Summary: Closes https://github.com/facebookresearch/Detectron/pull/511

Reviewed By: ir413

Differential Revision: D8704693

Pulled By: rbgirshick

fbshipit-source-id: c05064ab69c795f8b3263fc0b35ddb666019cd5f