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Sonia Phene

5 papers hereh-index 64.6k citations14 works total

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

author position
  • first author1
  • middle author2

Across the 3 of 5 papers where every author was matched, so the position is known.

fields
  • cs.CV2
  • cs.CL1
  • cs.LG1
  • q-bio.GN1

identity via Semantic Scholar / OpenAlex

activity
20182024
most citedDeep Learning and Glaucoma Specialists: The Relative Importance of Optic Disc Features to Predict Glaucoma Referral in Fundus Photos

188 citations · 365 across the 5 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

q-bio.GN2020

Large-scale machine learning-based phenotyping significantly improves genomic discovery for optic nerve head morphology

Babak Alipanahi, Farhad Hormozdiari, Babak Behsaz +10

Genome-wide association studies (GWAS) require accurate cohort phenotyping, but expert labeling can be costly, time-intensive, and variable. Here we develop a machine learning (ML)…

cs.LG2020★ 2 cited

Improving Medical Annotation Quality to Decrease Labeling Burden Using Stratified Noisy Cross-Validation

Joy Hsu, Sonia Phene, Akinori Mitani +4

As machine learning has become increasingly applied to medical imaging data, noise in training labels has emerged as an important challenge. Variability in diagnosis of medical ima…

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