no code implementations • 26 Jun 2023 • Weinan Song, Yaxuan Zhu, Lei He, YingNian Wu, Jianwen Xie
The components of translator, style encoder, and style generator constitute a diversified image generator.
no code implementations • 21 Mar 2023 • Weinan Song, Haoxin Zheng, Dezhan Tu, Chengwen Liang, Lei He
Extensive experiments in simulated and real data show that our model significantly outperforms existing state-of-the-art models without learning from paired images or prior individual knowledge.
no code implementations • 12 Mar 2022 • Weinan Song, Gaurav Fotedar, Nima Tajbakhsh, Ziheng Zhou, Lei He, Xiaowei Ding
Furthermore, we take the transfer results as additional training data for fluid segmentation to prove the advantage of our model indirectly, i. e., in the task of data adaptation and augmentation.
no code implementations • 30 Aug 2021 • Yuan Liang, Weinan Song, Jiawei Yang, Liang Qiu, Kun Wang, Lei He
Different from single object reconstruction from photos, this task has the unique challenge of constructing multiple objects at high resolutions.
no code implementations • 2 Feb 2021 • Yuan Liang, Weinan Song, Jiawei Yang, Liang Qiu, Kun Wang, Lei He
Second, we can largely boost the robustness of existing ConvNets, proved by: (i) testing on scans with synthetic pathologies, and (ii) training and evaluation on scans of different scanning setups across datasets.
no code implementations • 23 Dec 2020 • Jiawei Yang, Yuan Liang, Yao Zhang, Weinan Song, Kun Wang, Lei He
The ability of deep learning to predict with uncertainty is recognized as key for its adoption in clinical routines.
no code implementations • 18 Mar 2020 • Weinan Song, Yuan Liang, Jiawei Yang, Kun Wang, Lei He
In this paper, we propose a framework, named Oral-3D, to reconstruct the 3D oral cavity from a single PX image and prior information of the dental arch.
no code implementations • 19 Feb 2020 • Weinan Song, Yuan Liang, Jiawei Yang, Kun Wang, Lei He
The encoder-decoder network is widely used to learn deep feature representations from pixel-wise annotations in biomedical image analysis.
no code implementations • 10 Oct 2019 • Yuan Liang, Weinan Song, J. P. Dym, Kun Wang, Lei He
Label propagation is a popular technique for anatomical segmentation.