I would recommend to reduce the input image size to something reasonable (maybe 512x512). And also you can open mrcnn model and from the output of the model disconnect non-needed outputs. Keep only the one that you need.

On Android you have to add the package that contains extra ops (tensorflow-lite-select-tf-ops) and you will not be able to use any special delegate. I only succeeded make it works on Android using CPU only.