Automatic Face Corpus Creation

Ladislav Lenc, Pavel Král

Abstract

This paper deals with the automatic real-world face corpus creation. The main contribution consists in proposition and evaluation of the automatic face corpus creation algorithm. Next, we statistically analysed the structure of the created face corpus when the automatic algorithm is used. We further compared the face recognition accuracy of our previously developed face recognition approach on this corpus while using different size/quality datasets. We have shown that the manual verification of the corpus is not necessary. Therefore, we concluded that our proposed algorithm is suitable for the further use by the Czech News Agency, our commercial partner.

References

  1. Chen, J. and Nie, J.-Y. (2000). Automatic construction of parallel English-Chinese corpus for cross-language information retrieval. In The sixth conference on Applied natural language processing. Association for Computational Linguistics.
  2. Kepenekci, B. (2001). Wavelet Transform. Technical University.
  3. Lenc, L. and Král, P. (2011). Confidence measure for automatic face recognition. In International Conference on Knowledge Discovery and Information Retrieval, Paris, France.
  4. Lenc, L. and Král, P. (2012). Novel matching methods for automatic face recognition using SIFT. In 8th AIAI (Artificial Intelligence Applications and Innovations) Confence, Halkidiki, Greece.
  5. Lowe, D. G. (2004). Distinctive image features from scaleinvariant keypoints. International Journal of Computer Vision, 2.
  6. Tomás, J., Fabregat, M. del Val, J., Casacuberta, F., Picó, D., Sanchís, A., and Vidal, E. (2001). Automatic development of spanish-catalan corpora for machine translation. In Second International Workshop on Spanish Language Processing and Language Technologies, Jaén, Spain.
  7. Viola, P. and Jones, M. (2001). Rapid object detection using a boosted cascade of simple features. In Conference on Computer Vision and Pattern Recognition.
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Paper Citation


in Harvard Style

Lenc L. and Král P. (2013). Automatic Face Corpus Creation . In Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, ISBN 978-989-8565-39-6, pages 582-586. DOI: 10.5220/0004333305820586


in Bibtex Style

@conference{icaart13,
author={Ladislav Lenc and Pavel Král},
title={Automatic Face Corpus Creation},
booktitle={Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2013},
pages={582-586},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004333305820586},
isbn={978-989-8565-39-6},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,
TI - Automatic Face Corpus Creation
SN - 978-989-8565-39-6
AU - Lenc L.
AU - Král P.
PY - 2013
SP - 582
EP - 586
DO - 10.5220/0004333305820586