no code implementations • 11 Oct 2024 • De-Xing Huang, Xiao-Hu Zhou, Mei-Jiang Gui, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang, Hao Li, Tian-Yu Xiang, Zeng-Guang Hou
Iodinated contrast agents are widely utilized in numerous interventional procedures, yet posing substantial health risks to patients.
1 code implementation • 28 Jun 2024 • De-Xing Huang, Xiao-Hu Zhou, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang, Zhen-Qiu Feng, Mei-Jiang Gui, Hao Li, Tian-Yu Xiang, Bo-Xian Yao, Zeng-Guang Hou
Automatic vessel segmentation is paramount for developing next-generation interventional navigation systems.
no code implementations • 22 Jan 2024 • De-Xing Huang, Xiao-Hu Zhou, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Qiu Feng, Mei-Jiang Gui, Hao Li, Tian-Yu Xiang, Xiu-Ling Liu, Zeng-Guang Hou
2. 5D-based segmentation models bridge computational efficiency of 2D-based models and spatial perception capabilities of 3D-based models.
1 code implementation • 26 Oct 2023 • Hao Li, Xiao-Hu Zhou, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Qiu Feng, Xiao-Yin Liu, Mei-Jiang Gui, Tian-Yu Xiang, De-Xing Huang, Bo-Xian Yao, Zeng-Guang Hou
Offline reinforcement learning (RL) aims to optimize policy using collected data without online interactions.
no code implementations • 16 Sep 2023 • Xiao-Yin Liu, Xiao-Hu Zhou, Mei-Jiang Gui, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang, Hao Li, Tian-Yu Xiang, De-Xing Huang, Zeng-Guang Hou
The conservatism of current algorithms mostly relies on model uncertainty estimation.
no code implementations • 20 Jan 2020 • Zhen-Liang Ni, Gui-Bin Bian, Guan-An Wang, Xiao-Hu Zhou, Zeng-Guang Hou, Xiao-Liang Xie, Zhen Li, Yu-Han Wang
For the scale variation, our adaptive receptive field module aggregates multi-scale features and automatically fuses them with different weights.
1 code implementation • 24 Oct 2019 • Zhen-Liang Ni, Gui-Bin Bian, Zeng-Guang Hou, Xiao-Hu Zhou, Xiao-Liang Xie, Zhen Li
LWANet adopts encoder-decoder architecture, where the encoder is the lightweight network MobileNetV2, and the decoder consists of depthwise separable convolution, attention fusion block, and transposed convolution.
1 code implementation • 23 Sep 2019 • Zhen-Liang Ni, Gui-Bin Bian, Xiao-Hu Zhou, Zeng-Guang Hou, Xiao-Liang Xie, Chen Wang, Yan-Jie Zhou, Rui-Qi Li, Zhen Li
To the best of our knowledge, this is the first cataract surgical instrument dataset for semantic segmentation.
1 code implementation • 21 May 2019 • Zhen-Liang Ni, Gui-Bin Bian, Xiao-Liang Xie, Zeng-Guang Hou, Xiao-Hu Zhou, Yan-Jie Zhou
The dataset from the MICCAI EndoVis Challenge 2017 is used to evaluate our network.