This is the code for the following paper: Yongsheng Pan, Mingxia Liu*, Yong Xia, Dinggang Shen. Disease-image-specific Learning for Diagnosis-oriented Neuroimage Synthesis with Incomplete Multi-Modality Data. IEEE Transactions on Pattern Recognition and Machine Intelligence, 44(10): 6839-6853, 2022.