1 code implementation • 17 Jan 2024 • Jiasong Chen, Linchen Qian, Linhai Ma, Timur Urakov, Weiyong Gu, Liang Liang
In this work, we proposed SymTC, an innovative lumbar spine MR image segmentation model that combines the strengths of Transformer and Convolutional Neural Network (CNN).
2 code implementations • 4 Feb 2021 • Jiasong Chen, Linchen Qian, Timur Urakov, Weiyong Gu, Liang Liang
We utilized the PGD-based algorithm for IND adversarial attacks and extended it for OOD adversarial attacks to generate OOD adversarial samples for model testing.
no code implementations • 17 Oct 2020 • Linchen Qian, Jiasong Chen, Timur Urakov, Weiyong Gu, Liang Liang
In this paper, we propose a powerful generative model to learn a representation of ambiguity and to generate probabilistic outputs.
1 code implementation • 17 Sep 2020 • Liang Liang, Linhai Ma, Linchen Qian, Jiasong Chen
Deep neural networks (DNNs), especially convolutional neural networks, have achieved superior performance on image classification tasks.