Evaluation & benchmark
Towards Data Quality-Aware Dataset Distillation in Bioimaging
Bárbara Capelo, Maria Russo, André Carreiro, Hugo Gamboa, Duarte Folgado
BIOIMAGING 2026 · first public 2026-01-01
In one paragraph
A preliminary study of quality-aware dataset distillation for blood cell microscopy images, arguing that fidelity and diversity metrics should be assessed alongside standard downstream performance measures, and examining how different initialization strategies affect the fidelity and diversity of the resulting distilled data.
Where it sits
- Setting: Image classification
BibTeX (generated; prefer the venue's official entry)
@article{capelo2026towards,
title = {Towards Data Quality-Aware Dataset Distillation in Bioimaging},
author = {Bárbara Capelo and Maria Russo and André Carreiro and Hugo Gamboa and Duarte Folgado},
journal = {BIOIMAGING 2026},
year = {2026}
}