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ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation [article]

Martin Ferianc, Divyansh Manocha, Hongxiang Fan, Miguel Rodrigues
2021 arXiv   pre-print
Fully convolutional U-shaped neural networks have largely been the dominant approach for pixel-wise image segmentation.  ...  To address these issues and improve their practicality we demonstrate a few-parameter compact Bayesian convolutional architecture, that achieves a marginal improvement in accuracy in comparison to related  ...  We thank the ICANN 2021 reviewers for useful feedback. Martin Ferianc was sponsored through a scholarship from ICCS at UCL.  ... 
arXiv:2104.06957v2 fatcat:5q7lpweptrcebazd3f4zamweau