GPU allocations during each forward pass (causing memory strain)

[IanButterworth]

If you run the following on a CUDA system, you'll see gradual increase in gpu memory allocation through the repeated runs. This causes big slowdowns on memory constrained systems when the swap file starts to be used.

using ObjectDetector
ObjectDetector.benchmark(select=[3]) #run yolov3-tiny