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    • Knowledge distillation and mutual information of multimodal MRI for disease prognosis

    • In the field of prognosis for non ischemic dilated cardiomyopathy, researchers have proposed a multimodal cardiac magnetic resonance imaging prognosis model based on mixed matching distillation and comparative mutual information estimation, which effectively improves the accuracy of prognosis in small sample scenarios.
    • Vol. 30, Issue 4, Pages: 1170-1182(2025)   

      Received:27 June 2024

      Revised:2024-10-11

      Published:16 April 2025

    • DOI: 10.11834/jig.240349     

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  • Wei Ran, Qi Xiaoming, He Yuting, Jiang Sheng, Qian Wen, Xu Yi, Zhu Yinsu, Haigron Pascal, Shu Huazhong, Yang Guanyu. 2025. Knowledge distillation and mutual information of multimodal MRI for disease prognosis. Journal of Image and Graphics, 30(04):1170-1182 DOI: 10.11834/jig.240349.
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相关作者

Xu Yi 南京医科大学第一附属医院放射科
Qian Wen 南京医科大学第一附属医院放射科
Zhu Yinsu 江苏省肿瘤医院影像科
Haigron Pascal The Univ Rennes, Inserm, LTSI - UMR1099, Rennes, F
Li Qian 国防科技大学气象海洋学院
Chen Yi 南京审计大学数字经济系
Huang Sixuan 南京邮电大学江苏省邮政大数据技术与应用工程研究中心
Huang Ruyue 南京邮电大学江苏省邮政大数据技术与应用工程研究中心

相关机构

Dept. of Radiology, the First Affiliated Hospital of Nanjing Medical University
Department of Imaging, Jiangsu Cancer Hospital
The Univ Rennes, Inserm, LTSI - UMR1099
College of Meteorology and Oceanography, National University of Defense Technology
School of Digital Economy, Nanjing Audit University
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