The accurate reconstruction of the in vivo dose is a critical step radiation therapy. X-ray-induced acoustic imaging promising technology for reconstruction, as it enables nonradiative and noninvasive monitoring dose. However, current X-ray methods suffer from several limitations, including high signal-to-noise ratio, poor quality massive loss structural information. To address these we propose...