DocumentCode :
1759736
Title :
Structuring Lecture Videos by Automatic Projection Screen Localization and Analysis
Author :
Kai Li ; Jue Wang ; Haoqian Wang ; Qionghai Dai
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Volume :
37
Issue :
6
fYear :
2015
fDate :
June 1 2015
Firstpage :
1233
Lastpage :
1246
Abstract :
We present a fully automatic system for extracting the semantic structure of a typical academic presentation video, which captures the whole presentation stage with abundant camera motions such as panning, tilting, and zooming. Our system automatically detects and tracks both the projection screen and the presenter whenever they are visible in the video. By analyzing the image content of the tracked screen region, our system is able to detect slide progressions and extract a high-quality, non-occluded, geometrically-compensated image for each slide, resulting in a list of representative images that reconstruct the main presentation structure. Afterwards, our system recognizes text content and extracts keywords from the slides, which can be used for keyword-based video retrieval and browsing. Experimental results show that our system is able to generate more stable and accurate screen localization results than commonly-used object tracking methods. Our system also extracts more accurate presentation structures than general video summarization methods, for this specific type of video.
Keywords :
computer aided instruction; image motion analysis; image sensors; object detection; object tracking; video retrieval; video signal processing; abundant camera motions; academic presentation video; automatic projection screen localization; high-quality nonoccluded geometrically-compensated image; image content; keyword-based video browsing; keyword-based video retrieval; lecture video structuring; object tracking methods; panning; slide progressions; text content; tilting; tracked screen region; video summarization methods; zooming; Cameras; Educational institutions; Feature extraction; Semantics; Trajectory; Videos; Visualization; Lecture video; presentation video; projection screen localization; video structuring; video summarization;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2014.2361133
Filename :
6915738
Link To Document :
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