Adversarial robustness study of convolutional neural network for lumbar disk shape reconstruction from MR images
Chen J, Qian L, Urakov T, Gu W, Liang L. Adversarial robustness study of convolutional neural network for lumbar disk shape reconstruction from MR images. Progress In Biomedical Optics And Imaging 2021, 11596: 1159615-1159615-13. DOI: 10.1117/12.2580852.Peer-Reviewed Original ResearchOut-of-distributionDeep neural networksConvolutional neural networkDeep neural network classifierAdversarial attacksIn-distributionNeural networkStudy of convolutional neural networksShape reconstructionRepresentative CNNsTraining setMedical image analysis systemsConvolutional neural network robustnessData augmentation methodMedical image analysisMachine learning technologyAdversarial samplesAdversarial trainingAmount of noiseInput imageClean imagesNoisy imagesAugmentation methodDataset sizeTraining dataset