Logo detection and recognition in sports videos

By , November 20, 2008

Collaborators: Marco Bertini, Alberto Del Bimbo, Andrew D. Bagdanov, Arjun Jain

formula1The availability of measures of appearance of trademarks and logos in a video is important in fields of marketing and sponsoring. These statistics can, in fact, be used by the sponsors to estimate the number TV viewers that noticed them and then evaluate the effects of the sponsorship. The goal of the ongoing project is to create a semi-automatic system for detection, tracking and recognition of pre-defined brands and trademarks in broadcast television. The number of appearances of a logo, its position, size and duration will be recorded to derive indexes and statistics that can be used for marketing analysis.

To obtain a technique that is sufficiently robust to partial occlusions and deformations, we use local neighborhood descriptors of salient points (SIFT features) as a compact representation of the important aspects and local texture in trademarks. By combining the results of local point-based matching we are able to detect and recognize entire trademarks. The determination of whether a video frame contains a reference trademark is made by thresholding the normalized-match score (the ratio of SIFT points of the trademark that have been matched to the frame). Finally, we compute a robust estimate of the point cloud in order to localize the trademark and to approximate its area.

Demo videos:

Two demo videos showing the results provided by our system.

Partners:

This work is done in collaboration with Sport System Europe srl, a company that works in Sport Marketing Consulting field providing hi-tech tools aimed to market researches, investments analysis and main sports actors evaluation.

Related publications:

  • L. Ballan, M. Bertini, A. Del Bimbo, W. Nunziati, and G. Serra, "Commercials and Trademarks Recognition," , Kompatsiaris, Y., Merialdo, B., and Lian, S., Eds., CRC Press, 2012, vol. TV Content Analysis: Techniques and Applications, pp. 121-153.
    @incollection{tvca12,
      author = {Ballan, Lamberto and Bertini, Marco and Del Bimbo, Alberto and Nunziati, Walter and Serra, Giuseppe},
      title = {Commercials and Trademarks Recognition},
      volume = {{TV} Content Analysis: Techniques and Applications},
      booktitle = {{TV} Content Analysis: Techniques and Applications},
      chapter = {5},
      pages = {121--153},
      url = {http://www.micc.unifi.it/publications/2012/BBDNS12/ballan-TVCA12.pdf},
      editor = {Yiannis Kompatsiaris and Bernard Merialdo and Shiguo Lian},
      publisher = {CRC Press},
      month = {March},
      isbn = {9781439855607},
      icon = {http://www.lambertoballan.net/images/tvca.jpg},
      year = {2012}
    }
  • L. Ballan, M. Bertini, A. Del Bimbo, and A. Jain, "Automatic Trademark Detection and Recognition in Sport Videos," in Proc. of IEEE International Conference on Multimedia & Expo (ICME), Hannover, Germany, 2008. (Oral, Accept Rate 22%)
    @inproceedings{icme08,
      author = {Ballan, Lamberto and Bertini, Marco and Del Bimbo, Alberto and Jain, Arjun},
      Title = {Automatic Trademark Detection and Recognition in Sport Videos},
      Booktitle = {Proc. of IEEE International Conference on Multimedia & Expo (ICME)},
      Address = {Hannover, Germany},
      Note = {(Oral, Accept Rate 22%)},
      Url = {http://www.micc.unifi.it/publications/2008/BBDJ08/ballan-icme08.pdf},
      icon = {http://www.lambertoballan.net/images/icme_2008.jpg},
      Month = {June},
      Year = {2008}
    }
  • A. D. Bagdanov, L. Ballan, M. Bertini, and A. Del Bimbo, "Trademark Matching and Retrieval in Sports Video Databases," in Proc. of ACM Int’l Conference on Multimedia Information Retrieval (MIR), Augsburg, Germany, 2007. (Oral, Accept Rate 21%)
    @inproceedings{mir07,
      author = {Bagdanov, Andrew D. and Ballan, Lamberto and Bertini, Marco and Del Bimbo, Alberto},
      Title = {Trademark Matching and Retrieval in Sports Video Databases},
      Booktitle = {Proc. of ACM Int'l Conference on Multimedia Information Retrieval (MIR)},
      Address = {Augsburg, Germany},
      Note = {(Oral, Accept Rate 21%)},
      Url = {http://www.micc.unifi.it/publications/2007/BBBD07/ballan-mir07.pdf},
      Cited = {http://scholar.google.com/scholar?cites=6950619362759137133},
      icon = {http://www.lambertoballan.net/images/acmmir_2007.jpg},
      Month = {September},
      Year = {2007}
    }

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