output
20102025
most citedMetrics reloaded: Recommendations for image analysis validation

469 citations

12 papers

eess.SP2025★ 6 cited

Developing RPC-Net: Leveraging High-Density Electromyography and Machine Learning for Improved Hand Position Estimation

Giovanni Rolandino, Marco Gagliardi, Taian Martins +3

Objective: The purpose of this study was to develop and evaluate the performance of RPC-Net (Recursive Prosthetic Control Network), a novel method using simple neural network archi…

cs.LG2024★ 14 cited

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance

Ben Van Calster, Gary S. Collins, Andrew J. Vickers +11

A myriad of measures to illustrate performance of predictive artificial intelligence (AI) models have been proposed in the literature. Selecting appropriate performance measures is…

cs.CV2024

Self-supervised Monocular Depth and Pose Estimation for Endoscopy with Latent Priors

Ziang Xu, Bin Li, Yang Hu +4

Accurate 3D mapping in endoscopy enables quantitative, holistic lesion characterization within the gastrointestinal (GI) tract, requiring reliable depth and pose estimation. Howeve…

stat.ME2024★ 143 cited

Understanding overfitting in random forest for probability estimation: a visualization and simulation study

Lasai Barreñada, Paula Dhiman, Dirk Timmerman +2

Random forests have become popular for clinical risk prediction modelling. In a case study on predicting ovarian malignancy, we observed training c-statistics close to 1. Although…

q-bio.QM2023★ 3 cited

GeneFEAST: the pivotal, gene-centric step in functional enrichment analysis interpretation

Avigail Taylor, Valentine M Macaulay, Anand K Maurya +2

Summary: GeneFEAST, implemented in Python, is a gene-centric functional enrichment analysis summarisation and visualisation tool that can be applied to large functional enrichment…

q-bio.QM2023

Automated Movement Detection with Dirichlet Process Mixture Models and Electromyography

Navin Cooray, Zhenglin Li, Jinzhuo Wang +6

Numerous sleep disorders are characterised by movement during sleep, these include rapid-eye movement sleep behaviour disorder (RBD) and periodic limb movement disorder. The proces…