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:  In order to train and benchmark our method, we introduce a new ScanRefer dataset, containing 51,583 descriptions of 11,046 objects from 800 ScanNet scenes.