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Key-frame based video fingerprinting by NMF

  • Istanbul Technical University

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde BölümKonferans katkısıbilirkişi

6 Atıf (Scopus)

Özet

This paper presents a key-frame based video fingerprinting method in which the fingerprint matching is modeled as a two hypothesis testing problem. The perceptual fingerprints that uniquely identify the video content are extracted by non-negative matrix factorization (NMF) via Gaussian weighting in order to assure compactness and robustness to global luminance distortions. The system performance is further improved to enhance its robustness to geometric attacks by integrating the transform invariant NMF (T-NMF) indicies into the matching scheme. The overall performance is evaluated on TRECVID video sequences. It is shown that the proposed video fingerprinting method is highly robust to global attacks described by TRECVID and it can also handle the geometric attacks for the transformations used at indexing phase.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığı2010 IEEE International Conference on Image Processing, ICIP 2010 - Proceedings
Sayfalar2373-2376
Sayfa sayısı4
DOI'lar
Yayın durumuYayınlandı - 2010
Etkinlik2010 17th IEEE International Conference on Image Processing, ICIP 2010 - Hong Kong, Hong Kong
Süre: 26 Eyl 201029 Eyl 2010

Yayın serisi

AdıProceedings - International Conference on Image Processing, ICIP
ISSN (Basılı)1522-4880

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???event.eventtypes.event.conference???2010 17th IEEE International Conference on Image Processing, ICIP 2010
Ülke/BölgeHong Kong
ŞehirHong Kong
Periyot26/09/1029/09/10

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