Fig. 12: Overall research framework flowchart.
From: Improving generalization of polyp detection via conditional StyleGAN augmented training

This diagram illustrates the complete pipeline of our study, beginning with data acquisition and preprocessing, followed by the training of the generative adversarial network, the generation of synthetic images, the augmentation of the training set, and culminating in the training and comparative performance evaluation of the downstream detection models.