Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
561-02-004 ISMRM Abstract

Application of Uniform Connection Net Based on Multi Hypergraph Dynamic Node Framework for Carotid Plaque Vulnerability

Primary: Analysis Methods - Classification and Prediction
Secondary: Cardiovascular - Vascular and Vessel Wall
561-02-004 · Classification and Analysis in the Body · Wednesday, 13 May, 9:15 AM–10:10 AM · Digital Posters Row B
Keywords: Deep learning classification Carotid Plaque Vulnerability Multi-contrast MRI Uniform Connection UNet
Accepted
Haoding Meng1, Chong Zheng2, Rui Qin2, Peijiang Ma1, Rui Li1, Jie Lu2
1Tsinghua University, Beijing, China
2Xuanwu Hospital, Capital Medical University, Beijing, China
Presenting Author: Jing Zou

Synopsis

Motivation:
Goals:
Approach:
Results:
Full abstract & presentation

The full text, figures, and any recorded presentation for this abstract are not shown here. Log in if you are a member or registered attendee with access.

Full abstracts, figures, and presentations for Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition are available to registered attendees. This content becomes freely available to the public roughly two years after the meeting.

To request or purchase access, contact the ISMRM Central Office at info@ismrm.org.

Log in

References

1. He, K., et al. "Deep residual learning for image recognition." Proc. IEEE CVPR, 2016.
2. Szegedy, C., et al. "Rethinking the inception architecture for computer vision." Proc. IEEE CVPR, 2016.
3. Meng, H., et al. "MHD NodeF: Multi Hypergraph Dynamic Node Framework." GitHub Repository, https://github.com/menghd/MHD_NodeF, 2025.
4. Ronneberger, O., et al. "U-Net: Convolutional networks for biomedical image segmentation." Int. Conf. Med. Image Comput. Comput.-Assist. Interv., 2015.
5. 5.Saba, L., et al. "Carotid artery wall imaging: perspective and guidelines from the ASNR vessel wall imaging study group." Am. J. Neuroradiol., 39(2):E9–E31, 2018.
6. Meng, H., et al. "A Carotid Artery ROI Localization Pipeline in Head and Neck MRI Based on Slice Classification and Iterative Non-Maximum Suppression." SMRA 2025 Program, p. 34, 2025.

Cite this abstract

http://echo.ismrm.org/p/ISMRM2026/561-02-004