Ciaran Bench

According to our database, Ciaran Bench authored at least 7 papers in 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

A systematic evaluation of uncertainty quantification techniques in deep learning: a case study in photoplethysmography signal analysis.

Ciaran Bench, Oskar Pfeffer, Vivek Desai, Mohammad Moulaeifard, Loic Coquelin, Peter H. Charlton, Nils Strodthoff, Nando Hegemann, Philip J. Aston, Andrew Thompson

CoRR, November, 2025

Uncertainty quantification with approximate variational learning for wearable photoplethysmography prediction tasks.

Ciaran Bench, Vivek Desai, Mohammad Moulaeifard, Nils Strodthoff, Philip J. Aston, Andrew Thompson

CoRR, May, 2025

Quantifying the uncertainty of model-based synthetic image quality metrics.

Ciaran Bench, Spencer A. Thomas

CoRR, April, 2025

Machine-learning for photoplethysmography analysis: Benchmarking feature, image, and signal-based approaches.

Mohammad Moulaeifard, Loic Coquelin, Mantas Rinkevicius, Andrius Solosenko, Oskar Pfeffer, Ciaran Bench, Nando Hegemann, Sara Vardanega, Manasi Nandi, Jordi Alastruey, Christian Heiss, Vaidotas Marozas, Andrew Thompson, Philip J. Aston, Peter H. Charlton, Nils Strodthoff

CoRR, February, 2025

Style transfer as data augmentation: evaluating unpaired image-to-image translation models in mammography.

Emir Ahmed, Spencer A. Thomas, Ciaran Bench

CoRR, February, 2025

Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios.

Ciaran Bench, Emir Ahmed, Spencer A. Thomas

CoRR, January, 2025

Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios.

Ciaran Bench, Emir Ahmed, Spencer Thomas

Proceedings of the International Joint Conference on Neural Networks, 2025