Title :
A Semi-automatic System for Ground Truth Generation of Soccer Video Sequences
Author :
D´Orazio, T. ; Leo, M. ; Mosca, N. ; Spagnolo, P. ; Mazzeo, P.L.
Author_Institution :
Inst. of Intell. Syst. for Autom., Nat. Res. Council, Bari, Italy
Abstract :
The problem of ground truth generation is fundamental for many approaches of computer vision and image processing. In order to test algorithms for object segmentation, object tracking, object interactions, it is necessary to have image sequences in which the ground truth is determined in an objective way. In the context of visual surveillance where many people moves in the scene occluding each other, it could be very complex and hard the work of generating for each image the position of all the moving objects and maintain this information for all the period in which they remain in the scene. In this paper we propose a semi-automatic system that generates an initial ground truth estimation, and then provides a user-friendly interface to manually validate or correct the track results. The proposed system has been tested on some soccer video sequences that have been published on-line for being available to the scientific community, but it can be used also in other surveillance contexts.
Keywords :
computer vision; image segmentation; image sequences; object detection; sport; video surveillance; computer image processing; computer vision processing; ground truth generation; image sequences; object interactions; object segmentation; object tracking; semi-automatic system; soccer video sequences; visual surveillance; Computer vision; Humans; Image sequences; Layout; Object detection; Positron emission tomography; Signal generators; Surveillance; Testing; Video sequences; Background Subtraction; Ground Truth Generation; Object tracking;
Conference_Titel :
Advanced Video and Signal Based Surveillance, 2009. AVSS '09. Sixth IEEE International Conference on
Conference_Location :
Genova
Print_ISBN :
978-1-4244-4755-8
Electronic_ISBN :
978-0-7695-3718-4
DOI :
10.1109/AVSS.2009.69