Sensors 2013, 13(7), 8895-8915; doi:10.3390/s130708895

Background Subtraction Based on Color and Depth Using Active Sensors

* email, email and email
Received: 7 May 2013; in revised form: 3 July 2013 / Accepted: 4 July 2013 / Published: 12 July 2013
(This article belongs to the Special Issue State-of-the-Art Sensors Technology in Spain 2013)
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Abstract: Depth information has been used in computer vision for a wide variety of tasks. Since active range sensors are currently available at low cost, high-quality depth maps can be used as relevant input for many applications. Background subtraction and video segmentation algorithms can be improved by fusing depth and color inputs, which are complementary and allow one to solve many classic color segmentation issues. In this paper, we describe one fusion method to combine color and depth based on an advanced color-based algorithm. This technique has been evaluated by means of a complete dataset recorded with Microsoft Kinect, which enables comparison with the original method. The proposed method outperforms the others in almost every test, showing more robustness to illumination changes, shadows, reflections and camouflage.
Keywords: background subtraction; foreground; segmentation; depth; Kinect; active sensors; computer vision; video surveillance; sensor fusion
PDF Full-text Download PDF Full-Text [2482 KB, Updated Version, uploaded 21 June 2014 07:49 CEST]
The original version is still available [2482 KB, uploaded 21 June 2014 07:49 CEST]

Export to BibTeX |

MDPI and ACS Style

Fernandez-Sanchez, E.J.; Diaz, J.; Ros, E. Background Subtraction Based on Color and Depth Using Active Sensors. Sensors 2013, 13, 8895-8915.

AMA Style

Fernandez-Sanchez EJ, Diaz J, Ros E. Background Subtraction Based on Color and Depth Using Active Sensors. Sensors. 2013; 13(7):8895-8915.

Chicago/Turabian Style

Fernandez-Sanchez, Enrique J.; Diaz, Javier; Ros, Eduardo. 2013. "Background Subtraction Based on Color and Depth Using Active Sensors." Sensors 13, no. 7: 8895-8915.

Sensors EISSN 1424-8220 Published by MDPI AG, Basel, Switzerland RSS E-Mail Table of Contents Alert