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Dexuan Zhao

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Articles by Dexuan Zhao

Anatomy-guided context-aware deep learning for lumbar degenerative disease grading and burden-aware risk assessment on MRI

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By Zhijin Chai, Chen Liu, Rujie Qin, Dexuan Zhao, Ankang Shi
| Frontiers
Abstract Automated lumbar spine MRI analysis has made notable progress in recent years, yet existing methods still suffer from anatomical ambiguity, insufficient use of explicit structural priors, and limited modeling of inter-level degenerative dependency, which restrict their reliability for clinically meaningful burden assessment.
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Spinal disease image segmentation technology integrating U-ResNet and shape-aware attention

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By Dexuan Zhao, Rujie Qin, Zhijin Chai, Shaoxin Ma, Qipeng Gao
| Nature Verified
Abstract The incidence of spinal diseases is rising and affecting younger people, making early and accurate diagnosis based on medical imaging crucial for treatment. However, traditional manual segmentation and measurement suffer from issues such as judgment discrepancies, time-consuming processes, and subjective errors.
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