Shallow2Deep: Indoor Scene Modeling by Single Image Understanding

•An automatic scene understanding and modeling approach on a single indoor image with a shallow-to-deep convolutional architecture.•An image-based Relation Network to learn support relationship between indoor objects and improve our scene modeling quality and plausibility.•A global optimization strategy to incorporates the outputs from former networks and recover 3D scenes in a contextually consistent approach.