Hubert Dariusz Zając

Ground Truth Or Dare: Factors Affecting The Creation Of Medical Datasets For Training AI

2023

One of the core goals of responsible AI development is ensuring high-quality training datasets. Many researchers have pointed to the importance of the annotation step in the creation of high-quality data, but less attention has …

Intuitions of Machine Learning Researchers about Transfer Learning for Medical Image Classification

2025 · arXiv (Cornell University)

Transfer learning is crucial for medical imaging, yet the selection of source datasets often relies on researchers' intuition rather than systematic principles, which can impact the generalizability of algorithms and, thus, patient outcomes. This study …