Add pytorch implementation of multiboxTarget#3845
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Description
Implement multibox target in pytorch. Currently a bit slow, I think, as most of the work is being done outside the device. Largely depends on #3841 for proper testing in an object detection workflow.
Made as a draft PR for feedback on aspects of performance and for further testing.