Use of Transformer is proposed in Generator Encoder and Discriminator. MoreOver CFP dataset is used for traing the model. Results: The model is ran over 5,700 epochs and the loss graph obtained are as follows... Loss Graph of Generator: Loss Graph of Discriminator: