I am currently working on a problem for which the topographic data is in very different resolution. Let say I have data of 20x20 with 1km2 tiles and also high resolution data of 50m2 tiles. I would like to combine both for input in a CNN. To make things more spicy I don't care about the 50m2 when it is far away from the center, that is why I would like to use an 'image' multi resolution, aka resolution low in the edges but higher in the center. That would be like human vision, only high detailed in the center... Then I would combine that multi-resolution image with my 1km2 data
Do you know any research done on such a CNN ?
Only found that one for now Multi-Resolution Feature Fusion for Image Classification of Building Damages with Convolutional Neural Networks
Thank you for you help