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3D medical image analysis is essential for modern healthcare, yet traditional task-specific models are inadequate due to limited generalizability across diverse clinical scenarios. Multimodal large language models (MLLMs) offer a promising…

Computer Vision and Pattern Recognition · Computer Science 2025-10-22 Yiming Shi , Xun Zhu , Kaiwen Wang , Ying Hu , Chenyi Guo , Miao Li , Ji Wu

Maintainable source code is essential for sustainable development in any software organization. Unfortunately, many studies show that maintainability often receives less attention than its importance warrants. We argue that requirements…

Software Engineering · Computer Science 2025-08-22 Markus Borg , Martin Larsson , Philip Breid , Nadim Hagatulah

Large Language Models (LLMs) have the potential of facilitating the development of Artificial Intelligence technology to assist medical experts for interactive decision support, which has been demonstrated by their competitive performances…

Computation and Language · Computer Science 2024-11-12 Iñigo Alonso , Maite Oronoz , Rodrigo Agerri

Context: The use of standards is considered a vital part of any engineering discipline. So one could expect that standards play an important role in Requirements Engineering (RE) as well. However, little is known about the actual knowledge…

Software Engineering · Computer Science 2022-09-29 Xavier Franch , Martin Glinz , Daniel Mendez , Norbert Seyff

ably successful in building a large market and adapting to the changes of the last three decades, its impact on the broader market of information management is surprisingly limited. If we were to design an information management system from…

The healthcare industry is currently experiencing an unprecedented wave of cybersecurity attacks, impacting millions of individuals. With the discovery of thousands of vulnerabilities each month, there is a pressing need to drive the…

Computation and Language · Computer Science 2024-07-23 Rikhiya Ghosh , Oladimeji Farri , Hans-Martin von Stockhausen , Martin Schmitt , George Marica Vasile

The development and enhancement of methods for evaluating software accessibility is a relevant challenge in modern software engineering, as ensuring equal access to digital services is a key factor in improving their efficiency and…

Software Engineering · Computer Science 2025-09-30 Mykola Kuz , Ivan Yaremiy , Hanna Yaremii , Mykola Pikuliak , Ihor Lazarovych , Mykola Kozlenko , Denys Vekeryk

Models are the primary artifacts of model-driven software engineering (MDSD) [1], and a terminal model is a representation that conforms to a given software metamodel [2, 3]. As the quality of a software metamodel directly impacts the…

Software Engineering · Computer Science 2020-09-10 Taciana Novo Kudo , Renato F. Bulcão-Neto , Auri Marcelo Rizzo Vincenzi

Surgical planning integrates visual perception, long-horizon reasoning, and procedural knowledge, yet it remains unclear whether current evaluation protocols reliably assess vision-language models (VLMs) in safety-critical settings.…

Computation and Language · Computer Science 2026-01-16 Ruochen Li , Kun Yuan , Yufei Xia , Yue Zhou , Qingyu Lu , Weihang Li , Youxiang Zhu , Nassir Navab

Data-driven modeling based on Machine Learning (ML) is becoming a central component of protein engineering workflows. This perspective presents the elements necessary to develop effective, reliable, and reproducible ML models, and a set of…

Biomolecules · Quantitative Biology 2025-07-11 Fabio Herrera-Rocha , David Medina-Ortiz , Fabian Mauz , Juergen Pleiss , Mehdi D. Davari

During the process of medical information system development, resource awareness is neglected. It is often assumed that the underlying hardware will always have enough memory, processing power, and network bandwidth. Unfortunately, this…

Software Engineering · Computer Science 2022-05-17 Petar Rajkovic , Andjelija Djordjevic , Aleksandar Milenkovic , Dragan Jankovic

Machine learning (ML) teams often work on a project just to realize the performance of the model is not good enough. Indeed, the success of ML-enabled systems involves aligning data with business problems, translating them into ML tasks,…

Software Engineering · Computer Science 2022-06-22 Hugo Villamizar , Marcos Kalinowski , Helio Lopes

Machine learning is expected to fuel significant improvements in medical care. To ensure that fundamental principles such as beneficence, respect for human autonomy, prevention of harm, justice, privacy, and transparency are respected,…

Connected Medical Devices (CMDs) have a large impact on patients as they allow them to lead a more normal life. Any malfunction could not only remove the health benefits the CMDs provide, they could also cause further harm to the patient.…

Cryptography and Security · Computer Science 2024-07-02 Christopher Scherb , Adrian Hadayah , Luc Bryan Heitz

Modern HPC systems are built with innovative system architectures and novel programming models to further push the speed limit of computing. The increased complexity poses challenges for performance portability and performance evaluation.…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-29 Holger Brunst , Sunita Chandrasekaran , Florina Ciorba , Nick Hagerty , Robert Henschel , Guido Juckeland , Junjie Li , Veronica G. Melesse Vergara , Sandra Wienke , Miguel Zavala

Security is a hot issue to be discussed, ranging from business activities, correspondence, banking and financial activities; it requires prudence and high precision. Since information security has a very important role in supporting…

Cryptography and Security · Computer Science 2012-03-30 Heru Susanto , Mohammad Nabil Almunawar , Yong Chee Tuan

The most important goal of customer services is to keep the customer satisfied. However, service resources are always limited and must be prioritized. Therefore, it is important to identify customers who potentially become unsatisfied and…

The advent of foundation models (FMs) in healthcare offers unprecedented opportunities to enhance medical diagnostics through automated classification and segmentation tasks. However, these models also raise significant concerns about their…

Computer Vision and Pattern Recognition · Computer Science 2024-12-09 Ruinan Jin , Zikang Xu , Yuan Zhong , Qiongsong Yao , Qi Dou , S. Kevin Zhou , Xiaoxiao Li

The convergence of Information Technology (IT) and Operational Technology (OT) in Industry 4.0 exposes the limitations of traditional, hierarchical architectures like ISA-95 and RAMI 4.0. Their inherent rigidity, data silos, and lack of…

Software Engineering · Computer Science 2025-09-10 Hai Dinh-Tuan

Metrology assisted assembly systems constitute cyber physical production systems relying on in-process sensor data as input to model-based control loops. These range from local, physical control loops, e.g. for robots to closed-loop product…

Systems and Control · Electrical Eng. & Systems 2020-01-17 Benjamin Montavon , Martin Peterek , Robert H. Schmitt
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