SUPER-RESOLUTION RECONSTRUCTION DEVICE FOR MICRO-CT IMAGES OF RAT ANKLE
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United States of America
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Dec 5, 2024
app pub date -
Jun 1, 2023
filing date -
Jun 1, 2023
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Abstract
The present invention proposed a super-resolution reconstruction device for Micro CT images of rat ankle fractures, comprising a rat ankle image preprocessing module, an HR LR image pair configuration module, a deep model module, and an image super-resolution reconstruction module. The aforementioned four modules were sequentially connected; the present invention also proposed an improved R2 RCAN model based on RCAN, which was a super-resolution reconstruction model grounded on self-attention mechanisms that enhanced the model's ability to extract features in multiple scales by incorporating Res2Net. Compared with other classic super-resolution models, the proposed R2 RCAN model achieved the best results.
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