Can I train a CNN model with Two Image dataset at the same time

Question

I want to train a CNN model with two Image dataset at the same time.

Dataset1(RGB-Images[size(64,64,3)]) ->class-1:Fire Class-2:Non_Fire Dataset2(gray_scale-