2024
SymTC: A symbiotic Transformer-CNN net for instance segmentation of lumbar spine MRI
Chen J, Qian L, Ma L, Urakov T, Gu W, Liang L. SymTC: A symbiotic Transformer-CNN net for instance segmentation of lumbar spine MRI. Computers In Biology And Medicine 2024, 179: 108795. PMID: 38955128, DOI: 10.1016/j.compbiomed.2024.108795.Peer-Reviewed Original ResearchConvolutional neural networkDeep neural networksImage segmentation modelNeural networkSegmentation modelConvolutional neural network layersSelf-attention moduleEfficient image segmentationIn-house datasetModule of TransformerMR image datasetsHigher Dice scoresImage datasetsImage segmentationTransformation layerAccurate segmentationPersistent low back painDice scoreIndividual instancesAutomated wayLumbar spine MRILow back painDatasetHausdorff distanceLumbar MR images
2021
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