Low dose computed tomography (LDCT) has attracted more and attention in routine clinical diagnosis assessment, therapy planning, etc., which can reduce the of X-ray radiation to patients. However, noise caused by low exposure degrades CT image quality then affects accuracy. In this paper, we train a transformer-based neural network enhance final quality. To be specific, first decompose noisy LD...