[D] About data augmentation

I have an assignment where we have to use DCGAN to generate images of a bus. But the dataset they have given, on purpose has very less images (108) and the images also have very low light (taken at night). I tried to train using a very simple architecture, but even after 1000 epochs, the images are not meaningful. What can I do to increase the lighting, and what type of data augmentation technique should I use?

[The dataset given …

architecture augmentation data dataset dcgan generate images light low machinelearning simple train