Moment invariants are properties of connected regions in binary images that are invariant to translation, rotation and scale. They are useful because they define a simply calculated set of region properties that can be used for shape classification and part recognition. Orthogonal moment invariants allow for accurate reconstruction of the described shape. Generic Fourier Descriptors yield spectral features and have better retrieval performance due to multi-resolution analysis in both radial and circular directions of the shape. In this paper we first compare various moment-based shape description techniques then we propose a method that, after a previous image partition into classes by morphological features, associates the appropriate technique with each class, i.e. the technique that better recognizes the images of that class. The results clearly demonstrate the effectiveness of this new method regard to described techniques.
机构:
Univ Western Ontario, Dept Stat & Actuarial Sci, Western Sci Ctr, London, ON, CanadaUniv Western Ontario, Dept Stat & Actuarial Sci, Western Sci Ctr, London, ON, Canada
Jin, Tao
Provost, Serge B.
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Univ Western Ontario, Dept Stat & Actuarial Sci, Western Sci Ctr, London, ON, CanadaUniv Western Ontario, Dept Stat & Actuarial Sci, Western Sci Ctr, London, ON, Canada
Provost, Serge B.
Ren, Jiandong
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Univ Western Ontario, Dept Stat & Actuarial Sci, Western Sci Ctr, London, ON, CanadaUniv Western Ontario, Dept Stat & Actuarial Sci, Western Sci Ctr, London, ON, Canada
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KTH Royal Inst Technol, Dept Math, Div Optimizat & Syst Theory, Stockholm, SwedenKTH Royal Inst Technol, Dept Math, Div Optimizat & Syst Theory, Stockholm, Sweden
Zhang, Silun
Ringh, Axel
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KTH Royal Inst Technol, Dept Math, Div Optimizat & Syst Theory, Stockholm, SwedenKTH Royal Inst Technol, Dept Math, Div Optimizat & Syst Theory, Stockholm, Sweden
Ringh, Axel
Hu, Xiaoming
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KTH Royal Inst Technol, Dept Math, Div Optimizat & Syst Theory, Stockholm, SwedenKTH Royal Inst Technol, Dept Math, Div Optimizat & Syst Theory, Stockholm, Sweden
Hu, Xiaoming
Karlsson, Johan
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KTH Royal Inst Technol, Dept Math, Div Optimizat & Syst Theory, Stockholm, SwedenKTH Royal Inst Technol, Dept Math, Div Optimizat & Syst Theory, Stockholm, Sweden
Karlsson, Johan
2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC),
2018,
: 1681
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1687
机构:
MIT, MIT Lab Informat & Decis Syst LIDS, 77 Massachusetts Ave, Cambridge, MA 02139 USAMIT, MIT Lab Informat & Decis Syst LIDS, 77 Massachusetts Ave, Cambridge, MA 02139 USA
Zhang, Silun
Ringh, Axel
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Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Hong Kong, Peoples R ChinaMIT, MIT Lab Informat & Decis Syst LIDS, 77 Massachusetts Ave, Cambridge, MA 02139 USA
Ringh, Axel
Hu, Xiaoming
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KTH Royal Inst Technol, Div Optimizat & Syst Theory, Dept Math, S-11428 Stockholm, SwedenMIT, MIT Lab Informat & Decis Syst LIDS, 77 Massachusetts Ave, Cambridge, MA 02139 USA
Hu, Xiaoming
Karlsson, Johan
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KTH Royal Inst Technol, Div Optimizat & Syst Theory, Dept Math, S-11428 Stockholm, SwedenMIT, MIT Lab Informat & Decis Syst LIDS, 77 Massachusetts Ave, Cambridge, MA 02139 USA