Faye Warren
Timau a rolau for Faye Warren
Arddangoswr Graddedig
Myfyriwr ymchwil
Trosolwyg
Rwy'n fyfyriwr PhD Meddygol sydd â diddordeb mawr mewn integreiddio a defnyddio AI mewn gofal iechyd.
Mae fy ymchwil yn canolbwyntio ar ddatblygu a gwerthuso model dysgu dwfn ar gyfer segmentu awtomataidd o ddelweddau PET-CT. Mae'r prosiect hefyd yn mabwysiadu dull AI sy'n canolbwyntio ar bobl, sy'n canolbwyntio ar ddatblygu modelau sy'n dryloyw, yn ddealladwy ac yn atebol i ddefnyddwyr terfynol.
Rwy'n gweithio fel rhan o Ganolfan Oncoleg Rhyngddisgyblaethol Precision Caerdydd (IPOCH, https://ipoch-research.org/).
Cyhoeddiad
2026
- Warren, F. et al. 2026. PDSC: a dynamic stopping criterion for active learning in medical image segmentation: a multi-dataset evaluation. Presented at: SPIE Medical Imaging, 2026 Vancouver, BC, Canada 15-19 February 2026. Published in: Gan, Y. and Mitra, J. eds. SPIE Proceedings. Vol. 13925.SPIE(10.1117/12.3085817)
2025
- Warren, F. et al. 2025. A feature-driven acquisition strategy using scale-invariant descriptors for deep active learning in preclinical CT segmentation. Presented at: 29th Medical Image Understanding and Analysis Conference Leeds, UK 15-17 July 2025. Published in: Ali, S. , Hogg, D. C. and Peckham, M. eds. Proceedings of MIUA. Vol. 15918.Annual Conference on Medical Image Understanding and Analysis Springer. , pp.129-145. (10.1007/978-3-031-98694-9_10)
Cynadleddau
- Warren, F. et al. 2026. PDSC: a dynamic stopping criterion for active learning in medical image segmentation: a multi-dataset evaluation. Presented at: SPIE Medical Imaging, 2026 Vancouver, BC, Canada 15-19 February 2026. Published in: Gan, Y. and Mitra, J. eds. SPIE Proceedings. Vol. 13925.SPIE(10.1117/12.3085817)
- Warren, F. et al. 2025. A feature-driven acquisition strategy using scale-invariant descriptors for deep active learning in preclinical CT segmentation. Presented at: 29th Medical Image Understanding and Analysis Conference Leeds, UK 15-17 July 2025. Published in: Ali, S. , Hogg, D. C. and Peckham, M. eds. Proceedings of MIUA. Vol. 15918.Annual Conference on Medical Image Understanding and Analysis Springer. , pp.129-145. (10.1007/978-3-031-98694-9_10)
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