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Real-Time Quality Assessment of Pediatric MRI via Semi-Supervised Deep Nonlocal Residual Neural Networks

In this paper, we introduce an image quality assessment (IQA) method for pediatric T1- and T2-weighted MR images. IQA is first performed slice-wise using a nonlocal residual neural network (NR-Net) and then volume-wise by agglomerating the slice QA results using random forest. Our method requires on...

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Detalhes bibliográficos
Publicado no:IEEE Trans Image Process
Main Authors: Liu, Siyuan, Thung, Kim-Han, Lin, Weili, Yap, Pew-Thian, Shen, Dinggang
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7648726/
https://ncbi.nlm.nih.gov/pubmed/32396089
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TIP.2020.2992079
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