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researcher

Daniel E Shea

2 papers hereh-index 2646 citations4 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG1
  • eess.IV1

identity via Semantic Scholar / OpenAlex

most citedHow Good Are Synthetic Medical Images? An Empirical Study with Lung Ultrasound

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2026

Beyond validation loss: Clinically-tailored optimization metrics improve a model's clinical performance

Charles B. Delahunt, Courosh Mehanian, Daniel E. Shea +1

A key task in ML is to optimize models at various stages, e.g. by choosing hyperparameters or picking a stopping point. A traditional ML approach is to use validation loss, i.e. to…

eess.IV2023★ 1 cited

How Good Are Synthetic Medical Images? An Empirical Study with Lung Ultrasound

Menghan Yu, Sourabh Kulhare, Courosh Mehanian +5

Acquiring large quantities of data and annotations is known to be effective for developing high-performing deep learning models, but is difficult and expensive to do in the healthc…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.