1 research outputs found
JigsawPlan: Room Layout Jigsaw Puzzle Extreme Structure from Motion using Diffusion Models
This paper presents a novel approach to the Extreme Structure from Motion
(E-SfM) problem, which takes a set of room layouts as polygonal curves in the
top-down view, and aligns the room layout pieces by estimating their 2D
translations and rotations, akin to solving the jigsaw puzzle of room layouts.
The biggest discovery and surprise of the paper is that the simple use of a
Diffusion Model solves this challenging registration problem as a conditional
generation process. The paper presents a new dataset of room layouts and
floorplans for 98,780 houses. The qualitative and quantitative evaluations
demonstrate that the proposed approach outperforms the competing methods by
significant margins