Spinal disease image segmentation technology integrating U-ResNet and shape-aware attention.

From the trend of the curves, as the number of training epochs increases, the loss of all datasets shows a decreasing trend and gradually stabilizes after approximately 10 epochs.

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These diseases not only exhibit high prevalence among middle-aged and elderly populations but also have spread to office workers and students who maintain prolonged sitting postures, presenting a clear trend of younger onset 1 , 2 .

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