Title :
Color matching and illumination estimation for urban scenes
Author :
Sun, Mingxuan ; Schindler, Grant ; Turk, Greg ; Dellaert, Frank
Author_Institution :
Georgia Inst. of Technol., Atlanta, GA, USA
fDate :
Sept. 27 2009-Oct. 4 2009
Abstract :
Photographs taken of the same scene often look very different, due to various conditions such as the time of day, the camera characteristics, and subsequent processing of the image. Prime examples are the countless photographs of urban centers taken throughout history. In this paper we present an approach to match the appearance between photographs that removes effects such as different camera settings, illumination, fading ink and paper discoloration over time, and digitization artifacts. Global histogram matching techniques are inadequate for appearance matching of complex scenes where background, light, and shadow can vary drastically, making correspondence a difficult problem. We alleviate this correspondence problem by registering photographs to 3D models of the scene. In addition, by estimating the calendar date and time of day, we can additionally remove the effect of drastic lighting and shadow differences between the photographs. We present results for the case of urban scenes, and show that our method allows for realistic visualizations by blending information from multiple photographs without color-matching artifacts.
Keywords :
data visualisation; image colour analysis; image matching; photography; solid modelling; 3D models; calendar date estimation; camera characteristics; color matching; day time estimation; digitization artifacts; drastic lighting; fading ink; global histogram matching; illumination estimation; image processing; paper discoloration; photograph registering; photographs; realistic visualizations; shadow differences; urban scenes; Calendars; Cameras; Fading; Histograms; History; Image matching; Ink; Layout; Lighting; Visualization;
Conference_Titel :
Computer Vision Workshops (ICCV Workshops), 2009 IEEE 12th International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4244-4442-7
Electronic_ISBN :
978-1-4244-4441-0
DOI :
10.1109/ICCVW.2009.5457425