Difference between revisions of "Object Recognition"

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* '''Dong Hwan Kim''' and Sung-Kee Park, [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6776053 "Texture-less Object Recognition Using Contour Fragment-Based Features with Bisected Local Regions,"] in ''Proceedings of the 32nd IEEE International Conference on Consumer Electronics (ICCE 2014)'', pp. 388-389, Las Vegas, NV, USA, Jan. 2014.
 
* '''Dong Hwan Kim''' and Sung-Kee Park, [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6776053 "Texture-less Object Recognition Using Contour Fragment-Based Features with Bisected Local Regions,"] in ''Proceedings of the 32nd IEEE International Conference on Consumer Electronics (ICCE 2014)'', pp. 388-389, Las Vegas, NV, USA, Jan. 2014.
 
* Soonyong Park, '''Dong Hwan Kim''', Mignon Park, and Sung-Kee Park, [http://digital-library.theiet.org/content/journals/10.1049/el.2009.1355 "Spectral Scan Matching for Robot Pose Estimation,"] ''Electronics Letters'', vol. 45, no. 21, pp. 1076-1077, Oct. 2009.
 
  
 
* Yuli Chen, Yide Ma, '''Dong Hwan Kim''', and Sung-Kee Park, [http://www.scitepress.org/DigitalLibrary/PublicationsDetail.aspx?ID=eH7czQHjy5E=&t=1 "Object Recognition Based on a Simplified PCNN,"] in ''Proceedings of the 9th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2012)'', vol. 2, pp. 223-229, Rome, Italy, July 2012.
 
* Yuli Chen, Yide Ma, '''Dong Hwan Kim''', and Sung-Kee Park, [http://www.scitepress.org/DigitalLibrary/PublicationsDetail.aspx?ID=eH7czQHjy5E=&t=1 "Object Recognition Based on a Simplified PCNN,"] in ''Proceedings of the 9th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2012)'', vol. 2, pp. 223-229, Rome, Italy, July 2012.

Latest revision as of 14:22, 20 June 2016

Object Identification

  • Shape-Based Feature Point Extraction
    • Contour Fragment-based SPCF (Sampled Points from Contour Fragments) features
  • Descriptor Computation in Bisected Local Regions
    • Rotation-invariant shape contexts with geometric blur
    • Color histogram in the opponent color space
Iden blr.png
  • Spectral Matching
    • Pairwise geometric descriptors between features
Cate pairwise.png
  • Object Localization
    • RANSAC-based outlier removal


Object Categorization

  • Affine Category Shape Model
    • Contour fragment-based SPCF (Sampled Points from Contour Fragments) features
    • Rotation-invariant shape contexts with geometric blur
  • Spectral Matching
    • Pairwise geometric descriptors between features
  • Object Localization
    • RANSAC-based outlier removal
Cate overview.png
  • Results
Video


Related Papers

  • Yuli Chen, Yide Ma, Dong Hwan Kim, and Sung-Kee Park, "Object Recognition Based on a Simplified PCNN," in Proceedings of the 9th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2012), vol. 2, pp. 223-229, Rome, Italy, July 2012.
  • Dong Hwan Kim and Sung-Kee Park, "Object Class Detection Using Shape-Based Feature Descriptors," in Proceedings of the 7th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI 2010), pp. 195-197, Busan, Korea, Nov. 2010.