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VM-DDPM: Vision Mamba Diffusion for Medical Image Synthesis
To this end, we propose the Vision Mamba DDPM (VM-DDPM) based on State Space Model (SSM), fully combining CNN local perception and SSM global modeling capabilities, while maintaining linear computational complexity.
HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis
However, due to the complexity of medical images and similar characteristics of different tissue cells, existing methods face great challenges in meeting their biological consistency.
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