Title :
Vision-based pedestrian tracking system using color and motion cue
Author :
Meiqing Wu ; Siew-Kei Lam ; Srikanthan, T. ; Shah, T.
Author_Institution :
Nanyang Technol. Univ., Singapore, Singapore
Abstract :
Pedestrian tracking is becoming increasingly important for intelligent vehicles to improve the safety on road. Vision based pedestrian tracking with moving cameras faces notorious challenges. The classical background subtraction technique in surveillance applications is no longer applicable for Advanced Driver Assistance Systems (ADASs). In this paper, we propose a vision based pedestrian tracking algorithm which relies on color and motion information. First, pedestrians are detected using the HOG human detector in each image frame. The detected pedestrians are then associated over video frames based on fusion of color-based similarity and motion-based similarity between two image regions. Our studies reveal that the utilization of histogram in the proposed method contributes to high computational complexity. As such, preliminary results for a hardware-efficient implementation of histogram generation and comparison technique have been presented.
Keywords :
computational complexity; computer vision; image colour analysis; image fusion; image motion analysis; image sensors; object detection; object tracking; pedestrians; road safety; video signal processing; HOG human detector; color information; color-based similarity fusion; high computational complexity; histogram comparison technique; histogram generation technique; histogram utilization; image regions; intelligent vehicles; motion cue; motion-based similarity fusion; moving cameras; pedestrian detection; road safety improvement; video frames; vision-based pedestrian tracking system; Detectors; Feature extraction; Hardware; Histograms; Image color analysis; Radar tracking; Tracking; Color; HOG; Histogram; Motion; Pedestrian tracking;
Conference_Titel :
Integrated Circuits (ISIC), 2014 14th International Symposium on
Conference_Location :
Singapore
DOI :
10.1109/ISICIR.2014.7029538