Exploring the Interplay of Dataset Size and Imbalance on CNN Performance in Healthcare: Using X-rays to Identify COVID-19 Patients
Recognizing a single model's generalizability limitations, we assert that further studies on diverse datasets are needed.
Authors
- Yotam Lurie (ORCID: https://orcid.org/0000-0002-0078-2503)
- Ben‐Zion Joshua (ORCID: https://orcid.org/0000-0002-2010-892X)
- Shlomo Mark (ORCID: https://orcid.org/0000-0002-2484-3542)
- Moshe Davidian (ORCID: https://orcid.org/0000-0001-8968-5584)
- Ori Wand (ORCID: https://orcid.org/0000-0002-7702-2967)
- A. Lahav
Institutions
- Ben-Gurion University of the Negev (IL)
- Barzilai Medical Center (IL)
- Sami Shamoon College of Engineering (IL)
Publication Details
- Journal
- Diagnostics
- Published
- 2024-08-08
- DOI
- https://doi.org/10.3390/diagnostics14161727
- Citations
- 13
- Primary Topic
- COVID-19 diagnosis using AI
- Type
- article
- Field-Weighted Citation Impact
- 5.26