Unsupervised content discovery in composite audio
Proceedings of the 13th annual ACM international conference on Multimedia
Scenario based dynamic video abstractions using graph matching
Proceedings of the 13th annual ACM international conference on Multimedia
Towards optimal audio "keywords" detection for audio content analysis and discovery
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Video summarisation: A conceptual framework and survey of the state of the art
Journal of Visual Communication and Image Representation
Multimedia Tools and Applications
An overview of video shot clustering and summarization techniques for mobile applications
MobiMedia '06 Proceedings of the 2nd international conference on Mobile multimedia communications
Clip based video summarization and ranking
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
An Approximate Distribution for the Normalized Cut
Journal of Mathematical Imaging and Vision
A Graph Clustering Algorithm Based on Minimum and Normalized Cut
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part I: ICCS 2007
Local Subspace-Based Denoising for Shot Boundary Detection
IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence
Automatic personalized video abstraction for sports videos using metadata
Multimedia Tools and Applications
Fast analysis of scalable video for adaptive browsing interfaces
Computer Vision and Image Understanding
A Flexible Framework for Audio Semantic Content Detection
PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Movie story intensity representation through audiovisual tempo analysis
Multimedia Tools and Applications
Equivalent key frames selection based on iso-content principles
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Multimedia - Special issue on integration of context and content
Hierarchical modeling and adaptive clustering for real-time summarization of rush videos
IEEE Transactions on Multimedia
Playing Sub-stories from Complex Movies
ICIDS '09 Proceedings of the 2nd Joint International Conference on Interactive Digital Storytelling: Interactive Storytelling
A Neural Network Based Framework for Audio Scene Analysis in Audio Sensor Networks
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Normalized Cut Based Coherence Measure Construction for Scene Segmentation
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Contextual advertising for IPTV using automated metadata generation
CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
Sports video mining via multichannel segmental hidden Markov models
IEEE Transactions on Multimedia
Vlogging: A survey of videoblogging technology on the web
ACM Computing Surveys (CSUR)
Graph-based multilevel temporal segmentation of scripted content videos
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
ELVIS: Entertainment-led video summaries
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Interactive search and browsing interface for large-scale visual repositories
Multimedia Tools and Applications
Activity-driven content adaptation for effective video summarization
Journal of Visual Communication and Image Representation
Unsupervised summarization of rushes videos
Proceedings of the international conference on Multimedia
Character-based movie summarization
Proceedings of the international conference on Multimedia
Video scene detection using graph-based representations
Image Communication
Automatic categorization and summarization of documentaries
Journal of Information Science
EURASIP Journal on Advances in Signal Processing
Video summarization via transferrable structured learning
Proceedings of the 20th international conference on World wide web
Dominant sets based movie scene detection
Signal Processing
Beyond search: Event-driven summarization for web videos
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Hot event detection and summarization by graph modeling and matching
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Video summarization with semantic concept preservation
Proceedings of the 10th International Conference on Mobile and Ubiquitous Multimedia
Audiovisual integration for racquet sports video retrieval
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Video scene segmentation using time constraint dominant-set clustering
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
A general Framework of video segmentation to logical unit based on conditional random fields
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Bag of visual words model for videos segmentation into scenes
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
'Mind the gap': evaluating user physiological response for multi-genre video summarisation
BCS-HCI '13 Proceedings of the 27th International BCS Human Computer Interaction Conference
Video fingerprinting based on graph model
Multimedia Tools and Applications
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We propose a unified approach for video summarization based on the analysis of video structures and video highlights. Two major components in our approach are scene modeling and highlight detection. Scene modeling is achieved by normalized cut algorithm and temporal graph analysis, while highlight detection is accomplished by motion attention modeling. In our proposed approach, a video is represented as a complete undirected graph and the normalized cut algorithm is carried out to globally and optimally partition the graph into video clusters. The resulting clusters form a directed temporal graph and a shortest path algorithm is proposed to efficiently detect video scenes. The attention values are then computed and attached to the scenes, clusters, shots, and subshots in a temporal graph. As a result, the temporal graph can inherently describe the evolution and perceptual importance of a video. In our application, video summaries that emphasize both content balance and perceptual quality can be generated directly from a temporal graph that embeds both the structure and attention information.