NVidia's pytorch-based object_detection implementation (mlcommons#240)

* Delete Caffe2 object_detection

* Added new pytorch-based object_detection

* object_detection: removed unused configs; deleted misleading code

* object_detection Dockerfile now based on public image and specifies exact library versions