1 code implementation • 7 Apr 2024 • Ziyang Wang, Jian-Qing Zheng, Chao Ma, Tao Guo
This novel hybrid VMamba-CNN network is designed specifically for 3D image registration.
2 code implementations • 25 Jan 2024 • Tao Guo, Yinuo Wang, Shihao Shu, Diansheng Chen, Zhouping Tang, Cai Meng, Xiangzhi Bai
Capturing voxel-wise spatial correspondence across distinct modalities is crucial for medical image analysis.
Ranked #1 on Medical Image Registration on SR-Reg
no code implementations • 1 Nov 2023 • Shi Yin, Shijie Huan, Shangfei Wang, Jinshui Hu, Tao Guo, Bing Yin, BaoCai Yin, Cong Liu
For temporal modeling, we propose a recurrent token mixing mechanism, an axis-landmark-positional embedding mechanism, as well as a confidence-enhanced multi-head attention mechanism to adaptively and robustly embed long-term landmark dynamics into their 1D representations; for structure modeling, we design intra-group and inter-group structure modeling mechanisms to encode the component-level as well as global-level facial structure patterns as a refinement for the 1D representations of landmarks through token communications in the spatial dimension via 1D convolutional layers.
no code implementations • 24 Aug 2022 • Tao Guo, Song Guo, Junxiao Wang, Wenchao Xu
Quick global aggregation of effective distributed parameters is crucial to federated learning (FL), which requires adequate bandwidth for parameters communication and sufficient user data for local training.
no code implementations • 27 Feb 2022 • Tao Guo, Song Guo, Jiewei Zhang, Wenchao Xu, Junxiao Wang
Existing studies of machine unlearning mainly focus on sample-wise unlearning, such that a learnt model will not expose user's privacy at the sample level.
no code implementations • 22 Sep 2021 • Zhenyu Zhang, Tao Guo, Meng Chen
DialogueBERT was pre-trained with 70 million dialogues in real scenario, and then fine-tuned in three different downstream dialogue understanding tasks.
1 code implementation • 24 Aug 2021 • Kianoush Falahkheirkhah, Tao Guo, Michael Hwang, Pheroze Tamboli, Christopher G Wood, Jose A Karam, Kanishka Sircar, Rohit Bhargava
The nearly instantaneously generated virtual FFPE images can not only reduce time to information but can facilitate more precise diagnosis from routine FF images without extraneous costs and effort.
no code implementations • 28 Mar 2021 • Xiguo Yuan, Yuan Zhao, Yang Guo, Linmei Ge, Wei Liu, Shiyu Wen, Qi Li, Zhangbo Wan, Peina Zheng, Tao Guo, Zhida Li, Martin Peifer, Yupeng Cun
In the past decade, a variety of methods have been developed for subclonal reconstruction using bulk tumor sequencing data.
no code implementations • 25 Sep 2019 • Tao Guo, Ruida Zhou, Chao Tian
We further characterize the optimal tradeoff between the minimum amount of common randomness and the total leakage.