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Autoencoder in Time-Series Analysis for Unsupervised Tissues Characterisation in a Large Unlabelled Medical Image Dataset
Found in: Machine Learning and Applications, Fourth International Conference on
By Hoo-Chang Shin,Matthew Orton,David J. Collins,Simon Doran,Martin O. Leach
Issue Date:December 2011
pp. 259-264
The topic of deep-learning has recently received considerable attention in the machine learning research community, having great potential to liberate computer scientists from hand-engineering training datasets, because the method can learn the desired fea...
Stacked Autoencoders for Unsupervised Feature Learning and Multiple Organ Detection in a Pilot Study Using 4D Patient Data
Found in: IEEE Transactions on Pattern Analysis and Machine Intelligence
By Hoo-Chang Shin,M. R. Orton,D. J. Collins,S. J. Doran,M. O. Leach
Issue Date:August 2013
pp. 1930-1943
Medical image analysis remains a challenging application area for artificial intelligence. When applying machine learning, obtaining ground-truth labels for supervised learning is more difficult than in many more common applications of machine learning. Th...