Automatic text segmentation and text recognition for video indexing
Multimedia Systems
Content-based video similarity model
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
Content-Based Classification, Search, and Retrieval of Audio
IEEE MultiMedia
Automatic Text Extraction from Video for Content-Based Annotation and Retrieval
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 1 - Volume 1
A Review of Audio Fingerprinting
Journal of VLSI Signal Processing Systems
Generic similarity detection in ontologies with the SOQA-SimPack toolkit
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Audio similarity measure by graph modeling and matching
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Frequency Filtering for a Highly Robust Audio Fingerprinting Scheme in a Real-Noise Environment
IEICE - Transactions on Information and Systems
A music search engine built upon audio-based and web-based similarity measures
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
A robust audio fingerprint extraction algorithm
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
Personalized online document, image and video recommendation via commodity eye-tracking
Proceedings of the 2008 ACM conference on Recommender systems
Introduction to Algorithms, Third Edition
Introduction to Algorithms, Third Edition
A novel scheme for video similarity detection
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Video histogram: a novel video signature for efficient web video duplicate detection
MMM'07 Proceedings of the 13th International conference on Multimedia Modeling - Volume Part II
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Circuits and Systems for Video Technology
Efficient video similarity measurement with video signature
IEEE Transactions on Circuits and Systems for Video Technology
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In this paper, we introduce a new learning based video content similarity model. The model leverages on multiple clues on the contents of a video and can be used to rank videos in a personalized way. The key to produce a personalized video ranking is to have a good estimate of pairwise video content similarity, which is realized through meta-learning using a radial-basis function network. Four aspects of a video are considered in deriving the video content similarity in our method. The training data to our model are acquired in the form of user judged preference relationships regarding video content similarities. With the optimized video content similarity estimation obtained by our algorithm, we can produce a personalized video ranking that matches more closely an individual user's watching interest over a collection of videos. The video ranking results generated by our prototype system are compared with the groundtruth rankings supplied by the individual users as well as rankings by the commercial video website YouTube. The results confirm the advantages of our method in generating personalized video rankings.