Medical image segmentation plays a pivotal role in ensuring accurate diagnosis. Traditional methods are predominantly monomodal, relying solely on image data. These image-only methods require large ...

In the area of medical image segmentation, the spatial information can be further used to enhance the image segmentation performance. And the 3D convolution is mainly used to better utilize the ...

The architecture integrates a frozen pre-trained LLM transformer block into a Vision Transformer, enhancing feature representation for 3D medical image segmentation through residual connections. The ...

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