1 code implementation • 1 Jun 2023 • Qi Ye, Lihua Guo
As a result, MIMO offers detailed information on the segmentation of each organ in each sample, thereby aiding developers in analyzing and improving the model.
1 code implementation • 30 May 2023 • KangJun Liu, Ke Chen, Lihua Guo, YaoWei Wang, Kui Jia
Inspired by good robustness of alternative dropout strategies against over-fitting on limited patterns of training samples, this paper introduces a novel concept of ShuffleMix -- Shuffle of Mixed hidden features, which can be interpreted as a kind of dropout operation in feature space.
no code implementations • 18 May 2023 • Yu Xiao, Xin Yang, Sijuan Huang, Lihua Guo
Medical image segmentation is particularly critical as a prerequisite for relevant quantitative analysis in the treatment of clinical diseases.
no code implementations • 28 Dec 2021 • Zexi Huang, Lihua Guo, Xin Yang, Sijuan Huang
SECP-Net extracts global and multi-size information flow with se connection (SEC) modules and a pyramid structure of network for improving the segmentation performance, especially that of small organs.
1 code implementation • ICCV 2019 • Ziyang Wu, Yuwei Li, Lihua Guo, Kui Jia
However, due to the inherent local connectivity of CNN, the CNN-based relation network (RN) can be sensitive to the spatial position relationship of semantic objects in two compared images.