Supporting audiovisual query using dynamic programming
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Video retrieval using an MPEG-7 based inference network
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Application of computational media aesthetics methodology to extracting color semantics in film
Proceedings of the tenth ACM international conference on Multimedia
A Stochastic Model for Content-Based Image Retrieval
PCM '02 Proceedings of the Third IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Where Does Computational Media Aesthetics Fit?
IEEE MultiMedia
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Accessing Video Contents through Key Objects over IP
Multimedia Tools and Applications
The CPR model for summarizing video
MMDB '03 Proceedings of the 1st ACM international workshop on Multimedia databases
Constructing a bowling information system with video content analysis
MMDB '03 Proceedings of the 1st ACM international workshop on Multimedia databases
Image database retrieval utilizing affinity relationships
MMDB '03 Proceedings of the 1st ACM international workshop on Multimedia databases
Computer Vision and Image Understanding - Special isssue on video retrieval and summarization
Modelling and filtering of MPEG-7-compliant meta-data for digital video
Proceedings of the 2004 ACM symposium on Applied computing
Probabilistic Space-Time Video Modeling via Piecewise GMM
IEEE Transactions on Pattern Analysis and Machine Intelligence
Semantic video classification by integrating flexible mixture model with adaptive EM algorithm
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
Semantic context detection based on hierarchical audio models
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
ETP '03 Proceedings of the 2003 ACM SIGMM workshop on Experiential telepresence
Semantic video classification and feature subset selection under context and concept uncertainty
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Multi-level annotation of natural scenes using dominant image components and semantic concepts
Proceedings of the 12th annual ACM international conference on Multimedia
Multimodal Video Indexing: A Review of the State-of-the-art
Multimedia Tools and Applications
The priority curve algorithm for video summarization
Proceedings of the 2nd ACM international workshop on Multimedia databases
The CPR Model for Summarizing Video
Multimedia Tools and Applications
Constructing a Bowling Information System with Video Content Analysis
Multimedia Tools and Applications
A unified framework for semantic shot representation of sports video
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
A fusion scheme of visual and auditory modalities for event detection in sports video
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
The challenge problem for automated detection of 101 semantic concepts in multimedia
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
The influence of cross-validation on video classification performance
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Large-scale video retrieval via semantic classification
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
The priority curve algorithm for video summarization
Information Systems
Information-theoretic semantic multimedia indexing
Proceedings of the 6th ACM international conference on Image and video retrieval
Inexpensive fusion methods for enhancing feature detection
Image Communication
TV ad video categorization with probabilistic latent concept learning
Proceedings of the international workshop on Workshop on multimedia information retrieval
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Leveraging probabilistic season and location context models for scene understanding
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Semantic representation of multimedia content: Knowledge representation and semantic indexing
Multimedia Tools and Applications
Multi-cue fusion for semantic video indexing
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Advanced Information Retrieval
Electronic Notes in Theoretical Computer Science (ENTCS)
Integrating Image Segmentation and Classification for Fuzzy Knowledge-Based Multimedia Indexing
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Automatic objects behaviour recognition from compressed video domain
Image and Vision Computing
Foundations and Trends in Information Retrieval
An Evidence-Driven Probabilistic Inference Framework for Semantic Image Understanding
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Episode-constrained cross-validation in video concept retrieval
IEEE Transactions on Multimedia
Fast min-hashing indexing and robust spatio-temporal matching for detecting video copies
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Similarity retrieval of videos by using 3D C-string knowledge representation
Journal of Visual Communication and Image Representation
Content-based retrieval for human motion data
Journal of Visual Communication and Image Representation
Statistical modeling and conceptualization of natural images
Pattern Recognition
Comparing compact codebooks for visual categorization
Computer Vision and Image Understanding
Predictive visual context in object detection
CONTEXT'03 Proceedings of the 4th international and interdisciplinary conference on Modeling and using context
Predicting detection events from Bayesian scene recognition
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Context based object detection from video
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
ELVIS: Entertainment-led video summaries
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Everyday concept detection in visual lifelogs: validation, relationships and trends
Multimedia Tools and Applications
Investigating fuzzy DLs-based reasoning in semantic image analysis
Multimedia Tools and Applications
An information-theoretic framework for semantic-multimedia retrieval
ACM Transactions on Information Systems (TOIS)
Personalization in multimedia retrieval: A survey
Multimedia Tools and Applications
Efficient large-scale image data set exploration: visual concept network and image summarization
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
A Bayesian network modeling approach for cross media analysis
Image Communication
Semantic context inference in multimedia search
The future internet
Methods for automatic and assisted image annotation
Multimedia Tools and Applications
Human behavior clustering for anomaly detection
Frontiers of Computer Science in China
A survey of semantic multimedia retrieval systems
MACMESE'11 Proceedings of the 13th WSEAS international conference on Mathematical and computational methods in science and engineering
Photo retrieval from personal memories using generic concepts
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Learned lexicon-driven interactive video retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Collaborative video reindexing via matrix factorization
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Generating visual concept network from large-scale weakly-tagged images
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Semantic feature extraction based on video abstraction and temporal modeling
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
Image interpretation by combining ontologies and bayesian networks
SETN'12 Proceedings of the 7th Hellenic conference on Artificial Intelligence: theories and applications
Video event description in scene context
Neurocomputing
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Semantic filtering and retrieval of multimedia content is crucial for efficient use of the multimedia data repositories. Video query by semantic keywords is one of the most difficult problems in multimedia data retrieval. The difficulty lies in the mapping between low-level video representation and high-level semantics. We therefore formulate the multimedia content access problem as a multimedia pattern recognition problem. We propose a probabilistic framework for semantic video indexing, which call support filtering and retrieval and facilitate efficient content-based access. To map low-level features to high-level semantics we propose probabilistic multimedia objects (multijects). Examples of multijects in movies include explosion, mountain, beach, outdoor, music etc. Semantic concepts in videos interact and to model this interaction explicitly, we propose a network of multijects (multinet). Using probabilistic models for six site multijects, rocks, sky, snow, water-body forestry/greenery and outdoor and using a Bayesian belief network as the multinet we demonstrate the application of this framework to semantic indexing. We demonstrate how detection performance can be significantly improved using the multinet to take interconceptual relationships into account. We also show how the multinet can fuse heterogeneous features to support detection based on inference and reasoning