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DS6, Deformation-aware Semi-supervised Learning: Application to Small Vessel Segmentation with Noisy Training Data [article]

Soumick Chatterjee, Kartik Prabhu, Mahantesh Pattadkal, Gerda Bortsova, Chompunuch Sarasaen, Florian Dubost, Hendrik Mattern, Marleen de Bruijne, Oliver Speck, Andreas Nürnberger
2021 arXiv   pre-print
Non-Deep Learning based approaches for vessel segmentation, e.g.  ...  Furthermore, the result of the proposed method was compared against a selected manually segmented region (62.07 resultant dice) and has shown a considerable improvement (18.98 with deformation-aware learning  ...  Discussion This work presented a self-supervised approach using deformation-aware learning and have shown its application to small vessel segmentation task, while being trained with a small imperfectly  ... 
arXiv:2006.10802v2 fatcat:dfy7tjgcvvghdegklf3y6adax4