Title :
Video Shot Segmentation Using Spatio-temporal Fuzzy Hostility Index and Automatic Threshold
Author :
Bhaumik, Hrishikesh ; Bhattacharyya, Souvik ; Chakraborty, Shiladri
Author_Institution :
Dept. of Inf. Technol., RCC Inst. of Inf. Technol., Kolkata, India
Abstract :
Shot segmentation is an important preprocessing step towards content based video analysis. In this paper, we propose a Spatio-Temporal Fuzzy Hostility Index (STFHI) for determining the edges of objects present in the frames, composing the video. The edges present in the frames are treated as features of the frame. The correlation between the features is computed for successive frames of the video. An automatic threshold is set using the three-sigma rule, on the gradient of correlation values thus computed to detect hard cuts (abrupt transitions) in the video. The proposed method is able to accurately detect the hard cuts in a video. In an experimental evaluation on a heterogeneous test set, consisting of videos from sports, movie songs, music albums and documentaries, the proposed method achieves substantial improvement over the state of the art methods.
Keywords :
content-based retrieval; edge detection; feature extraction; fuzzy set theory; gradient methods; image segmentation; spatiotemporal phenomena; video retrieval; abrupt transition detection; automatic threshold; content based video analysis; correlation value gradient; documentaries; feature extraction; hard cuts detection; heterogeneous test set; movie songs; music albums; object edge determination; spatiotemporal fuzzy hostility index; sports; successive video frame; three-sigma rule; video shot segmentation; Cameras; Correlation; Histograms; Image edge detection; Indexes; Reliability; Standards; Shot boundary detection; hard cut detection; image correlation; spatio-temporal fuzzy hostility index; three-sigma rule;
Conference_Titel :
Communication Systems and Network Technologies (CSNT), 2014 Fourth International Conference on
Conference_Location :
Bhopal
Print_ISBN :
978-1-4799-3069-2
DOI :
10.1109/CSNT.2014.106