Active Foreground Region Extraction and Tracking for Sports Video Annotation


Autoria(s): Mentzelopoulos, Markos; Psarrou, Alexandra; Angelopoulou, Anastassia; Garcia-Rodriguez, Jose
Contribuinte(s)

Universidad de Alicante. Departamento de Tecnología Informática y Computación

Informática Industrial y Redes de Computadores

Data(s)

16/07/2014

16/07/2014

01/02/2013

Resumo

Automatic video segmentation plays a vital role in sports videos annotation. This paper presents a fully automatic and computationally efficient algorithm for analysis of sports videos. Various methods of automatic shot boundary detection have been proposed to perform automatic video segmentation. These investigations mainly concentrate on detecting fades and dissolves for fast processing of the entire video scene without providing any additional feedback on object relativity within the shots. The goal of the proposed method is to identify regions that perform certain activities in a scene. The model uses some low-level feature video processing algorithms to extract the shot boundaries from a video scene and to identify dominant colours within these boundaries. An object classification method is used for clustering the seed distributions of the dominant colours to homogeneous regions. Using a simple tracking method a classification of these regions to active or static is performed. The efficiency of the proposed framework is demonstrated over a standard video benchmark with numerous types of sport events and the experimental results show that our algorithm can be used with high accuracy for automatic annotation of active regions for sport videos.

Identificador

Neural Processing Letters. 2013, 37(1): 33-46. doi:10.1007/s11063-012-9267-4

1370-4621 (Print)

1573-773X (Online)

http://hdl.handle.net/10045/39277

10.1007/s11063-012-9267-4

Idioma(s)

eng

Publicador

Springer Science+Business Media New York

Relação

http://dx.doi.org/10.1007/s11063-012-9267-4

Direitos

The final publication is available at Springer via http://dx.doi.org/10.1007/s11063-012-9267-4

info:eu-repo/semantics/restrictedAccess

Palavras-Chave #Background subtraction #Object detection #Spatial correlation #Parametric and non-parametric approaches #Sports video #Dominant color #Clustering #Arquitectura y Tecnología de Computadores
Tipo

info:eu-repo/semantics/article