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AIFNet: Automatic Vascular Function Estimation for Perfusion Analysis Using Deep Learning [article]

Ezequiel de la Rosa, Diana M. Sima, Bjoern Menze, Jan S. Kirschke, David Robben
2020 arXiv   pre-print
In this work we automatize the perfusion analysis with AIFNet, a fully automatic and end-to-end trainable deep learning approach for estimating the vascular functions.  ...  Unlike previous methods using clustering or segmentation techniques to select vascular voxels, AIFNet is directly optimized at the vascular function estimation, which allows to better recognise the time-curve  ...  Methods Function Estimation with Deep Learning AIFNet is a fully end-to-end deep learning approach for vascular function estimation.  ... 
arXiv:2010.01617v1 fatcat:teesd6upvbgirgss7sldyv2g4m

AIFNet: Automatic Vascular Function Estimation for Perfusion Analysis Using Deep Learning

Ezequiel de la Rosa, Diana M. Sima, Bjoern Menze, Jan S. Kirschke, David Robben
2021 Medical Image Analysis  
In this work we automatize the perfusion analysis with AIFNet, a fully automatic and end-to-end trainable deep learning approach for estimating the vascular functions.  ...  Unlike previous methods using clustering or segmentation techniques to select vascular voxels, AIFNet is directly optimized at the vascular function estimation, which allows to better recognise the time-curve  ...  Methods Function Estimation with Deep Learning AIFNet is a fully end-to-end deep learning approach for vascular function estimation.  ... 
doi:10.1016/j.media.2021.102211 pmid:34425318 fatcat:rmgpmecrsfaf7ovffkrb4vkezy

AIFNet: Automatic vascular function estimation for perfusion analysis using deep learning

Ezequiel De La Rosa, Diana M Sima, Bjoern Menze, Jan S Kirschke, David Robben
2021
In this work we automatize the perfusion analysis with AIFNet, a fully automatic and end-to-end trainable deep learning approach for estimating the vascular functions.  ...  Unlike previous methods using clustering or segmentation techniques to select vascular voxels, AIFNet is directly optimized at the vascular function estimation, which allows to better recognise the time-curve  ...  Methods Function estimation with deep learning AIFNet is a fully end-to-end deep learning approach for vascular function estimation.  ... 
doi:10.5167/uzh-214481 fatcat:jvj5jhkhzzf4larkmpgdxstnqq