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If the CEMRI is synthesized without CA injection, there's no question that it'll considerably enhance the diagnosis. In this research, we propose a Tripartite Generative Adversarial system (Tripartite-GAN) as a non-invasive, time-saving, and cheap medical device by synthesizing CEMRI to detect tumors without CA shot. Especially, our revolutionary Tripartite-GAN integrates three associated-networks (an attention-aware generator, a convolutional neural network-based