Sarah Hooper
5 papers · 2020–2023 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Silver
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Taxonomy Completionist
(11)
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Hot Topic Early Bird
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Research topics
Keywords
contrastive learning
(1)
stochastic gradient descent
(1)
semantic segmentation
(1)
image segmentation
(1)
sample efficiency
(1)
semi-supervised learning
(1)
few-shot learning
(1)
domain generalization
(1)
self-supervised learning
(1)
medical imaging
(1)
weakly supervised learning
(1)
medical image segmentation
(1)
weak supervision
(1)
medical image classification
(1)
latent variable model
(1)
model training
(1)
vision-language model
(1)
probabilistic label
(1)
spurious feature
(1)
fine-grained reasoning
(1)
Papers
A case for reframing automated medical image classification as segmentation
NeurIPS 2023
ViLLA: Fine-Grained Vision-Language Representation Learning from Real-World Data
ICCV 2023
Reducing Reliance on Spurious Features in Medical Image Classification with Spatial Specificity
MLHC 2022
Cut out the annotator, keep the cutout: better segmentation with weak supervision
ICLR 2021
Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods
ICML 2020