A Novel Knowledge Keeper Network for 7T-Free but 7T-Guided Brain Tissue Segmentation

J Lee, K Oh, D Shen, HI Suk - International Conference on Medical Image …, 2022 - Springer
An increase in signal-to-noise ratio (SNR) and susceptibility-induced contrast at higher field
strengths, eg, 7T, is crucial for medical image analysis by providing better insights for the …

Transferring Ultrahigh-Field Representations for Intensity-Guided Brain Segmentation of Low-Field Magnetic Resonance Imaging

K Oh, J Lee, DW Heo, D Shen, HI Suk - arXiv preprint arXiv:2402.08409, 2024 - arxiv.org
Ultrahigh-field (UHF) magnetic resonance imaging (MRI), ie, 7T MRI, provides superior
anatomical details of internal brain structures owing to its enhanced signal-to-noise ratio and …

Residual Moment Loss for Medical Image Segmentation

Q Wang, R Wang, Y Li, K Ma, Y Zheng… - arXiv preprint arXiv …, 2021 - arxiv.org
Location information is proven to benefit the deep learning models on capturing the manifold
structure of target objects, and accordingly boosts the accuracy of medical image …

Ganet: Unary Attention Reaches Pairwise Attention Via Implicit Group Clustering in Light-Weight CNNs

C Zhuang, Y Sun - ICASSP 2022-2022 IEEE International …, 2022 - ieeexplore.ieee.org
The attention mechanism has been widely explored to construct a long-range connection
which is beyond the realm of convolutions. The two groups of attention, unary and pair-wise …