Title : 
A New Segmentation Method for Broadcast Sports Video
         
        
            Author : 
Hao Sun ; Chen, Jim X. ; Wechsler, Harry ; Yongquan Jiang
         
        
            Author_Institution : 
Dept. of Comput. Sci., George Mason Univ., Fairfax, VA, USA
         
        
        
        
        
        
            Abstract : 
We introduce a novel method, named S-CRP (Segmentation based on distance dependent Chinese Restaurant Process), to segment broadcast sports videos into semantic shots. S-CRP employs distance dependent Chinese Restaurant Process (DCRP) using two segmentation criteria, namely appearance and time distances. It takes advantage of the customer (frame) assignments in DCRP and is able to reduce the negative effect of noisy frames without the use of domain knowledge and more sophisticated classifiers. In addition, we find that the conventional performance evaluation metrics are unable to reflect the quality of the segmentation properly. We introduced a new performance metric, namely Levenshtein distance Ratio, which gives a more accurate measure of how well the segmentation result can match the original video structure.
         
        
            Keywords : 
image segmentation; sport; video signal processing; Levenshtein distance ratio; S-CRP method; appearance criteria; broadcast sports video; domain knowledge; performance evaluation metrics; segmentation based on distance dependent Chinese restaurant process; segmentation criteria; segmentation quality; semantic shots; time distance criteria; video segmentation method; Accuracy; Multimedia communication; Noise measurement; Semantics; Streaming media; Support vector machines; CRP; L-Ratio; sports video segmentation;
         
        
        
        
            Conference_Titel : 
Computational Science and Engineering (CSE), 2014 IEEE 17th International Conference on
         
        
            Conference_Location : 
Chengdu
         
        
            Print_ISBN : 
978-1-4799-7980-6
         
        
        
            DOI : 
10.1109/CSE.2014.328