output
20142026
most citedFederated Learning Enables Big Data for Rare Cancer Boundary Detection

390 citations

18 papers

cs.LG2026★ 14 cited

Conditional anomaly detection methods for patient-management alert systems

Michal Valko, Gregory Cooper, Amy Seybert +3

Anomaly detection methods can be very useful in identifying unusual or interesting patterns in data. A recently proposed conditional anomaly detection framework extends anomaly det…

physics.med-ph2025★ 2 cited

Millennium Pathways for Tractography: 40 grand challenges to shape the future of tractography

Maxime Descoteaux, Kurt G. Schilling, Dogu Baran Aydogan +44

In the spirit of the historic Millennium Prize Problems that heralded a new era for mathematics, the newly formed International Society for Tractography (IST) has launched the Mill…

cs.CV2025★ 3 cited

Efficient Frame Extraction: A Novel Approach Through Frame Similarity and Surgical Tool Tracking for Video Segmentation

Huu Phong Nguyen, Shekhar Madhav Khairnar, Sofia Garces Palacios +6

The interest in leveraging Artificial Intelligence (AI) for surgical procedures to automate analysis has witnessed a significant surge in recent years. One of the primary tools for…

cs.AI2024★ 2 cited

Generative AI Is Not Ready for Clinical Use in Patient Education for Lower Back Pain Patients, Even With Retrieval-Augmented Generation

Yi-Fei Zhao, Allyn Bove, David Thompson +6

Low back pain (LBP) is a leading cause of disability globally. Following the onset of LBP and subsequent treatment, adequate patient education is crucial for improving functionalit…

eess.SP2024★ 15 cited

ECG-SMART-NET: A Deep Learning Architecture for Precise ECG Diagnosis of Occlusion Myocardial Infarction

Nathan T. Riek, Murat Akcakaya, Zeineb Bouzid +10

Objective: In this paper we develop and evaluate ECG-SMART-NET for occlusion myocardial infarction (OMI) identification. OMI is a severe form of heart attack characterized by compl…

cs.CV2024★ 134 cited

Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine

Qiao Jin, Fangyuan Chen, Yiliang Zhou +15

Recent studies indicate that Generative Pre-trained Transformer 4 with Vision (GPT-4V) outperforms human physicians in medical challenge tasks. However, these evaluations primarily…