Another solution is to use a memory efficient neural network: https://arxiv.org/pdf/1905.10484.pdf With this type of neural network you can easily fit those size images into your neural network. However the problem with them is that they are very difficult to make (you manually have to code up the backpropagation). So depending on your math proficiency and ambitions this might just be too much.