Ohh, I am trying to classify the images which have 7 classes. But 6 samples. So I planned to do this.

First to classify class-1 and rest 6 classes as one class.
I used some custom affine transformations, flips, rotations, zoom on type 1, and created around 45 samples.
Is there a better way to solve this problem?