@InProceedings{Strokina-ICPR12,
  IS = { zkontrolovano 15 Jan 2013 },
  UPDATE  = { 2013-01-14 },
  author =      {Strokina, Nataliya and
                 Matas, Ji{\v r}{\' \i} and 
                 Eerola, Tuomas and
                 Lensu, Lasse and
                 Kalviainen, Heikki},
  title =       {Detection of Bubbles As Concentric Circular Arrangements},
  year =        {2012},
  pages =       {2655-2659},
  booktitle =   {ICPR '12: Proceedings of 21st International
                 Conference on Pattern Recognition},
  address =     {10662 Los Vaqueros Circle, Los Alamitos, USA},
  publisher =   {IEEE Computer Society},
  isbn =        {978-4-9906441-0-9},
  book_pages =  {3826},
  month =       {November},
  day =         {11-15},
  venue =       {Tsukuba, Japan},
  organization ={IAPR},
  annote = { A method for the detection of bubble-like transparent
    objects with multiple interfaces in a liquid is
    proposed. Depending on the lighting conditions, bubble appearance
    varies significantly, including contrast reversal and multiple
    inter-reflections. We formulate the bubble detection problem as
    the detection of Concentric Circular Arrangements (CCA).  The CCAs
    are recovered in a hypothesize-optimizeverify framework. The
    hypothesis generation proceeds by sampling from the components of
    the non-maximum suppressed responses of oriented ridge filters
    followed by CCA parameter estimation. Parameter optimization is
    carried out by minimizing a novel cost-function by the simplex
    method. The proposed method for bubble detection showed good
    performance in an industrial application requiring estimation of
    gas volume in pulp suspension, achieving 1.5% mean absolute
    relative error.  },
  keywords =    { bubble detection, circle arrangement detection},
  prestige =    {important},
  authorship =  {30-30-20-10-10},
  note =        {CD-ROM},
  project =     {GACR P103/12/G084},
  psurl =       {http://cmp.felk.cvut.cz/~matas/papers/strokina-2012-bubbles-icpr.pdf},
}