LayoutNet: Reconstructing the 3D Room Layout from a Single RGB Image

CVPR 2018 Chuhang ZouAlex ColburnQi ShanDerek Hoiem

We propose an algorithm to predict room layout from a single image that generalizes across panoramas and perspective images, cuboid layouts and more general layouts (e.g. L-shape room). Our method operates directly on the panoramic image, rather than decomposing into perspective images as do recent works... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
3D Room Layouts From A Single Rgb Panorama PanoContext LayoutNet 3DIoU 74.48% # 4
3D Room Layouts From A Single Rgb Panorama Realtor360 LayoutNet 3DIoU 62.77% # 2
3D Room Layouts From A Single Rgb Panorama Stanford 2D-3D LayoutNet 3DIoU 76.33% # 3