Title :
Automatic tracking and counting of moving objects
Author :
Philipps, Jonathan Johannes ; Bonninger, Ingrid ; Weigert, Martin ; Vasquez, Javier
Author_Institution :
Brandenburg Univ. of Technol., Cottbus, Germany
Abstract :
This work presents the conception and development of a software system to detect, track and count automatically moving objects in videos. The aim of the system is the automatically counting of moving turtles on a beach. To achieve a high recognition rate of the moving objects we consider three segmentation strategies (SubstractionGrayscale, SubstractionBinarization, Substraction Canny), two object identification methods (Grayscale Connected, FelzenwalbHuttenlocher) and two object recognition methods Nearest Object Distance, Certain Recognition Matching. In the preprocessing step of our system we select parameters like the interesting area and the object size. We use the segmentation process for the recognition of potential objects. After the identification of objects as turtles we track their movements. In the last step we count the turtles. In order to have a representative test number of moving objects we use videos with 1661 moving cars. The best results of 98.98 percent we reached with the combination Canny Edge Detection, Grayscale Connected, and Certain Region Matching Strategy.
Keywords :
image motion analysis; image segmentation; object recognition; object tracking; video signal processing; FelzenwalbHuttenlocher; automatic tracking; certain recognition matching; counting system; grayscale connected; moving object; moving turtles; nearest object distance; object identification; object recognition; segmentation strategy; software system; substraction binarization; substraction canny; substraction grayscale; videos; Gray-scale; Image edge detection; Image segmentation; Labeling; Object recognition; Tracking; Videos; automatic tracking; background separation; image processing; labeling; moving objects; object recognition; video;
Conference_Titel :
Bio-inspired Intelligence (IWOBI), 2014 International Work Conference on
Conference_Location :
Liberia
DOI :
10.1109/IWOBI.2014.6913945