Is there a (large) indoor scene understanding datasets (providing instance segmentation masks) which can be used commercially ?

All large scene understanding datasets (SceneNet, ScanNet, InteriorNet, ...) cannot be used commercially. An overview of datasets can be found at https://arxiv.org/pdf/1803.03352.pdf


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