Title :
Obstacle detection using stereovision for Android-based mobile devices
Author :
Petrovai, Andra ; Costea, Arthur ; Oniga, Florin ; Nedevschi, Sergiu
Author_Institution :
Comput. Sci. Dept., Tech. Univ. of Cluj-Napoca, Cluj-Napoca, Romania
Abstract :
The increasing development of smart mobile devices has brought a new solution to improving driving assistance systems. In this paper, we present an approach for a real-time obstacle detection using stereovision on mobile devices. We started from the premises that regions in the image belonging to the same object have similar appearance and are close in the 3D space. The limitations introduced by the low-computational hardware of the mobile devices imposed the use of a sparse stereo reconstruction, followed by an efficient implementation of superpixel segmentation. The simple linear iterative clustering (SLIC) is well-suited for such applications extracting superpixels with fine precision. We detect the road and markings in order to remove them from the region of interest where potential obstacles are searched. In a further step, the 3D information obtained from stereo reconstruction allows the superpixels to be grouped in regions which belong to the same object. In conclusion, we managed to obtain accurate obstacle detection at short-medium distances and in low-speed traffic scenarios and most importantly real-time processing.
Keywords :
feature extraction; image reconstruction; image segmentation; iterative methods; mobile computing; object detection; pattern clustering; road traffic; stereo image processing; traffic engineering computing; 3D space; Android-based mobile devices; SLIC; driving assistance systems; low-speed road traffic scenarios; obstacle detection; simple linear iterative clustering; smart mobile devices; sparse stereo reconstruction; stereo vision; superpixel extraction; superpixel segmentation; Image color analysis; Image reconstruction; Image segmentation; Mobile handsets; Roads; Stereo image processing; Three-dimensional displays; Android; collision avoidance system; image processing; mobile device; obstacle detection; stereovision; superpixels;
Conference_Titel :
Intelligent Computer Communication and Processing (ICCP), 2014 IEEE International Conference on
Conference_Location :
Cluj Napoca
Print_ISBN :
978-1-4799-6568-7
DOI :
10.1109/ICCP.2014.6936966