CQ-VAE: Coordinate Quantized VAE for Uncertainty Estimation with Application to Disk Shape Analysis from Lumbar Spine MRI Images
Qian L, Chen J, Urakov T, Gu W, Liang L. CQ-VAE: Coordinate Quantized VAE for Uncertainty Estimation with Application to Disk Shape Analysis from Lumbar Spine MRI Images. 2020, 00: 580-585. DOI: 10.1109/icmla51294.2020.00097.Peer-Reviewed Original ResearchContinuous latent spaceLatent spaceVariational autoencoderImage datasetsHuman expertsTraining samplesSpine MRI imagesProbabilistic outputsMatching algorithmMedical imagesProbability distributionRepresentation of ambiguityGenerative modelOutput distributionProbabilistic componentDiscrete probability distributionsDeterministic pathImage interpretationUncertainty estimationShape analysisMRI imagesMedical applicationsAutoencoderImagesBackpropagation