1 research outputs found
An Advert Creation System for 3D Product Placements
Over the past decade, the evolution of video-sharing platforms has attracted
a significant amount of investments on contextual advertising. The common
contextual advertising platforms utilize the information provided by users to
integrate 2D visual ads into videos. The existing platforms face many technical
challenges such as ad integration with respect to occluding objects and 3D ad
placement. This paper presents a Video Advertisement Placement & Integration
(Adverts) framework, which is capable of perceiving the 3D geometry of the
scene and camera motion to blend 3D virtual objects in videos and create the
illusion of reality. The proposed framework contains several modules such as
monocular depth estimation, object segmentation, background-foreground
separation, alpha matting and camera tracking. Our experiments conducted using
Adverts framework indicates the significant potential of this system in
contextual ad integration, and pushing the limits of advertising industry using
mixed reality technologies.Comment: Published in Proc. European Conference on Machine Learning and
Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 202