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20212026
most citedVision-Language Models for Medical Report Generation and Visual Question Answering: A Review

214 citations · 235 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CL2026

Multi-Agent AI System for Radiology Report Structuring and Quality Assurance with Independent Radiologist Evaluation

Iryna Hartsock, Cesar Lam, Christopher Otteni +4

Purpose: To develop and evaluate a locally deployed multi-agent AI system for radiology report structuring and quality assurance. Materials and Methods: This retrospective study in…

math.NA2025

Block Gauss-Seidel methods for t-product tensor regression

Alejandra Castillo, Jamie Haddock, Iryna Hartsock +7

Randomized iterative algorithms, such as the randomized Kaczmarz method and the randomized Gauss-Seidel method, have gained considerable popularity due to their efficacy in solving…

stat.ML2025

Quantile-Based Randomized Kaczmarz for Corrupted Tensor Linear Systems

Alejandra Castillo, Jamie Haddock, Iryna Hartsock +7

The reconstruction of tensor-valued signals from corrupted measurements, known as tensor regression, has become essential in many multi-modal applications such as hyperspectral ima…

math.NA2024

Randomized Kaczmarz methods for t-product tensor linear systems with factorized operators

Alejandra Castillo, Jamie Haddock, Iryna Hartsock +7

Randomized iterative algorithms, such as the randomized Kaczmarz method, have gained considerable popularity due to their efficacy in solving matrix-vector and matrix-matrix regres…

cs.CL2024★ 8 cited

Improving Radiology Report Conciseness and Structure via Local Large Language Models

Iryna Hartsock, Cyrillo Araujo, Les Folio +1

Radiology reports are often lengthy and unstructured, posing challenges for referring physicians to quickly identify critical imaging findings while increasing the risk of missed i…

cs.CV2024★ 214 cited

Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review

Iryna Hartsock, Ghulam Rasool

Medical vision-language models (VLMs) combine computer vision (CV) and natural language processing (NLP) to analyze visual and textual medical data. Our paper reviews recent advanc…

cs.CG2022★ 1 cited

Learning on Persistence Diagrams as Radon Measures

Alex Elchesen, Iryna Hartsock, Jose A. Perea +1

Persistence diagrams are common descriptors of the topological structure of data appearing in various classification and regression tasks. They can be generalized to Radon measures…

math.AT2022★ 1 cited

Topological and metric properties of spaces of generalized persistence diagrams

Peter Bubenik, Iryna Hartsock

Motivated by persistent homology and topological data analysis, we consider formal sums on a metric space with a distinguished subset. These formal sums, which we call persistence…

math.AT2021★ 11 cited

Topological data analysis of C. elegans locomotion and behavior

Ashleigh Thomas, Kathleen Bates, Alex Elchesen +3

We apply topological data analysis to the behavior of C. elegans, a widely-studied model organism in biology. In particular, we use topology to produce a quantitative summary of co…