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Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector

We propose an attention-based method that aggregates local image features to a subject-level representation for predicting disease severity. In contrast to classical deep learning that requires a fixed dimensional input, our method operates on a set of image patches; hence it can accommodate variabl...

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Detalhes bibliográficos
Publicado no:Med Image Comput Comput Assist Interv
Main Authors: Singla, Sumedha, Gong, Mingming, Ravanbakhsh, Siamak, Sciurba, Frank, Poczos, Barnabas, Batmanghelich, Kayhan N.
Formato: Artigo
Idioma:Inglês
Publicado em: 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6422035/
https://ncbi.nlm.nih.gov/pubmed/30895278
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-00928-1_57
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