Hailo software suite capability for training high resolution images
It should be possible to optimize (Training is not our business 
), but at the same place much more challenging on your build system, especially in terms of memory footprint of the process.
We have a technique to use smaller input frames in order to smaller input resolution, and use these weights on larger image input network.