کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
514980 866931 2012 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Near-duplicate video detection featuring coupled temporal and perceptual visual structures and logical inference based matching
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزارهای علوم کامپیوتر
پیش نمایش صفحه اول مقاله
Near-duplicate video detection featuring coupled temporal and perceptual visual structures and logical inference based matching
چکیده انگلیسی

We propose in this paper an architecture for near-duplicate video detection based on: (i) index and query signature based structures integrating temporal and perceptual visual features and (ii) a matching framework computing the logical inference between index and query documents. As far as indexing is concerned, instead of concatenating low-level visual features in high-dimensional spaces which results in curse of dimensionality and redundancy issues, we adopt a perceptual symbolic representation based on color and texture concepts. For matching, we propose to instantiate a retrieval model based on logical inference through the coupling of an N-gram sliding window process and theoretically-sound lattice-based structures. The techniques we cover are robust and insensitive to general video editing and/or degradation, making it ideal for re-broadcasted video search. Experiments are carried out on large quantities of video data collected from the TRECVID 02, 03 and 04 collections and real-world video broadcasts recorded from two German TV stations. An empirical comparison over two state-of-the-art dynamic programming techniques is encouraging and demonstrates the advantage and feasibility of our method.


► Near-duplicate video detection with logical inference based matching.
► Index and query structures integrating temporal and perceptive visual features.
► Robustness and insensitivity to general video editing and/or degradation.
► Experimental comparison on large-scale data over two dynamic programming techniques.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Processing & Management - Volume 48, Issue 3, May 2012, Pages 489–501
نویسندگان
, ,