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researcher

Patricia MacWilliams

2 papers here

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.CV1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

most citedContrastive Training for Improved Out-of-Distribution Detection

52 citations · 75 across the 2 of their papers we have counts for

collaborators

2 papers

cs.CV2021★ 23 cited

Supervised Transfer Learning at Scale for Medical Imaging

Basil Mustafa, Aaron Loh, Jan Freyberg +12

Transfer learning is a standard technique to improve performance on tasks with limited data. However, for medical imaging, the value of transfer learning is less clear. This is lik…

cs.LG2020★ 52 cited

Contrastive Training for Improved Out-of-Distribution Detection

Jim Winkens, Rudy Bunel, Abhijit Guha Roy +10

Reliable detection of out-of-distribution (OOD) inputs is increasingly understood to be a precondition for deployment of machine learning systems. This paper proposes and investiga…

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