Robby T. Tan

Assistant Professor
Yale-NUS College
Also, Electrical and Computer Engineering, NUS


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Research Highlights:


Bad Weather Physics-based Vision Motion Analysis Human Pose


Google Scholar Citation Index: website


2017

  1. coseg coseg

    Deep Joint Rain Detection and Removal From a Single Image [Project Page | PDF | Supp]
    W. Yang, Robby T. Tan, J. Feng, J. Liu, Z. Guo, S. Yan
    Computer Vision and Pattern Recognition, CVPR 2017.
  2. coseg coseg

    Single Image Rain Streak Separation Using Layer Priors [TIP | PDF]
    Yu Li, Robby T. Tan, X. Guo, J. Lu, Michael S. Brown.
    IEEE Transactions on Image Processing, 2017
  3. istop istop

    Haze Visibility Enhancement: A Survey and Quantitative Benchmarking [PDF ]
    Yu Li, Shaodi You, Michael S. Brown, Robby T. Tan
    Computer Vision and Image Understanding, CVIU 2017.
  4. coseg coseg

    Robust Optical Flow Estimation in Rainy Scenes [PDF]
    Li Ruoteng, Robby T. Tan, Cheong Loong Fah
    ArXiv 2017.
  5. water water

    Water Detection through Spatio-Temporal Invariant Descriptors [PDF ]
    Pascal Mettes, Robby T. Tan, Remco Veltkamp
    Computer Vision and Image Understanding (CVIU), 2017.

2016

  1. coseg coseg

    Video Foreground Co-Segmentation Based on Common Fate [PDF ]
    Jiaming Guo, Loong Fah Cheong, Robby T. Tan
    Accepted for publication, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT).
  2. optic flow optic flow

    Robust Optical Flow Estimation of Double-Layer Images under Transparency or Reflection [PDF ]
    Jiaolong Yang, Hongdong Li, Yuchao Dai, Robby T. Tan.
    In proceedings of Computer Vision and Pattern Recognition (CVPR), 2016, June 26-July 1, Las Vegas, USA.
  3. rain removal rain removal

    Rain Streak Removal Using Layer Priors [PDF ]
    Yu Li, Robby T. Tan, X. Guo, J. Lu, Michael S. Brown.
    In proceedings of Computer Vision and Pattern Recognition (CVPR), 2016, June 26-July 1, Las Vegas, USA.
  4. waterdrop sensitivity

    Waterdrop Stereo [PDF ]
    Shaodi You, Robby T. Tan, Rei Kawakami, Yasuhiro Mukaigawa, Katsushi Ikeuchi
    arXiv, Apri 2016
  5. istop istop

    Understanding image concepts using ISTOP model [PDF ]
    M.S. Zarchi, Robby T. Tan, C. van Gemeren, A. Monadjemi, R.C. Veltkamp
    Pattern Recognition, May 2016
  6. raindrop raindrop

    Adherent Raindrop Modeling, Detection and Removal in Video [PDF | Project Page ]
    Shaodi You, Robby T. Tan, Rei Kawakami, Yasuhiro Mukaigawa, Katsushi Ikeuchi
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016
  7. 2015

  8. visibility enhancement visibility enhancement

    Nighttime Haze Removal with Glow and Multiple Light Colors [PDF | Code ]
    Yu Li, Robby T. Tan, Michael S. Brown,
    in proceedings of International Conference on Computer Vision (ICCV), 2015, December 13-16, Santiago, Chile.
  9. video fog video fog

    Simultaneous Video Defogging and Stereo Reconstruction [Video | Project Page | PDF ]
    Zhuwen Li, Ping Tan, Robby T. Tan, Danping Zhou, Steven Zhiying Zhou and Cheong Loong Fah, in proceedings of Computer Vision and Pattern Recognition (CVPR 2015), June 8-10, 2015, Boston, USA. (oral presentation)
  10. 2014

  11. jpeg jpeg jpeg

    A Contrast Enhancement Framework with JPEG Artifacts Suppression [PDF ]
    Yu Li, G. Fangfang, Robby T. Tan, Michael Brown,
    in proceedings of European Conference on Computer Vision (ECCV 2014), September 6-12, 2014, Zurich, Switzerland
  12. raindrop raindrop

    Raindrop Detection and Removal from Long Range Trajectories [PDF ]
    Shaodi You, Robby T. Tan, Rei Kawakami, Yasuhiro Makaigawa, Katsushi Ikeuchi,
    in proceedings of Asian Conference on Computer Vision (ACCV 2014), November 1-5, 2014, Singapore. (oral presentation)
  13. segmentation segmentation

    Consistent Foreground Co-Segmentation [PDF ]
    Jiaming Guo, Loong-Fah Cheong, Robby T. Tan and Steven Zhiying Zhou,
    in proceedings of Asian Conference on Computer Vision (ACCV 2014), November 1-5, 2014, Singapore. (oral presentation)
  14. dyadic segmentation

    Dyadic Interaction Detection from Pose and Flow [PDF ]
    Coert van Gemeren, Robby Tan, Ronald Poppe and Remco Veltkamp
    International Workshop on Human Behavior Understanding, in conjunction with European Conference on Computer Vision (ECCV) 2014.
  15. segmentation segmentation

    On the segmentation and classification of water in videos [PDF ]
    Pascal Mettes, Robby Tan and Remco Veltkamp
    in proceedings of International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2014, Lisbon, Portugal.
  16. material material

    A bottom-up Approach to class-dependent feature selection for material classification [PDF ]
    Pascal Mettes, Robby Tan and Remco Veltkamp
    in proceedings of International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2014, Lisbon, Portugal
  17. direction direction

    Human body orientation estimation using a committee based approach [PDF ]
    Manuela Ichim, Robby Tan, Nico van de Aa and Remco Veltkamp
    in proceedings of International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2014, Lisbon, Portugal
  18. action action

    Hidden conditional random fields for action recognition [PDF]
    Lifang Chen, Nico van de Aa, Robby Tan and Remco Veltkamp
    in proceedings of International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2014, Lisbon, Portugal
  19. highlight removal highlight removal

    Specular Reflection and Specularity
    Robby T. Tan
    in Computer Vision, A Reference Guide, ISBN: 0387491384, Springer, 2014
  20. visibility enhancement visibility enhancement

    Dehazing and Defogging
    Robby T. Tan
    in Computer Vision, A Reference Guide, ISBN: 0387491384, Springer, 2014
  21. patent patent

    Enhancing Image Data (Patents)
    US (website) and Australia (2009344148), WIPO
    Robby T. Tan, Richard Hartley and Peter Carr
  22. 2013

  23. raindrop raindrop

    Adherent Raindrop Detection and Removal in Video [PDF | Project Page ]
    Shaodi You, Robby T. Tan, Rei Kawakami, Katsushi Ikeuchi.
    in proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2013), June 25-27, 2013, Portland, Oregon, USA
  24. sensitivity sensitivity sensitivity

    Spectral Sensitivity and White Balance Estimation from Sky Images [PDF | Project Page ]
    Rei Kawakami, Hongxun Zhao, Robby T. Tan, Katsushi Ikeuchi,
    International Journal of Computer Vision (IJCV), 2013
  25. inpaint inpaint

    Robust and Fast Motion Estimation for Video Completion [PDF ]
    Shaodi You, Robby T. Tan, Rei Kawakami, Katsushi Ikeuchi.
    in the proceedings of IAPR International Workshop on Machine Vision Applications (MVA 2013),
    May 20-23, 2013, Kyoto, Japan.
  26. 2011

  27. umpm benchmark umpm benchmark

    Utrecht-Multi-Person-Motion Benchmark: a multi-person dataset with synchronized video and motion capture data for evaluation of articulated human motion and interaction [PDF | URL: http://www.projects.science.uu.nl/umpm/ ]
    Nico Van Der Aa, Geert-Jan Giezeman, Xinghan Luo, Robby T. Tan, Remco Veltkamp
    to appear in IEEE Workshop on Human Interaction in Computer Vision (HICV2011) In conjunction with ICCV 2011, Barcelona, 2011.
  28. umpm benchmark umpm benchmark

    Accuracy of the Spider Model in Decomposing Layered Surfaces [PDF ]
    T. Morimoto, Robby T. Tan, R. Kawakami, and K. Ikeuchi
    to appear in IEEE Color and Photometry in Computer Vision Workshop
    In conjunction with ICCV 2011, Barcelona, 2011.
  29. umpm benchmark umpm benchmark

    Refined Non-Rigid Registration of a Panoramic Image Sequence to a LiDAR Point Cloud [PDF ]
    A. Swart, J. Broere, R. Veltkamp, Robby T. Tan
    Photogrammetric Image Analysis, PIA 2011, October 2011, Munich, Germany.
  30. umpm benchmark umpm benchmark

    Multi-person Tracking Based on Vertical Reference Lines and Dynamic Visibility Analysis [PDF ]
    X. Luo, Robby T. Tan and R. Veltkamp
    IEEE International Conference on Image Processing, ICIP, 2011 September 2011, Brussel, Belgium.
  31. umpm benchmark umpm benchmark

    Utrecht Multi-Person Motion (UMPM) Benchmark [PDF ]
    N.P. van der Aa, X. Luo, G.J. Giezeman, Robby T. Tan, and R.C. Veltkamp
    Utrecht university technical report, UU-CS-2011-027, 2011
  32. umpm benchmark umpm benchmark

    Comments on 'Consistent Depth Maps Recovery from a Video Sequence' [PDF ]
    Nico P. van der Aa, Dennis S. Grootendorst, Bob F. Böggemann and Robby T. Tan
    Utrecht university technical report, UU-CS-2011-014, 2011
  33. 2010

  34. umpm benchmark umpm benchmark

    Estimating Optical Properties of Layered Surfaces Using the Spider Model [PDF | Video ]
    T. Morimoto, Robby T. Tan, R. Kawakami, and K. Ikeuchi
    in proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2010), June 13-18, 2010, San Francisco, USA
  35. umpm benchmark umpm benchmark

    Human Pose Estimation for Multiple Persons based on Volume Reconstruction [PDF ]
    X. Luo, Robby T. Tan and R. Veltkamp
    In the Proceedingss of IEEE International Conference on Pattern Recognition, ICPR, 2010. Istanbul, Turkey.
  36. umpm benchmark umpm benchmark

    Use of the Spider Model to Decompose Complex Reflection Components
    Tetsuro Morimoto, Robby T. Tan, Rei Kawakami, Katsushi Ikeuchi
    Journal of the Institute of Image Information and Television Engineers, 64(4), 2010
  37. 2009

  38. umpm benchmark umpm benchmark

    Estimating Basis Functions for Spectral Sensitivity of Digital Cameras [PDF ]
    H. Zhao, Rei Kawakami, Robby T. Tan, Katsushi Ikeuchi
    in proceedings of Meeting on Image Image Recognition and Understanding (MIRU 2009), Japan.
  39. umpm benchmark umpm benchmark

    "Decomposing Complex Reflection Components at Layered Surfaces"
    Tetsuro Morimoto, Robby T. Tan, Rei Kawakami, Ikeuchi Katsushi,
    in proceedings of Meeting on Image Image Recognition and Understanding (MIRU 2009), Japan.
  40. 2008

  41. umpm benchmark umpm benchmark

    Visibility in Bad Weather from A Single Image [PDF | Project Page ]
    Robby T. Tan
    in proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), June 24-26, 2008, Alaska, USA
  42. umpm benchmark umpm benchmark

    Context First [PDF ]
    D. Heesch, Robby T. Tan, M. Petrou
    In the Proceedingss of SSPR/SPR 2008.
  43. umpm benchmark umpm benchmark

    Separating illumination and surface spectral from multicolor signals
    Akifumi Ikari, Rei Kawakami, Robby T. Tan, Katsushi Ikeuchi,
    in Digitally Archiving Cultural Objects, ISBN 9783540754114, Chapter 15, Springer, 2008.
  44. umpm benchmark umpm benchmark

    Consistent surface color for texturing large objects in outdoor scenes
    Rei Kawakami, Robby T. Tan, Katsushi Ikeuchi,
    in Digitally Archiving Cultural Objects, ISBN 9783540754114, Chapter 14, Springer, 2008.
  45. umpm benchmark umpm benchmark

    Color constancy through inverse-intensity chromaticity space,
    Robby T. Tan, Ko Nishino, Katsushi Ikeuchi,
    in Digitally Archiving Cultural Objects,
    ISBN 9783540754114, Chapter 16, Springer, 2008.
  46. umpm benchmark umpm benchmark

    Separating reflection components of textured surfaces using a single image,
    Robby T. Tan, Katsushi Ikeuchi,
    in Digitally Archiving Cultural Objects,
    ISBN 9783540754114, Chapter 17, Springer, 2008.
  47. 2007

  48. umpm benchmark umpm benchmark

    On Automatic Absorption Detection for Imaging Spectroscopy: A Comparative Study [PDF ]
    Zhouyu Fu, A. Robles-Kelly, T. Caelli, Robby T. Tan
    IEEE Transactions on Geoscience and Remote Sensing, 45(11), pp.3827-3844, 2007.
  49. umpm benchmark umpm benchmark

    Visibility Enhancement for Roads with Foggy or Hazy Scenes [PDF ]
    Robby T. Tan, Niklas Pettersson, Lars Petersson
    in Proceedingss of IEEE Intelligent Vehicles Symposium, IV 2007. Istambul, Turkey.
  50. 2006

  51. umpm benchmark umpm benchmark

    Illumination color and intrinsic surface properties [PDF ]
    (the recipient of IPSJ Best Paper 2006 AWARD)
    IPSJ is the largest and leading information science society in Japan Robby T. Tan, Katsushi Ikeuchi,
    IPSJ Transactions on Computer Vision and Image Media, (46) SIG9, pp.17-40, 2005.
  52. umpm benchmark umpm benchmark

    Specular free spectral imaging using orthogonal subspace projection [PDF ]
    Zhouyu Fu, Robby T. Tan, Terry Caelli
    in Proceedingss of International Conference on Pattern Recognition, ICPR, 2006
    Hongkong.
  53. umpm benchmark umpm benchmark

    Invariant Object Material Identification via Discriminant Learning on Absorption Features [PDF ]
    Zhouyu Fu, Antonio Robles-Kelly, Robby T. Tan, Terry Caelli
    Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'06), 2006
  54. 2005

  55. umpm benchmark umpm benchmark

    Consistent Surface Color for Texturing Large Objects in Outdoor Scenes [PDF ]
    Rei Kawakami, Robby T. Tan, Katsushi Ikeuchi,
    in proceedings of IEEE Computer Society on International Conference on Computer Vision (ICCV 2005), October 15-21, 2005, Beijing, China
  56. umpm benchmark umpm benchmark

    Reflection Component Decomposition of Textured Surfaces using Linear Basis Functions [PDF ]
    Robby T. Tan, Katsushi Ikeuchi
    in proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), June 20-26, 2005, San Diego, USA
  57. umpm benchmark umpm benchmark

    Separating reflection componeants of textured surfaces using a single image [PDF ]
    Robby T. Tan, Katsushi Ikeuchi,
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 27(2), pp.179-193, February, 2005
  58. umpm benchmark umpm benchmark

    Robust Estimation of Surface Color from Single Image using Illumination Variance
    Rei Kawakami, Robby T. Tan, Katsushi Ikeuchi
    in proceedings of Meeting on Image Image Recognition and Understanding (MIRU 2005), Japan.
  59. 2004

  60. umpm benchmark umpm benchmark

    Illumination Color and Intrinsic Surface Properties: Physics-based Color Analyses from A Single Image [PDF ]
    Robby T. Tan
    the University of Tokyo, March, 2004
    Awarded as one of Excellent Theses for a Doctorate and a Graduation, IPSJ 2005.
  61. umpm benchmark umpm benchmark

    A Robust Framework to Estimate Surface Color from Changing Illumination [PDF ]
    Rei Kawakami, Robby T. Tan, Katsushi Ikeuchi
    in proceedings of Asian Conference on Computer Vision (ACCV 2004), Korea
  62. umpm benchmark umpm benchmark

    Separating Illumination and Surface Spectral from Multiple Color Signals [PDF ]
    A. Ikari, Robby T. Tan, Katsushi Ikeuchi
    in proceedings of Asian Conference on Computer Vision (ACCV 2004), Korea
  63. umpm benchmark umpm benchmark

    Separating reflection components based on chromaticity and noise analysis, [PDF ]
    Robby T. Tan, Ko Nishino, Katsushi Ikeuchi,
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 26(10), pp.1373-1379, October, 2004
  64. umpm benchmark umpm benchmark

    Color constancy through inverse-intensity chromaticity space, [PDF ]
    Robby T. Tan, Ko Nishino, Katsushi Ikeuchi,
    Journal of the Optical Society of America A. (JOSA A), 21(3), pp.321-334, March, 2004
  65. umpm benchmark umpm benchmark

    Intrinsic Properties of an Image with Hightlights [PDF ]
    Robby T. Tan, Katsushi Ikeuchi
    in proceedings of Meeting on Image Image Recognition and Understanding (MIRU 2004), July 23-25, 2004, Hakodate, Japan
  66. umpm benchmark umpm benchmark

    Color Constancy from Illumination Changes
    Rei Kawakami, Robby T. Tan, Katsushi Ikeuchi
    in proceedings of Meeting on Image Image Recognition and Understanding (MIRU 2004), July 23-25, 2004, Hakodate, Japan
  67. umpm benchmark umpm benchmark

    Separating Illumination and Surface Spectral from Spectral Images by Using Interference Filter
    A. Ikari, Robby T. Tan, Katsushi Ikeuchi
    in proceedings of Meeting on Image Image Recognition and Understanding (MIRU 2004), July 23-25, 2004, Hakodate, Japan
  68. umpm benchmark umpm benchmark

    Transformation Functions for Obtaining Spectral Data using Interference Filter
    A. Ikari, Robby T. Tan, Katsushi Ikeuchi
    in proceedings of Meeting on Image Image Recognition and Understanding (MIRU 2004), July 23-25, 2004, Hakodate, Japan
  69. 2003

  70. umpm benchmark umpm benchmark

    Separating Reflection Components of Textured Surfaces using a Single Image [PDF | Project Page ]
    Robby T. Tan, Katsushi Ikeuchi
    in proceedings of IEEE International Conference on Computer Vision (ICCV 2003), pp. 870-877, October 13-16 2003, Nice, France
  71. umpm benchmark umpm benchmark

    Polarization-based Inverse Rendering from a single view [PDF ]
    D. Miyazaki, Robby T. Tan, K. Hara, K. Ikeuchi,
    in proceedings of IEEE International Conference on Computer Vision (ICCV 2003), October 13-16 2003, Nice, France
  72. umpm benchmark umpm benchmark

    Illumination Chromaticity Estimation using Inverse-Intensity Chromaticity Space [PDF | Project Page ]
    Robby T. Tan, Ko Nishino, Katsushi Ikeuchi
    in proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2003), June 18-20, 2003, Wisconsin, USA. (oral presentation)
  73. umpm benchmark umpm benchmark

    Estimating Illumination Position, Color, and Surface Reflectance Properties from a Single Image [PDF , in Japanese]
    Kenji Hara, Robby T. Tan, Ko Nishino A. Nakazawa, K. Ikeuchi
    IPSJ Transactions on Computer Vision and Image Media, 44(9), pp.94-104, 2003
  74. umpm benchmark umpm benchmark

    Estimating Chromaticity of Multicolored Illuminations [PDF]
    Robby T. Tan, Katsushi Ikeuchi
    in IEEE International Workshop on Color and Photometric Methods in Computer Vision
    (CPMCV, in conjunction with ICCV 2003), October 12, 2003, Nice, France
  75. umpm benchmark umpm benchmark

    Reflection Components Separation based-on Chromaticity and Noise Analysis [PDF]
    Robby T. Tan, Ko Nishino, Katsushi Ikeuchi
    in IEEE International Workshop on Color and Photometric Methods in Computer Vision
    (CPMCV, in conjunction with ICCV 2003), October 12, 2003, Nice, France
  76. umpm benchmark umpm benchmark

    Photometric Approach towards the Modeling of Real World
    Daisuke Miyazaki, Robby T. Tan, Kenji Hara, Katsushi Ikeuchi
    Computer Vision and Image Media, March 2003
  77. 2002

  78. umpm benchmark umpm benchmark

    Light Source Position and Color Estimation from a Single Color Image
    K. Hara, Robby T. Tan, K. Nishino, A. Nakazawa, K. Ikeuchi
    in proceedings of Meeting on Image Image Recognition and Understanding (MIRU 2002), Japan
  79. umpm benchmark umpm benchmark

    Photometric Aspects on the Preservation of Cultural Assets
    K. Nishino, K. Hara, Robby T. Tan, D. Miyazaki and K. Ikeuchi
    in Proc. of Virtual Systems and Multimedia VSMM '02, pp926-933, Sep., 2002.
  80. umpm benchmark umpm benchmark

    Separating Diffuse and Specular Reflection Components based on Surface Color Ratio and Chromaticity
    Robby T. Tan, Ko Nishino, Katsushi Ikeuchi.
    in proceedings of IAPR International Workshop on Machine Vision Applications (MVA 2002), Nara, Japan