Title :
Change detection in streetscapes from GPS coordinated omni-directional image sequences
Author :
Sato, Junji ; Takahashi, Tomokazu ; Ide, Ichiro ; Murase, Hiroshi
Author_Institution :
Graduate Sch. of Inf. Sci., Nagoya Univ.
Abstract :
As part of ITS technology, to achieve quick map updates, we propose a method for automatically detecting changes in streetscapes from images captured by car-mounted omnidirectional cameras. It comprises two stages; accurate alignment of a map and street images taken at various times, and detection of changes in streetscapes from the aligned data. The system will collect data via many free-running cars fitted with low-cost equipment to obtain images at various times and along routes. In the first stage, we process the alignment of the image frames taken at same locations and determine the accurate position information of each frame by a method composed of dimension reduction and DP matching. Then in the second stage, we detect changes in streetscapes from images taken at various times. Experiments with 44 data items which were collected over about a year, demonstrate the effectiveness of our method
Keywords :
Global Positioning System; automated highways; computer vision; image matching; image sequences; DP matching; GPS coordinated omnidirectional image sequences; car-mounted omnidirectional cameras; dimension reduction; image frame alignment; intelligent transport system; map alignment; street images; streetscape change detection; Buildings; Cameras; Cities and towns; Costs; Error correction; Global Positioning System; Image matching; Image sequences; Information science; Navigation;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.360