Leveraging spatial dependencies and multi-scale features for automated knee injury detection on MRI diagnosis

To facilitate the clinical application of KneeXNet, a user-friendly web interface is developed using the Django framework. This interface allows users to upload MRI scans, view diagnostic results, and interact with the system seamlessly. The integration of Grad-CAM visualizations enhances the interpretability of KneeXNet, enabling radiologists to understand and validate the model's decision-making process.

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Publication Details

Journal
Frontiers in Bioengineering and Biotechnology
Published
2025-05-06
DOI
https://doi.org/10.3389/fbioe.2025.1590962
Citations
1
Primary Topic
Medical Imaging and Analysis
Type
article
Field-Weighted Citation Impact
0.67
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article

Leveraging spatial dependencies and multi-scale features for automated knee injury detection on MRI diagnosis

Ye Cao, Jinghua Sun, Bin Qi, Ying Zhou
1 citations
Frontiers in Bioengineering and Biotechnology
Medical Imaging and Analysis
0.67
article

Leveraging spatial dependencies and multi-scale features for automated knee injury detection on MRI diagnosis

Ye Cao, Jinghua Sun, Bin Qi, Ying Zhou
article en
1 citations

Abstract

To facilitate the clinical application of KneeXNet, a user-friendly web interface is developed using the Django framework. This interface allows users to upload MRI scans, view diagnostic results, and interact with the system seamlessly. The integration of Grad-CAM visualizations enhances the interpretability of KneeXNet, enabling radiologists to understand and validate the model's decision-making process.

Frontiers in Bioengineering and BiotechnologyVol. 13
University of Shanghai for Science and Technology (CN), Renji Hospital (CN), Pudong Medical Center (CN), YangPu Geriatric Hospital (CN)
Openalex Percentile: Top 32%
Medical Imaging and Analysis
0.67
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Leveraging spatial dependencies and multi-scale features for automated knee injury detection on MRI diagnosis — Ye Cao, Jinghua Sun, et al. · Frontiers in Bioengineering and Biotechnology (2025) | TGRS Research Map | TGRS