The current ResNet implementaions are flexible regarding the spatial input size (as long as it’s not too small) and would accept the 1000x1000 input images (assuming your GPU has enough memory).
I’m not aware of any pretrained models using this resolution so you might want to train the model from scratch (or fine-tune it).
3 Likes