarke…

cs.DC2022

Whole Slide Image to DICOM Conversion as Event-Driven Cloud Infrastructure

David Brundage, Jacob Rosenthal, Ryan Carelli +4

The Digital Imaging and Communication in Medicine (DICOM) specification is increasingly being adopted in digital pathology to promote data standardization and interoperability. Eff…

cs.LG2021★ 173 cited

MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation

Alexandros Karargyris, Renato Umeton, Micah J. Sheller +39

Medical AI has tremendous potential to advance healthcare by supporting the evidence-based practice of medicine, personalizing patient treatment, reducing costs, and improving prov…