Cryo-Electron Microscopy (Cryo-EM) images are characterized by the low signal-to-noise ratio, contrast, serious background noise, more impurities, less data, difficult data labeling, simpler image semantics, and relatively fixed structure, while U-Net obtains resolution when downsampling rate information to complete object category recognition, high-resolution during upsampling precise segmenta...