Software transforms images and video into 3-D
An engineer from the University of Illinois at Urbana-Champaign (Champaign, IL, USA) working with software developers at Microsoft Research has developed an algorithm that can automatically transform 2-D single images, as well as 2-D video sequences, into 3-D.
Kevin Karsch and his Microsoft colleagues first used a Kinect-based system to collect a large dataset containing stereoscopic videos with known depths.
Given an input image, the algorithm they developed then finds matching candidates in the database and warps them to match the structure of the input image. A global optimization procedure is then used to interpolate the warped images, producing per-pixel depth estimates for the input image.
On single images, a label based smoothing procedure is then used to improve the depth estimates. On video sequences, a motion flow technique is used.
The researchers demonstrated that the software could produce 3-D images of both indoor and outdoor scenes from 2-D images, and have also created a 3-D version of scenes from the feature film Charade.
Readers can download both the Matlab implementation of the algorithm and the training data from the Microsoft website here.
The researchers have also written a detailed technical article describing the software. Entitled "Depth Extraction from Video Using Non-Parametric Sampling," it can be downloaded from researcher Kevin Karsch's homepage here.
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