Few Shot learning on images

I need a Few Shot learning-based binary classifier for my images with an algorithmic novelty so that I can call it a novel classification system.
The novelty can be inspired either from other algorithms or the kind of image inputs and is open to discussion. It doesn't necessarily needs to be anything major, but necessarily novel. Implementation in PyTorch is preferred