Multimodal representation, indexing, automated annotation and retrieval of image collections via non-negative matrix factorization

@article{Caicedo2012MultimodalRI,
  title={Multimodal representation, indexing, automated annotation and retrieval of image collections via non-negative matrix factorization},
  author={Juan C. Caicedo and Jaafar Ben-Abdallah and Fabio A. Gonz{\'a}lez and Olfa Nasraoui},
  journal={Neurocomputing},
  year={2012},
  volume={76},
  pages={50-60}
}
Massive image collections are increasingly available on the Web. These collections often incorporate complementary non-visual data such as text descriptions, comments, user ratings and tags. These additional data modalities may provide a semantic complement to the image visual content, which could improve the performance of different image content analysis tasks. This paper presents a novel method based on non-negative matrix factorization to generate multimodal image representations that… CONTINUE READING
Highly Cited
This paper has 67 citations. REVIEW CITATIONS

9 Figures & Tables

Topics

Statistics

0102020112012201320142015201620172018
Citations per Year

67 Citations

Semantic Scholar estimates that this publication has 67 citations based on the available data.

See our FAQ for additional information.