PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification.

Deep learning (DL) models are effective in leveraging latent representations from MR data, emerging as state-of-the-art solutions for accelerated MRI reconstruction. However, challenges arise due to the inherent uncertainties associated with undersampling in k-space, coupled with the over- or under-...

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Publicado en:Journal of Imaging Informatics in Medicine Vol. 38; no. 4; pp. 2071 - 2085
Autores principales: Ekanayake, Mevan, Pawar, Kamlesh, Chen, Zhifeng, Egan, Gary, Chen, Zhaolin
Formato: diagnostic images equations & formulas pictorial research tables/charts Journal Article
Publicado: Springer Nature Aug2025
Acceso en línea:Ver este registro en EBSCOhost