Event detection in baseball video using superimposed caption recognition
Proceedings of the tenth ACM international conference on Multimedia
Creating audio keywords for event detection in soccer video
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 1
Video abstraction: A systematic review and classification
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Engineering Applications of Artificial Intelligence
Video summarisation: A conceptual framework and survey of the state of the art
Journal of Visual Communication and Image Representation
Speeded-Up Robust Features (SURF)
Computer Vision and Image Understanding
Video Summarization Based on Semantic Feature Analysis and User Preference
SUTC '08 Proceedings of the 2008 IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (sutc 2008)
Using MPEG-7 for Generic Audiovisual Content Automatic Summarization
WIAMIS '08 Proceedings of the 2008 Ninth International Workshop on Image Analysis for Multimedia Interactive Services
Sequence alignment for redundancy removal in video rushes summarization
TVS '08 Proceedings of the 2nd ACM TRECVid Video Summarization Workshop
Lightweight web image reranking
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Hand gesture recognition using a neural network shape fitting technique
Engineering Applications of Artificial Intelligence
Content based radiology image retrieval using a fuzzy rule based scalable composite descriptor
Multimedia Tools and Applications
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Automatic discovery of image families: global vs. local features
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Dynamic two-stage image retrieval from large multimodal databases
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
An integrated scheme for automated video abstraction based on unsupervised cluster-validity analysis
IEEE Transactions on Circuits and Systems for Video Technology
Multicamera video summarization and anomaly detection from activity motifs
ACM Transactions on Sensor Networks (TOSN)
Hi-index | 0.00 |
In this paper, a novel method to generate video summaries is proposed, which is allocated mainly for being applied to on-line videos. The novelty of this approach lies in the fact that the video summarization problem is considered as a single query image retrieval problem. According to the proposed method, each frame is considered as a separate image and is described by the recently proposed Compact Composite Descriptors(CCDs) and a visual word histogram. In order to classify the frames into clusters, the method utilizes a powerful Self-Growing and Self-Organized Neural Gas (SGONG) network. Its main advantage is that it adjusts the number of created neurons and their topology in an automatic way. Thus, after training, the SGONG give us the appropriate number of output classes and their centers. The extraction of a representative key frame from every cluster leads to the generation of the video abstract. A significant characteristic of the proposed method is its ability to calculate dynamically the appropriate number of clusters. Experimental results are presented to indicate the effectiveness of the proposed approach.