Title :
Scene matching NCC value improvement based on contrast matching
Author :
Pourmohammad, Ali ; Poursajadi, Sajad ; Karimifar, Saeed
Author_Institution :
Electr. Eng. Dept., Amirkabir Univ. of Technol., Tehran, Iran
Abstract :
Geometrical and radiometrical corrections are important for scene matching applications. We suppose the applications that there are no geometrical errors based on using 3D-Inertial sensors for geometrical corrections. In these cases, Normalized Cross-Correlation (NCC) is commonly used method for scene matching. The problem of matching a pattern image (mask) to an image in these cases needs to correction of radiometrical errors as illumination (contrast) variations. In this paper we show that correlation between a mask and a histogram matched image instead of using that raw version, improves the correlation value. First we match histogram function of the image to histogram function of the mask in order to have two closed contrast images, and then correlate those together using NCC and root mean square error (RMSE) methods. Simulation results confirm that according to using NCC and RMSE simultaneously, not only this method is a fast and real time method, but also according to matching histogram function of the received image to histogram function of the mask, it improves the correlation value. Also we show that using the edge detected version of the mask and histogram matched image, lead us to have the best results.
Keywords :
edge detection; image matching; mean square error methods; statistical distributions; NCC; RMSE method; contrast matching; edge detection; geometrical error correction; histogram function; illumination variations; mask; normalized cross-correlation; pattern image matching; radiometrical error correction; root mean square error; scene matching; Correlation; Histograms; Image edge detection; Lighting; Real-time systems; Robustness; NCC; RMSE; histogram equalizing; histogram maching; scene matching;
Conference_Titel :
Machine Vision and Image Processing (MVIP), 2013 8th Iranian Conference on
Conference_Location :
Zanjan
Print_ISBN :
978-1-4673-6182-8
DOI :
10.1109/IranianMVIP.2013.6779998