Robby T. Tan

Associate Professor
Electrical and Computer Engineering,
National University of Singapore


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Google Scholar Citation Index: website



NightCC: Nighttime Color Constancy via Adaptive Channel Masking [PDF]
Shuwei Li and Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2023


CAT: Exploiting Inter-Class Dynamics for Domain Adaptive Object Detection [PDF]
Mikhail Kennerley, Jian-Gang Wang, Bharadwaj Veeravalli, Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2023


Few-Shot Learning from Augmented Label-uncertain Queries in Bongard-HOI [PDF]
Qinqian Lei, Bo Wang, Robby T. Tan
AAAI Conference on Artificial Intelligence, AAAI, 2024


HEAP: Unsupervised Object Discovery and Localization with Contrastive Grouping [PDF]
Xin Zhang, Jinheng Xie, Yuan Yuan, Michael Bi Mi, Robby T. Tan
AAAI Conference on Artificial Intelligence, AAAI, 2024


Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention [PDF]
Xin Yang, Wending Yan, Yuan Yuan, Michael Bi Mi, Robby Tan
AAAI Conference on Artificial Intelligence, AAAI, 2024


NightRain: Nighttime Video Deraining via Self-Rain-Removal and Self-Correction [PDF]
Beibei Lin, Yeying Jin, Wending Yan, Wei Ye, Yuan Yuan, Shunli Zhang, Robby T. Tan
AAAI Conference on Artificial Intelligence, AAAI, 2024


DeS3: Adaptive Attention-driven Self and Soft Shadow Removal using ViT Similarity [PDF]
Jin Yeying, Wenhan Yan, Yuan Yuan, Wei Ye, Robby T. Tan
AAAI Conference on Artificial Intelligence, AAAI, 2024


Restoring Speaking Lips from Occlusion for Audio-Visual Speech Recognition [PDF]
Jiadong Wang, Zexu Pan, Malu Zhang, Robby T. Tan, Haizhou Li
AAAI Conference on Artificial Intelligence, AAAI, 2024


Rapid Endoscopic Diagnosis of Benign Ulcerative Colorectal Diseases with an Artificial Intelligence Contextual Framework [PDF]
Xiaobei Luo, Jiahao Wang, Chuanchuan Tan, Qi Dou, Zelong Han, Zhenjiang Wang, Farah Tasnim, Xiyu Wang, Qiang Zhan, Xiang Li, Qunyan Zhou, Jianbin Cheng, Fabiao Liao, Hon Chi Yip, Jiayi Jiang, Robby T. Tan, Side Liu, Hanry Yu
Gastroenterology, 2024


Enhancing Visibility in Nighttime Haze Images Using Guided APSF and Gradient Adaptive Convolution [PDF]
Jin Yeying, Lin Beibei, Yan Wending, Yuan Yuan, Wei Ye, Robby T. Tan
ACM Multimedia, MM 2023


Auxiliary Tasks Benefits 3D Skeleton-based Human Motion Prediction [PDF]
Chenxin Xu, Robby T. Tan, Tan Yuhong, Siheng Chen, Xinchao Wang, Yan-Feng Wang
International Conference on Computer Vision, ICCV 2023


Deep Homography Mixture for Single Image Rolling Shutter Correction [PDF]
Weilong Yan, Robby T. Tan, Bing Zeng, Shuaicheng Liu
International Conference on Computer Vision, ICCV 2023


2PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection [PDF | ArXiv | Github | Project Page]
Mikhail Kennerley, Jian-Gang Wang, Bharadwaj Veeravalli, Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2023


DSFNet: Dual Space Fusion Network for Occlusion-Robust 3D Dense Face Alignment [PDF | Project Page]
Heyuan Li, Bo Wang, Yu Cheng, Mohan Kankanhalli, Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2023


Seeing What You Said: Talking Face Generation Guided by a Lip Reading Expert [PDF | ArXiv]
Jiadong Wang, Xinyuan Qian, Malu Zhang, Robby T. Tan, Haizhou Li
Computer Vision and Pattern Recognition, CVPR 2023


EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning [PDF | ArXiv]
Chenxin Xu, Robby T. Tan, Y. Tan, S. Chen, Y. Wang, X. Wang, Y. Wang
Computer Vision and Pattern Recognition, CVPR 2023


Bottom-Up 2D Pose Estimation via Dual Anatomical Centers for Small-Scale Persons [PDF | Patter Recognition]
Yu Cheng*, Yihao Ai*, Bo Wang, Xinchao Wang, Robby T. Tan
Pattern Recognition, 2023


Dynamic Transformers Provide a False Sense of Efficiency [PDF]
Yiming Chen, S. Chen, Z Li, W. Yang, C. Liu, Robby T. Tan, H. Li
Association for Computational Linguistics, ACL 2023


Estimating Reflectance Layer from A Single Image: Integrating Reflectance Guidance and Shadow/Specular Aware Learning [PDF]
Yeying Jin, Ruoteng Li, Wenhan Yang, Robby T. Tan
AAAI Conference on Artificial Intelligence, AAAI, 2023


Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light Effects Suppression [PDF]
Yeying Jin, Wenhan Yang, Robby T. Tan
European Conference on Computer Vision, ECCV 2022


Learning to Remove Rain in Video with Self-Supervision [IEEE | PDF]
Wenhan Yang, Robby T. Tan, Shiqi Wang, and Jiaying Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence, TPAMI, 2022.


Dual Networks based 3D Multi-Person Pose Estimation from Monocular Video [PDF]
Cheng Yu, Bo Wang, Robby T. Tan
IEEE Transactions on Pattern Analysis and Machine Intelligence, TPAMI, 2022


Feature-Aligned Video Raindrop Removal with Temporal Constraints [TIP | ArXiv]
Wending Yan, Lu Xu, Wenhan Yang, Robby T. Tan
IEEE Transactions on Image Processing, TIP, 2022.


Structure Representation Network and Uncertainty Feedback Learning for Dense Non-Uniform Fog Removal [PDF]
Yeying Jin, Wending Yan, Wenhan Yang, Robby T. Tan
Asian Conference on Computer Vision, ACCV, 2022


Object Detection in Foggy Scenes by Embedding Depth and Reconstruction into Domain Adaptation [PDF]
Xin Yang, Michael Bi Mi, Yuan Yuan, Xin Wang, Robby T. Tan
Asian Conference on Computer Vision, ACCV, 2022


Optical Flow Estimation in Dense Foggy Scenes with Domain-Adaptive Networks [PDF | CVPR'21 Version]
Wending Yan, Aashish Sharma, Robby T. Tan
IEEE Transactions on Artificial Intelligence, TAI, 2022.


Human Object Interaction Detection Using Two-Direction Spatial Enhancement and Exclusive Object Prior [PDF | ArXiv]
Lu Liu and Robby T. Tan
Pattern Recognition, April 2022


DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network [PDF]
Jin Yeying, Aashish Sharma, Robby T. Tan
International Conference on Computer Vision, ICCV 2021.


Recurrent Multi-Frame Deraining: Combining Physics Guidance and Adversarial Learning [IEEE | PDF]
Wenhan Yang, Robby T. Tan, Jiashi Feng, Shiqi Wang, and Jiaying Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence, TPAMI, May 2021.


Certainty Driven Consistency Loss on Multi-Teacher Networks for Semi-Supervised Learning [PDF | ArXiv]
Lu Liu and Robby T. Tan
Pattern Recognition, December 2021


Continuous-time Radar-inertial Odometry for Automotive Radars [PDF]
Yin Zhi Ng, Benjamin Choi, Robby T. Tan and Lionel Heng
International Conference on Intelligent Robots and Systems, IROS 2021


Nighttime Visibility Enhancement by Increasing the Dynamic Range and Suppression of Light Effects [PDF]
Aashish Sharma, Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2021.


Self-Aligned Video Deraining with Transmission-Depth Consistency [PDF]
Yan Wending, Yang Wenhang, Dai Dengxin, Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2021.


Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks [PDF]
Cheng Yu, Bo Wang, Bo Yang, Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2021.


Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos [PDF]
Cheng Yu, Bo Wang, Bo Yang, Robby T. Tan
AAAI Conference on Artificial Intelligence, AAAI 2021.


AI-enhanced white light colonoscopy with attention-guidance predicts colorectal cancer invasion depth [PDF]
S. Liu, X. Luo, J. Wang, Z. Han, Y. Yu, Z. Chen, F. Huang, Y. Xu, J. Cai, Q. Zhang, W. Qiao, I. Ng, Robby T. Tan, H. Yu.
Gastrointestinal Endoscopy, 2021.


Object Tracking Using Spatio-Temporal Future Prediction [PDF]
Yuan Liu, Ruoteng Li, Robby T. Tan, Yu Cheng, Xiubao Sui
ArXiv, 2021


Multi-Scale Networks for 3D Human Pose Estimation with Inference Stage Optimization [PDF]
Cheng Yu, Bo Wang, Bo Yang, Robby T. Tan
Arxiv 2021


Nighttime Stereo Depth Estimation using Joint Translation-Stereo Learning: Light Effects and Uninformative Regions [PDF]
Aashish Sharma, Cheong Loong Fah, Lionel Heng, Robby T. Tan
International Conference on 3D Vision (3DV), 2020


Single-Image Camera Response Function Using Prediction Consistency and Gradual Refinement [PDF]
Aashish Sharma, Robby T. Tan, Cheong Loong Fah
Asian Conference in Computer Vision (ACCV), 2020


Nighttime Defogging Using High-Low Frequency Decomposition and Grayscale-Color Networks [PDF]
Wending Yan, Robby T. Tan, Dengxin Dai
European Conference in Computer Vision (ECCV), 2020

pose

Object Tracking using Spatio-Temporal Networks for Future Prediction Location [PDF]
Yuan Liu, Ruoteng Li, Yu Cheng, Robby T. Tan, X. Sui
European Conference in Computer Vision (ECCV), 2020

pose

Single Image Deraining: From Model-Based to Data-Driven and Beyond [PDF]
Wenhan Yang, Robby T. Tan, Shiqi Wang, Yuming Fang, Jiaying Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence, TPAMI, 2020.

pose

Optical Flow in Dense Foggy Scenes using Semi-Supervised Learning [PDF]
Wending Yan, Aashish Sharma, Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2020

pose

All in One Bad Weather Removal using Architectural Search [PDF]
Ruoteng Li, Robby T. Tan, Cheong Loong Fah
Computer Vision and Pattern Recognition, CVPR 2020

pose

Self-Learned Video Rain Streak Removal: When Cyclic Consistency Meets Temporal Correspondence [PDF]
Wenhan Yang, Robby T. Tan, Shiqi Wang, Jiaying Liu,
Computer Vision and Pattern Recognition, CVPR 2020

pose

3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training [PDF]
Cheng Yu, Bo Yang, Bo Wang, Robby T. Tan
AAAI Conference on Artificial Intelligence, AAAI 2020.

pose

When Labelled Data Hurts: Deep Semi-Supervised Classification with the Graph 1-Laplacian [PDF]
Angelica I. Aviles-Rivero, Nicolas Papadakis, Ruoteng Li, Samar M Alsaleh, Robby T Tan, Carola-Bibiane Schonlieb
ArXiv, 2020

pose

Occlusion-Aware Networks for 3D Human Pose Estimation in Video [PDF]
Cheng Yu, Bo Yang, Bo Wang, Wending Yan, Robby T. Tan
International Conference on Computer Vision, ICCV 2019

coseg coseg

RainFlow: Optical Flow under Rain Streaks and Rain Veiling Effect [PDF]
Li Ruoteng, Robby T. Tan, A. Aviles-Rivero, Q. Fan, C. Schoenlieb, L.F. Cheong
International Conference on Computer Vision, ICCV 2019

coseg coseg

Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning [PDF]
Li Ruoteng, Cheong Loong Fah, Robby T. Tan
Computer Vision and Pattern Recognition, CVPR 2019

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Joint Rain Detection and Removal from a Single Image with Contextualized Deep Networks [PDF]
Wenhan Yang, Robby T. Tan, Jiashi Feng, Jiaying Liu, Zongming Guo, and Shuicheng Yan
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019

miccai

GraphX^NET− Chest X-Ray Classification Under Extreme Minimal Supervision [PDF]
A. Aviles-Rivero, N. Papadakis, R. Li, P. Sellars, Q. Fan, Robby T. Tan, C. Schoenlieb
International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2019

coseg

Convolutional Neural Networks for Automated Fracture Detection and Localization on Wrist Radiographs [PDF]
Yee Liang Thian, Yiting Li, Pooja Jagmohan, David Sia, Vincent Ern Yao Chan, Robby T. Tan
Radiology: Artificial Intelligence, Vol. 1, Issue 1, 2019.

coseg

Certainty-Driven Consistency Loss for Semi-supervised Learning [PDF]
Yiting Li, Lu Liu, Robby T. Tan
arXiv, January 2019

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Loss Guided Activation for Action Recognition in Still Images [PDF]
Lu Liu, Robby T. Tan, Shaodi You
Asian Conference on Computer Vision, ACCV 2018.

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Robust Optical Flow in Rainy Scenes [PDF | Supp]
Li Ruoteng, Robby T. Tan, Cheong Loong Fah
European Conference on Computer Vision, ECCV 2018.

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Attentive Generative Adversarial Network for Raindrop Removal from a Single Image [PDF | project page]
Rui Qian, Robby T. Tan, Wenhan Yang, Jiajun Su, Jiaying Liu
Computer Vision and Pattern Recognition, CVPR 2018 (Spotlight)

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.

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 (TIP), 2017

rain

Single Image Deraining using Scale-Aware Multi-Stage Recurrent Network [PDF]
Li Ruoteng, Cheong Loong Fah, Robby T. Tan
arXiv, September 2017

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.

water water

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

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.

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.

coseg coseg

Video Foreground Co-Segmentation Based on Common Fate [PDF]
Jiaming Guo, Loong Fah Cheong, Robby T. Tan
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2016

waterdrop sensitivity

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

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

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

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.

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)

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

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)

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)

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.

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.

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

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

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

highlight removal highlight removal

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

visibility enhancement visibility enhancement

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

patent patent

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

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

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

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.

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.

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.

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.

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.

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

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

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.

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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.

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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

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

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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.

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.

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.

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.

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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.

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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.

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.

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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.

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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

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

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

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

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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.

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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

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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

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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

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

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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

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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

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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

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)

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

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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

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

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

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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

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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.

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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