  We introduce 3D-FRONT (3D Furnished Rooms with layOuts and semaNTics), a new,
large-scale, and comprehensive repository of synthetic indoor scenes
highlighted by professionally designed layouts and a large number of rooms
populated by high-quality textured 3D models with style compatibility. From
layout semantics down to texture details of individual objects, our dataset is
freely available to the academic community and beyond. Currently, 3D-FRONT
contains 18,968 rooms diversely furnished by 3D objects, far surpassing all
publicly available scene datasets. In addition, the 13,151 furniture objects
all come with high-quality textures. While the floorplans and layout designs
are directly sourced from professional creations, the interior designs in terms
of furniture styles, color, and textures have been carefully curated based on a
recommender system we develop to attain consistent styles as expert designs.
Furthermore, we release Trescope, a light-weight rendering tool, to support
benchmark rendering of 2D images and annotations from 3D-FRONT. We demonstrate
two applications, interior scene synthesis and texture synthesis, that are
especially tailored to the strengths of our new dataset. The project page is
at: https://tianchi.aliyun.com/specials/promotion/alibaba-3d-scene-dataset.
