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Computer Methods and Programs in Biomedicine|July 1, 2023
Increasing-Margin Adversarial (IMA) training to improve adversarial robustness of neural networksLinhai Ma, Liang LiangComputers in Biology and Medicine|March 3, 2022
A regularization method to improve adversarial robustness of neural networks for ECG signal classificationLinhai Ma, Liang LiangNeurocomputing|August 17, 2023
Improving Adversarial Robustness of Deep Neural Networks via Adaptive Margin EvolutionLinhai Ma, Liang LiangProceedings of Spie--The International Society for Optical Engineering|October 21, 2024
A general approach to improve adversarial robustness of DNNs for medical image segmentation and detectionLinhai Ma, Jiasong Chen, Linchen Qian, et al.Computers in Biology and Medicine|July 2, 2024
SymTC: A symbiotic Transformer-CNN net for instance segmentation of lumbar spine MRIJiasong Chen, Linchen Qian, Linhai Ma, et al.IEEE Transactions on Medical Imaging|July 15, 2025
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR ImagesLinchen Qian, Jiasong Chen, Linhai Ma, et al.Proceedings of Spie--The International Society for Optical Engineering|September 18, 2025
A Novel Attention-based Network for Geometry Reconstruction with Error Estimation from Medical ImagesLinchen Qian, Jiasong Chen, Linhai Ma, et al.Artificial Intelligence in Medicine|May 8, 2026
EPPCMinerBen: A novel benchmark for evaluating large language models on electronic patient-provider communication via the patient portalSamah Jamal Fodeh, Yan Wang, Linhai Ma, et al.Pageof 1