Before revision:  In order to train and benchmark our method, we introduce a new ScanRefer dataset, containing 46,173 descriptions of 9,943 objects from 703 ScanNet scenes.
After revision:  We also introduce the ScanRefer dataset, containing 46,173 descriptions of 9,943 objects from 703 ScanNet scenes.