Title :
A Far Road Sign Recognition by Applying Super-Resolution to Extracted Regions from Successive Frames
Author :
Yamauchi, Hitoshi ; Kojima, Akira ; Miyamoto, Takahiro ; Takahashi, Hiromitsu ; Fukunaga, Kunio
Author_Institution :
Okayama Prefectural Univ., Okayama
Abstract :
In the field of ITS technology, many methods have been proposed for detecting and recognizing road signs from car-mounted cameras. Most of these techniques are, however, for only still images. Therefore, the recognition results are affected by occasional changes of light conditions or occlusions. Moreover, though recognition of far placed signs are meaningful for safety driving, these signs are taken in low resolution images which that they are hardly recognition. In this article, we propose a novel technique for recognizing road signs. In this technique, a series of low resolution images of a road sign is extracted by using CONDENSATION from successive frames. Then, a pseudo-high resolution image of the road sign is generated by super-resolution using the series of images. The proposed techniques lead to early recognition results for far road signs even on images which are failed by traditional techniques.
Keywords :
cameras; driver information systems; feature extraction; image recognition; image registration; image resolution; road safety; transportation; car-mounted cameras; far road sign recognition; image condensation; image extraction; incomplete image registration; intelligent transportation system; safety driving; super-image resolution; Art; Cameras; Computer science; Driver circuits; Image recognition; Image resolution; Layout; Mechatronics; Roads; Systems engineering and theory;
Conference_Titel :
Mechatronics, ICM2007 4th IEEE International Conference on
Conference_Location :
Kumamoto
Print_ISBN :
1-4244-1183-1
Electronic_ISBN :
1-4244-1184-X
DOI :
10.1109/ICMECH.2007.4279978