38% est donné par le seuil= 0.2, avec F-meas= 16.98% et CR + = 34.48%. Les meilleurs résultats sont obtenus dans l'intervalle de seuil [0.2, 0.5]. En effet, pour un seuil fixéfixéà 0.40, on rapporte un gain de 10 présentent l'´ evolution des performances pour les trois systèmes par concepts, en utilisant un seuil= 0.4. Plusieurs points peuventêtrepeuventêtre notés, comme suit : ? Les trois systèmes produisent une certaine non-détection (F-meas= 0, pp.2628293334-36 ,
Aussi, on montre l'effet de l'utilisation des approches suivantes, Lin (Equ. 4.16), J&C (Equ. 4.17) avec celle proposée B&H (Equ. 4.18) sur le système Onto-PENN ,
Feature Extraction For Multimedia Analysis, Chapter Advances in Multimedia Semantics, 2009. ,
Classifier Fusion: Combination Methods For Semantic Indexing in Video Content, Conférences avec comité de sélection 1 Proceedings of ICANN, pp.65-74, 2006. ,
DOI : 10.1007/11840930_7
Neural network classifier fusion based on Dempster-Shafer theory for semantic indexing in video content, Proceedings of MMM, vol.1, pp.196-205, 2007. ,
Multi-level Fusion for Semantic Video Content Indexing and Retrieval, Proceedings of AMR, pp.160-169, 2007. ,
DOI : 10.1007/978-3-540-79860-6_13
Video shots key-frames indexing and retrieval through pattern analysis and fusion techniques, 2007 10th International Conference on Information Fusion, pp.1-6, 2007. ,
DOI : 10.1109/ICIF.2007.4408023
Low-level feature fusion models for soccer scene classification, 2008 IEEE International Conference on Multimedia and Expo, pp.1329-1332, 2008. ,
DOI : 10.1109/ICME.2008.4607688
Perplexity-based evidential neural network classifier fusion using mpeg-7 low-level visual features, Proceeding of the 1st ACM international conference on Multimedia information retrieval, MIR '08, pp.160-169, 2008. ,
DOI : 10.1145/1460096.1460151
Evidence Theory-Based Multimodal Emotion Recognition, Proceedings of MMM, pp.435-446, 2009. ,
DOI : 10.1007/11840930_7
Integrating Image Segmentation and Classification for Fuzzy Knowledge-Based Multimedia Indexing, Proceedings of MMM, pp.263-274, 2009. ,
DOI : 10.1007/978-1-4757-3264-1
Ontological reranking approach for hybrid concept similarity-based video shots indexing, Proceedings of WIAMIS, 2009. ,
Hierarchical ontology-based robust video shots indexing using global MPEG-7 visual descriptors, Proceedings of CBMI, Crete Island-Greece, 2009. ,
Eurécom at TRECVid 2006 : Extraction of high level features and BBC rushes exploitation, Proceedings of TREC, 2006. ,
Eurécom at TRECVid 2007 : High level features extraction, Proceedings of TREC, 2007. ,
K-Space at TRECVid, Proceedings of TREC, 2007. ,
K-Space at TRECVid, Proceedings of TREC, 2008. ,
Combining Segmentation and Classification Techniques for Fuzzy Knowledge-based Semantic Image Annotation, Proceedings of SAMT, 2008. ,
Combination of classifiers on the decision level for face recognition Technical repport of Bern University Soccer highlights detection and recognition using HMMs, Proceedings of the International Conference on Multimedia and Expo, pp.825-828, 1996. ,
Learning with many irrelevant features, Ninth National Conference on Artificial Intelligence, pp.547-552, 1991. ,
Learning Boolean concepts in the presence of many irrelevant features, Artificial Intelligence, vol.69, issue.1-2, pp.279-306, 1994. ,
DOI : 10.1016/0004-3702(94)90084-1
Extension of MPEG-7 low-level visual descriptors for TRECVid07, pp.6-027026, 2007. ,
Selection bias in gene extraction on the basis of microarray gene-expression data, Proceedings of the National Academy of Sciences, pp.6562-6566, 2002. ,
DOI : 10.1073/pnas.102102699
Formulation et traitement de l'incertain en analyse multisenseurs . GRETSI, 1993. ,
TRECVid 2007 collaborative annotation using active learning. TRECVid, 11th International Workshop on Video Retrieval Evaluation Integrating image segmentation and classification for fuzzy knowledge-based multimedia indexing, MMM, 15th International MultiMedia Modeling Conference, pp.263-274, 2007. ,
URL : https://hal.archives-ouvertes.fr/hal-00953889
Reducing multiclass to binary : A unifying approach for margin classifiers, Journal of Machine Learning Research, vol.1, pp.113-141, 2000. ,
Indexation de documents vidéos par concepts par fusion de caractéristiques audio, image et texte, 2007. ,
Recherche approximative de plus proches voisins avec contrôle probabiliste de la précision : application la recherche d'images par le contenu, 2004. ,
The virage image search engine, Proceedings of SPIE conference on Storage and Retrieval for Image and Video Databases, 1996. ,
Eurecom at TRECVid 2007 : Extraction of high level features, TRECVid, 11th International Workshop on Video Retrieval Evaluation, 2007. ,
When Is ???Nearest Neighbor??? Meaningful?, Proceedings of the 7th International Conference on Database Theory, pp.217-235, 1999. ,
DOI : 10.1007/3-540-49257-7_15
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.31.1422
Classifier Fusion: Combination Methods For Semantic Indexing in Video Content, ICANN, International Conference on Artificial Neural Networks, Athens-Greece, pp.65-74, 2006. ,
DOI : 10.1007/11840930_7
Neural Network Combining Classifier Based on Dempster-Shafer Theory for Semantic Indexing in Video Content, MMM, International MultiMedia Modeling Conference, pp.196-205, 2007. ,
DOI : 10.1007/978-3-540-69429-8_20
Low-level feature fusion models for soccer scene classification, IEEE International Conference on Multimedia & Expo, pp.1329-1332, 2008. ,
Perplexity-based evidential neural network classifier fusion using mpeg-7 low-level visual features, Proceeding of the 1st ACM international conference on Multimedia information retrieval, MIR '08, pp.336-341, 2008. ,
DOI : 10.1145/1460096.1460151
Hierarchical ontology-based video shots indexing using MPEG-7 visual descriptors, CBMI, 7th International Workshop on Content-Based Multimedia Indexing, 2009. ,
Ontological reranking approach for hybrid concept similarity-based video shots indexing, WIAMIS, International Workshop on Image Analysis for Multimedia Interactive Services, 2009. ,
Evaluation of an ontology-based knowledge-management-system. a case study of convera retrievalware 8.0, Inf. Serv. Use, vol.25, pp.181-195, 2005. ,
Eigenfaces vs. Fisherfaces: recognition using class specific linear projection, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.19, issue.7, pp.711-720, 1997. ,
DOI : 10.1109/34.598228
Neural Networks for Pattern Recognition, 1995. ,
Event based indexing of broadcasted sports video by intermodalcollaboration, IEEE Transactions on Multimedia, pp.68-75, 2002. ,
Selection of relevant features and examples in machine learning, Artificial Intelligence, vol.97, issue.1-2, pp.245-271, 1997. ,
DOI : 10.1016/S0004-3702(97)00063-5
Fusion d'informations en traitement du signal et des images, Hermes- Science, 2003. ,
Evaluating and combining digital video shot boundary detection algorithms, IMVIP - Irish Machine Vision and Image Processing Conference, 2000. ,
Automatic extraction of soccer video highlights using a combination of motion and audio features, Storage and Retrieval for Media Databases 2003, pp.272-276, 2002. ,
DOI : 10.1117/12.476291
Extract highlights from baseball game video with hidden Markov models, Proceedings. International Conference on Image Processing, pp.609-612, 2002. ,
DOI : 10.1109/ICIP.2002.1038097
Results of core experiment CT4 on dominant color extension, MPEG ISO/IEC 15938-3, ISO/IEC/JTC1/SC29/WG11/M5775, 2000. ,
Local dimensionality reduction : A new approach to indexing high dimensional spaces, Proceedings of the 26th International Conference on Very Large Data Bases, pp.89-100, 2000. ,
An Introduction to Support Vector Machines, 2000. ,
Performances analysis of a multiple classifiers system for recognition of totally unconstrained handwritten numerals, 4th International Workshop on Frontiers of Handwritten Recognition, pp.480-487, 1994. ,
Méthodes de normalisation des données, pp.23-38 ,
Indexing by latent semantic analysis, Journal of the American Society of Information Science, issue.6, pp.41391-407, 1990. ,
A neural network classifier based on Dempster-Shafer theory, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans, vol.30, issue.2, pp.131-150, 2000. ,
DOI : 10.1109/3468.833094
Curvilinear component analysis: a self-organizing neural network for nonlinear mapping of data sets, IEEE transactions on neural networks ,
DOI : 10.1109/72.554199
Pattern recognition : A statistic approach, 1982. ,
Dimensionality reduction of unsupervised data, Proceedings Ninth IEEE International Conference on Tools with Artificial Intelligence, pp.532-539, 1997. ,
DOI : 10.1109/TAI.1997.632300
High-dimensional data analysis : The curses and blessings of dimensionality, The 21st American Mathemathical Society Conference, 2000. ,
Representation and combination of uncertainty with belief functions and possibility measures, Computational Intelligence, vol.5, issue.1, pp.244-264, 1988. ,
DOI : 10.1016/0165-0114(78)90029-5
Experiements with classifier combining rules, Proc. First Int. Workshop MCS, pp.16-29, 2000. ,
DOI : 10.1007/3-540-45014-9_2
How good are the visual MPEG-7 features ?, Proceedings SPIE Visual Communications and Image Processing Conference, pp.476-488, 2003. ,
An HMM-based approach for off-line unconstrained handwritten word modeling and recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.21, issue.8, pp.752-760, 1999. ,
DOI : 10.1109/34.784288
Introduction to statistical pattern recognition, 1990. ,
Efficient and effective querying by image content, Journal of Intelligent Information Systems, vol.3, issue.34, pp.231-262, 1994. ,
WordNet : An electronic lexical database, 1998. ,
Hierarchical classification for automatic image annotation, Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, SIGIR '07, pp.111-118, 2007. ,
DOI : 10.1145/1277741.1277763
Efficiently computing a good segmentation, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp.98-104, 1998. ,
Fastmap : a fast algorithm for indexing, data-mining and visualization of traditional and multimedia datasets, Proceedings of the ACM International Conference on Management of Data, pp.163-174, 1995. ,
Experiments with a new boosting algorithm, Proceedings of the Thirteenth International Conference on Machine Learning, pp.148-156, 1996. ,
A common neural-network model for unsupervised exploratory data analysis and independent component analysis, IEEE Transactions on Neural Networks, vol.9, issue.6, pp.1495-1501, 1998. ,
DOI : 10.1109/72.728398
Toward a unified approach to statistical language modeling for Chinese, ACM Transactions on Asian Language Information Processing, vol.1, issue.1, 2001. ,
DOI : 10.1145/595576.595578
Towards principles for the design of ontologies used for knowledge sharing in formal ontology in conceptual analysis and knowledge representation, 1993. ,
Primer of applied regression & analysis of variance, 2000. ,
An introduction to variable and feature selection, Journal of Machine Learning Research, vol.3, pp.1157-1182, 2003. ,
Perceptual linear predictive (PLP) analysis of speech, The Journal of the Acoustical Society of America, vol.87, issue.4, pp.1738-1752, 1990. ,
DOI : 10.1121/1.399423
Automated high-level movie segmentation for advanced video-retrieval systems, IEEE Transactions on Circuits and Systems for Video Technology, vol.9, issue.4, pp.580-588, 1999. ,
DOI : 10.1109/76.767124
A theory of multiple classifier systems and its application to visual and word recognition, 1992. ,
Reducing the Dimensionality of Data with Neural Networks, Science, vol.313, issue.5786, pp.313504-507, 2006. ,
DOI : 10.1126/science.1127647
Revising perceptual linear prediction (PLP), Proceedings of Interspeech'05, pp.2997-3000, 2005. ,
An objective performance evaluation tool for color based image retrieval systems, Proceedings. International Conference on Image Processing, pp.389-392, 2002. ,
DOI : 10.1109/ICIP.2002.1039969
Semantic similarity based on corpus statistics and lexical taxonomy, International Conference Research on Computational Linguistics, 1997. ,
Combination of weak classifiers, IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.22, issue.1, 2000. ,
Decision templates for multiple classifier fusion: an experimental comparison, Pattern Recognition, vol.34, issue.2, pp.299-314, 2001. ,
DOI : 10.1016/S0031-3203(99)00223-X
<title>Compressed-domain video indexing techniques using DCT and motion vector information in MPEG video</title>, Storage and Retrieval for Image and Video Databases V, pp.200-211, 1997. ,
DOI : 10.1117/12.263408
Wrappers for feature subset selection, Artificial Intelligence, vol.97, issue.1-2, pp.1-43, 1997. ,
DOI : 10.1016/S0004-3702(97)00043-X
A Practical Approach to Feature Selection, Proceedings of the Ninth International Conference in Machine Learning, 1992. ,
DOI : 10.1016/B978-1-55860-247-2.50037-1
On the shortest spanning subtree of a graph, pp.48-50, 1956. ,
Clustering-Based Analysis of Semantic Concept Models for Video Shots, 2006 IEEE International Conference on Multimedia and Expo, pp.45-48, 2006. ,
DOI : 10.1109/ICME.2006.262546
Measuring Concept Similarities in Multimedia Ontologies: Analysis and Evaluations, IEEE Transactions on Multimedia, vol.9, issue.5, pp.912-922, 2007. ,
DOI : 10.1109/TMM.2007.900137
Knowledge space of semantic inference for automatic annotation and retrieval of multimedia content ,
Fuzzy versus nonfuzzy in combining classifiers designed by bossting, IEEE Transactions on fuzzy systems, vol.11, issue.6, 2003. ,
The MPEG-7 color layout descriptor: a compact image feature description for high-speed image/video segment retrieval, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205), pp.674-677, 2001. ,
DOI : 10.1109/ICIP.2001.959135
An approach for measuring semantic similarity between words using multiple information sources, IEEE Transactions on Knowledge and Data Engineering, vol.15, issue.4, pp.871-882, 2003. ,
Combining local context and WordNet similarity for word sense identification. An Electronic Lexical Database, pp.265-283, 1998. ,
Sélection et fusion de signatures visuelles parcimonieuses : Applicationàplication`plicationà la classification d'images naturelles, 2007. ,
Confidence-based dynamic ensemble for image annotation and semantics discovery, Proceedings of the eleventh ACM international conference on Multimedia , MULTIMEDIA '03, pp.195-206, 2003. ,
DOI : 10.1145/957013.957051
An information-theoretic definition of similarity, Proceedings of the 15th International Conference on Machine Learning, pp.296-304, 1998. ,
Classification par la théorie de l'´ evidence pour la gestion de tournée de véhicules, Congrès Francophone pour le reconnaissance des formes et intelligence artificielle, 2004. ,
Class distributions on SOM surfaces for feature extraction and object retrieval, Neural Networks, vol.17, issue.8-9, pp.1121-1133, 2004. ,
DOI : 10.1016/j.neunet.2004.07.007
Algorithms for non-negative matrix factorization, pp.556-562, 2000. ,
Event detection and summarization in american football broadcast video, Symposium on Electronic Imaging : Science and Technology : Storage and Retrieval for Media Databases, pp.202-213, 2002. ,
Kullback-Leibler boosting, International Conference of Computer Vision, pp.587-594, 2003. ,
Videoannex : IBM MPEG-7 annotation tool for multimedia indexing and concept learning, Proceedings of the International Conference on Multimedia and Expo, 2003. ,
On the automatic indexing of cricket using camera motion parameters, Proceedings. IEEE International Conference on Multimedia and Expo, pp.809-812, 2002. ,
DOI : 10.1109/ICME.2002.1035905
A novel video key-frame extraction algorithm based on perceived motion energy model, IEEE Transactions on Circuits and Systems for Video Technology, pp.1006-1013, 2003. ,
The MPEG-7 color structure descriptor : image description using color and local spatial information, International Conference on Image Processing, pp.670-673, 2001. ,
PCA versus LDA, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.23, issue.2, pp.228-233, 2001. ,
DOI : 10.1109/34.908974
Texture features for browsing and retrieval of image data, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.18, issue.8, pp.837-842, 1996. ,
DOI : 10.1109/34.531803
Color and texture descriptors, IEEE Transactions on Circuits and Systems for Video Technology, vol.11, issue.6, pp.703-715, 2001. ,
DOI : 10.1109/76.927424
[Mpe01b] Information technology -multimedia content description interface-part 3 : Visual, MPEG ISO/IEC 15938-3, ISO/IEC/JTC1/SC29/WG11/N4358, pp.15938-15941, 2001. ,
Introduction to MPEG-7 : Multimedia content description interface Searching for common sense : Populating Cyc from the Web, Proceedings of the Twentieth National Conference on Artificial Intelligence, 2002. ,
Probabilistic multimedia objects (multijects): a novel approach to video indexing and retrieval in multimedia systems, Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269), pp.536-540, 1998. ,
DOI : 10.1109/ICIP.1998.999041
Retrieving images by content : The surfimage system, MIS : Proceedings of the 4th International Workshop on Advances in Multimedia Information Systems, pp.110-120, 1998. ,
Automatic detection of 'Goal' segments in basketball videos, Proceedings of the ninth ACM international conference on Multimedia , MULTIMEDIA '01, pp.261-269, 2001. ,
DOI : 10.1145/500141.500181
TRECVid 2005 -an overview, TRECVid, 11th International Workshop on Video Retrieval Evaluation, 2005. ,
Intelcorporation : Open source computer vision library : Reference manual ,
Evidence Theory-Based Multimodal Emotion Recognition, MMM, 15th International MultiMedia Modeling Conference, pp.435-446, 2009. ,
DOI : 10.1007/11840930_7
Empirical evaluation of dissimilarity measures for color and texture, Proceedings of the Seventh IEEE International Conference on Computer Vision, p.1165, 1999. ,
DOI : 10.1109/ICCV.1999.790412
Feature representation and discrimination based on Gaussian mixture model probability densities, Research Report, 1995. ,
Efficient use of local edge histogram descriptor, Proceedings of the 2000 ACM workshops on Multimedia , MULTIMEDIA '00, pp.51-54, 2000. ,
DOI : 10.1145/357744.357758
Multi-modal extraction of highlights from TV Formula 1 programs, Proceedings. IEEE International Conference on Multimedia and Expo, pp.817-820, 2002. ,
DOI : 10.1109/ICME.2002.1035907
Photobook : Content-based manipulation of image databases, Proceedings of SPIE conference on Storage and Retrieval for Image and Video Databases, 1994. ,
Shortest Connection Networks And Some Generalizations, Bell System Technical Journal, pp.1389-1401, 1957. ,
DOI : 10.1002/j.1538-7305.1957.tb01515.x
TREC-10 shot boundary detection task : Clips system description and evaluation, TRECVid, 5th International Workshop on Video Retrieval Evaluation, 2001. ,
Fusion : ´ etat de l'art et perspectives, 2001. ,
Using information content to evaluate semantic similarity in a taxonomy, Proceedings of the 14th International Joint Conference on Artificial Intelligence, pp.448-453, 1995. ,
Semantic similarity in a taxonomy : An information based measure and its application to problems of ambiguity in natural language, Journal of Artificial Intelligence Research, vol.11, pp.95-130, 1999. ,
Image Retrieval: Current Techniques, Promising Directions, and Open Issues, Journal of Visual Communication and Image Representation, vol.10, issue.1, pp.39-62, 1999. ,
DOI : 10.1006/jvci.1999.0413
Théorie de l'information et du codage MPEG-7 homogeneous texture descriptor, Hermes-Science, vol.23, issue.2, pp.41-51, 2001. ,
Development and application of a metric on semantic nets, IEEE Transactions on Systems, Man, and Cybernetics, vol.19, issue.1, pp.17-30, 1989. ,
DOI : 10.1109/21.24528
The Behavior Knowledge Space Fusion Method: Analysis of Generalization Error and Strategies for Performance Improvement, Multiple Classifier Systems, pp.55-64, 2003. ,
DOI : 10.1007/3-540-44938-8_6
Comparison of Visual Features and Fusion Techniques in Automatic Detection of Concepts from News Video, 2005 IEEE International Conference on Multimedia and Expo, pp.932-935, 2005. ,
DOI : 10.1109/ICME.2005.1521577
Fusing MPEG-7 visual descriptors for image classification, pp.847-852, 2005. ,
Une extension de mesure de similarité entre les concepts d'une ontologie, International Conference on Sciences of Electronic, Technologies of Information and Telecommunications, pp.1-10, 2007. ,
Deriving concept hierarchies from text, Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval , SIGIR '99, pp.206-213, 1999. ,
DOI : 10.1145/312624.312679
Bagging for linear classifiers, Proceedings of the Pattern Recognition, pp.909-930, 1998. ,
DOI : 10.1016/S0031-3203(97)00110-6
A Mathematical Theory of Evidence, 1976. ,
Representation of motion activity in hierarchical levels for video indexing and filtering, International Conference on Image Processing, pp.149-152, 2002. ,
The transferable belief model, Smi] L. Smith. An introduction to neural networks. Center for Cognitive and Computational Neuroscience, pp.191-234, 1994. ,
DOI : 10.1016/0004-3702(94)90026-4
URL : https://hal.archives-ouvertes.fr/hal-01185821
Event detection in field sports video using audiovisual features and a support vector machine, IEEE transactions on circuits systems and video technology, pp.1225-1233, 2005. ,
Indexation et recherche de plans vidéo par le contenu sémantique, 2005. ,
Nonlinear Component Analysis as a Kernel Eigenvalue Problem, Neural Computation, vol.20, issue.5, 1998. ,
DOI : 10.1007/BF02281970
Automated analysis and annotation of basketball video, Symposium on Electronic Imaging : Science and Technology : Storage and Retrieval for Media Databases, pp.176-187, 1997. ,
An intrinsic information content metric for semantic similarity in WordNet, Proceedings of European Conference on Artificial Intelligence, 2004. ,
Content-based image retrieval : The end of the early years, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.22, issue.12, pp.1349-1380, 2000. ,
Indexation et recherche d'images par fusion d'informations textuelles et visuelles, 2006. ,
Feature extraction by non-parametric mutual information maximization, Journal of Machine Learning Research, pp.1415-1438, 2003. ,
Digital video retrieval at NIST. http ://wwwnlpir .nist.gov/projects ,
Shot Clustering Techniques for Story Browsing, IEEE Transactions on Multimedia, vol.6, issue.4, pp.517-527, 2004. ,
DOI : 10.1109/TMM.2004.830810
IMPACT, Proceedings of the SIGCHI conference on Human factors in computing systems Reaching through technology, CHI '91, pp.343-350, 1991. ,
DOI : 10.1145/108844.108939
URL : https://hal.archives-ouvertes.fr/hal-01369055
The Nature of Statistical Learning Theory, 2000. ,
Un panorama sur l'indexation d'images fixes, 2000. ,
The MPEG-7 : Visual standard for content description, 2002. ,
RMIT university at TREC, TRECVid, 8th International Workshop on Video Retrieval Evaluation, 2004. ,
Intelligent access to digital video: Informedia project, Computer, vol.29, issue.5, 1996. ,
DOI : 10.1109/2.493456
Dimensionality reduction for image retrieval, Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101), pp.726-729, 2000. ,
DOI : 10.1109/ICIP.2000.899557
Verbs semantics and lexical selection, Proceedings of the 32nd annual meeting on Association for Computational Linguistics -, pp.133-138, 1994. ,
DOI : 10.3115/981732.981751
A quantitative analysis and performance study for similarity-search methods in high-dimensional spaces, Proceedings of the 26th International Conference on Very Large Data Bases, pp.194-205, 1998. ,
Ontology-based multi-classification learning for video concept detection, 2004 IEEE International Conference on Multimedia and Expo (ICME) (IEEE Cat. No.04TH8763), pp.1003-1006, 2004. ,
DOI : 10.1109/ICME.2004.1394372
Fisher non-negative matrix factorization with pairwise weighting, Machine Vision Applications, pp.380-383, 2007. ,
Feature selection for high-dimensional genomic microarray data, Proceedings of the Eighteenth International Conference on Machine Learning, pp.601-608, 2001. ,
Methods of combining multiple classifiers and their applications to handwriting recognition, IEEE Transactions on Systems, Man, and Cybernetics, vol.22, issue.3, pp.418-435, 1992. ,
DOI : 10.1109/21.155943
Evaluation and comparison of texture descriptors proposed in MPEG-7, Journal of Visual Communication and Image Representation, vol.17, issue.4, pp.701-716, 2006. ,
DOI : 10.1016/j.jvcir.2005.10.002
Content-based video retrieval by indexing object's motion trajectory, IEEE International Conference on Consumer Electronics, pp.352-353, 2001. ,
NeTra-V: toward an object-based video representation, IEEE Transactions on Circuits and Systems for Video Technology, pp.616-627, 1998. ,
DOI : 10.1109/76.718508
Time-constrained clustering for segmentation of video into story unites, Proceedings of the IEEE International Conference on Pattern Recognition, pp.375-380, 1996. ,
Adaptive key frame extraction using unsupervised clustering, Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269), pp.866-870, 1998. ,
DOI : 10.1109/ICIP.1998.723655
Analysis and presentation of soccer highlights from digital video, Proceedings of the Second Asian Conference on Computer Vision, pp.499-503, 1995. ,
An adaptive k-NN rule based on Dempster-Shafer theory, Proc. of the 6th Int. Conf. on Computer Analysis of Images and Patterns, pp.310-317, 1995. ,
DOI : 10.1007/3-540-60268-2_311
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.35.2361
Automatic partitioning of full-motion video, Multimedia Systems, vol.1, issue.1, pp.10-28, 1993. ,
DOI : 10.1007/BF01210504
Evaluation of MPEG-7 shape descriptors against other shape descriptors, Multimedia Systems, vol.9, issue.1, pp.15-30, 2003. ,
DOI : 10.1007/s00530-002-0075-y
A feature-based algorithm for detecting and classifying production effects, Multimedia Systems, vol.7, issue.2, pp.119-128, 1999. ,
DOI : 10.1007/s005300050115