How to do deep learning on multiple images?

Good day,

I know for single image classification we may use an architecture like the one shown below:

Now, for an input with multilayered images such as the one shown below:

1. Are there any existing deep learning architectures which can process such input data and
2. How can I develop my own deep learning architecture which can extract spatial data from such input layers and make predictions.