Title :
Mobile Landmark Search with 3D Models
Author :
Weiqing Min ; Changsheng Xu ; Min Xu ; Xian Xiao ; Bing-Kun Bao
Author_Institution :
Nat. Lab. of Pattern Recognition, Inst. of Autom., Beijing, China
Abstract :
Landmark search is crucial to improve the quality of travel experience. Smart phones make it possible to search landmarks anytime and anywhere. Most of the existing work computes image features on smart phones locally after taking a landmark image. Compared with sending original image to the remote server, sending computed features saves network bandwidth and consequently makes sending process fast. However, this scheme would be restricted by the limitations of phone battery power and computational ability. In this paper, we propose to send compressed (low resolution) images to remote server instead of computing image features locally for landmark recognition and search. To this end, a robust 3D model based method is proposed to recognize query images with corresponding landmarks. Using the proposed method, images with low resolution can be recognized accurately, even though images only contain a small part of the landmark or are taken under various conditions of lighting, zoom, occlusions and different viewpoints. In order to provide an attractive landmark search result, a 3D texture model is generated to respond to a landmark query. The proposed search approach, which opens up a new direction, starts from a 2D compressed image query input and ends with a 3D model search result.
Keywords :
data compression; image coding; image recognition; image resolution; image retrieval; mobile computing; smart phones; solid modelling; travel industry; 2D compressed image query; 3D model based method; 3D texture model; compressed image sending; landmark query; landmark recognition; mobile landmark search; quality improvement; query image recognition; remote server; smart phones; travel experience; Cameras; Image recognition; Image reconstruction; Mobile communication; Solid modeling; Three-dimensional displays; Visualization; 3D reconstruction; 3D to 2D matching; content-based image retrieval; mobile landmark search;
Journal_Title :
Multimedia, IEEE Transactions on
DOI :
10.1109/TMM.2014.2302744