UMS-Rep: Unified modality-specific representation for efficient medical image analysis

UMS-Rep: Unified modality-specific representation for efficient medical image analysis

Medical image analysis typically includes several tasks such as enhancement, segmentation, and classification. Traditionally, these tasks are implemented using separate deep learning models for separate tasks, which is not efficient because it involves unnecessary training repetitions, demands great...

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Bibliographic Details
Main Authors: Ghada Zamzmi, Sivaramakrishnan Rajaraman, Sameer Antani
Format: Article
Language:English
Published: Elsevier 2021-01-01
Series:Informatics in Medicine Unlocked
Subjects:
Medical image analysis
Deep learning
Disease classification
Image segmentation
Online Access:http://www.sciencedirect.com/science/article/pii/S2352914821000617

Internet

http://www.sciencedirect.com/science/article/pii/S2352914821000617

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