Semantic Model Vectors for Complex Video Event Recognition

@article{Merler2012SemanticMV,
  title={Semantic Model Vectors for Complex Video Event Recognition},
  author={Michele Merler and Bert Huang and Lexing Xie and Gang Hua and A. Natsev},
  journal={IEEE Transactions on Multimedia},
  year={2012},
  volume={14},
  pages={88-101}
}
  • Michele Merler, Bert Huang, +2 authors A. Natsev
  • Published 2012
  • Computer Science
  • IEEE Transactions on Multimedia
  • We propose semantic model vectors, an intermediate level semantic representation, as a basis for modeling and detecting complex events in unconstrained real-world videos, such as those from YouTube. The semantic model vectors are extracted using a set of discriminative semantic classifiers, each being an ensemble of SVM models trained from thousands of labeled web images, for a total of 280 generic concepts. Our study reveals that the proposed semantic model vectors representation outperforms… CONTINUE READING
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    References

    SHOWING 1-10 OF 75 REFERENCES
    Video event classification using string kernels
    • 45
    Semantic Event Detection using Conditional Random Fields
    • 56
    Visual event recognition in videos by learning from web data
    • 339
    • PDF
    Multimedia semantic indexing using model vectors
    • 182
    • PDF
    SIFT-Bag kernel for video event analysis
    • 119
    • PDF
    Short-term audio-visual atoms for generic video concept classification
    • 63
    • PDF
    Video Event Recognition Using Kernel Methods with Multilevel Temporal Alignment
    • Dong Xu, S. Chang
    • Computer Science, Medicine
    • IEEE Transactions on Pattern Analysis and Machine Intelligence
    • 2008
    • 136
    • PDF
    Video event detection using motion relativity and visual relatedness
    • 97
    • PDF