Most likely you won’t see a performance benefit, as a single ResNet might already use all GPU resources, so that an overlapping execution wouldn’t be possible.
If you want to try it nevertheless, you could have a look at the CUDA streams docs 149. Note however, that you would be responsible for proper synchronizations to prevent race conditions etc.