Search Results for author: Emily Mu

Found 2 papers, 1 papers with code

GIST: Generating Image-Specific Text for Fine-grained Object Classification

1 code implementation21 Jul 2023 Kathleen M. Lewis, Emily Mu, Adrian V. Dalca, John Guttag

We demonstrate the utility of GIST by fine-tuning vision-language models on the image-and-generated-text pairs to learn an aligned vision-language representation space for improved classification.

Fine-Grained Image Classification Image-text Classification +4

Multi-Similarity Contrastive Learning

no code implementations6 Jul 2023 Emily Mu, John Guttag, Maggie Makar

Given a similarity metric, contrastive methods learn a representation in which examples that are similar are pushed together and examples that are dissimilar are pulled apart.

Caption Generation Contrastive Learning +2

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