Diversity driven adaptive test generation for concurrent data structures. - Linhai Ma; Peng Wu 002; Tsong Yueh Chen (Inf. Softw. Technol., 2018)

Enhance CNN Robustness Against Noises for Classification of 12-Lead ECG with Variable Length. - Linhai Ma; Liang Liang (ICMLA, 2020)

Improve robustness of DNN for ECG signal classification: a noise-to-signal ratio perspective. - Linhai Ma; Liang Liang (CoRR, 2020)

An Algorithm to Attack Neural Network Encoder-based Out-Of-Distribution Sample Detector. - Liang Liang; Linhai Ma; Linchen Qian; Jiasong Chen (CoRR, 2020)

A regularization method to improve adversarial robustness of neural networks for ECG signal classification. - Linhai Ma; Liang Liang (Comput. Biol. Medicine, 2022)

Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection. - Linhai Ma; Liang Liang (CoRR, 2022)

Towards lifting the trade-off between accuracy and adversarial robustness of deep neural networks with application on COVID 19 CT image classification and medical image segmentation. - Linhai Ma; Liang Liang (Image Processing, 2023)

Improving adversarial robustness of deep neural networks via adaptive margin evolution. - Linhai Ma; Liang Liang (Neurocomputing, 2023)

Increasing-Margin Adversarial (IMA) training to improve adversarial robustness of neural networks. - Linhai Ma; Liang Liang (Comput. Methods Programs Biomed., 2023)

Intrathread Method Orders Based Adaptive Testing of Concurrent Objects. - Yibo Dai; Peng Wu 002; Shecheng Cui; Linhai Ma (TASE, 2024)

SymTC: A symbiotic Transformer-CNN net for instance segmentation of lumbar spine MRI. - Jiasong Chen; Linchen Qian; Linhai Ma; Timur Urakov; Weiyong Gu; Liang Liang (Comput. Biol. Medicine, 2024)

Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR Images. - Linchen Qian; Jiasong Chen; Linhai Ma; Timur Urakov; Weiyong Gu; Liang Liang (CoRR, 2024)

Fast-DDPM: Fast Denoising Diffusion Probabilistic Models for Medical Image-to-Image Generation. - Hongxu Jiang; Muhammad Imran 013; Linhai Ma; Teng Zhang; Yuyin Zhou; Muxuan Liang; Kuang Gong; Wei Shao 008 (CoRR, 2024)