Prof Antonio Robles-Kelly

STAFF PROFILE

Position

Associate Head Of School (Research)

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Geelong Waurn Ponds Campus

Biography

Prof. Robles-Kelly received a B.Eng. degree in Electronics and Telecommunications with honours in 1998 and a PhD in Computer Science from the University of York, UK, in 2003. He remained in York until Dec. 2004 under the MathFit-EPSRC framework and, in 2005, he moved to Australia and took a research scientist appointment with National ICT Australia (NICTA). In 2006 he became the project leader of the Imaging Spectroscopy team at NICTA and, from 2007 to 2009, he was a Postdoctoral Research Fellow of the Australian Research Council. In 2016, he joined CSIRO where he was a Principal Researcher with Data61. He moved to Deakin University in 2018 to take up a Chair in AI and Machine Learning at the School of Information Technology.

Read more on Antonio's profile

Knowledge areas

His research interests are in the areas of pattern recognition, machine learning, computer vision and artificial intelligence. Along these lines, he has done work on segmentation and grouping, graph-matching, inference on graphical models, imaging spectroscopy, shape-from-X and reflectance models. His research has found applications in areas such as database organisation, agriculture, forensics, biometrics, computer graphics and environmental management.

Professional activities

Prof. Robles-Kelly has served as the president of the Australian Pattern Recognition Society (APRS) and is an associate editor of the Pattern Recognition Journal and the IET Computer Vision Journal. He is a Senior Member of the IEEE, the president of the TC2 (Technical Committee on structural and syntactical pattern recognition) of the International Association for Pattern Recognition (IAPR), an adjunct academic at the Australian National University (ANU) and a Visiting Scientist at the CSIRO. He has also been a technical committee member, area and general chair of several mainstream computer vision and pattern recognition conferences.

Publications

Filter by

2019

PIRM2018 challenge on spectral image super-resolution: methods and results

Mehrdad Shoeiby, Antonio Robles-Kelly, Radu Timofte, Ruofan Zhou, Fayez Lahoud, Sabine Ssstrunk, Zhiwei Xiong, Zhan Shi, Chang Chen, Dong Liu, Zheng-Jun Zha, Feng Wu, Kaixuan Wei, Tao Zhang, Lizhi Wang, Ying Fu, Koushik Nagasubramanian, Asheesh Singh, Arti Singh, Soumik Sarkar, Baskar Ganapathysubramanian

(2019), Vol. 11133, pp. 356-371, ECCV 2018 : Proceedings of the European Conference on Computer Vision, Munich, Germany, E1

conference

Anti-occlusion light-field optical flow estimation using light-field super-pixels

H Zhu, X Sun, Q Zhang, Q Wang, A Robles-Kelly, H Li

(2019), Vol. 11367, pp. 3-12, ACCV 2018 : Proceedings of the 14th Asian Conference on Computer Vision, Perth, W.A., E1

conference

Learning to minify photometric stereo

Junxuan Li, Antonio Robles-Kelly, Shaodi You, Yasuyuki Matsushita

(2019), pp. 7568-7576, CVPR 2019: The IEEE Conference on Computer Vision and Pattern Recognition, Long Beach, California, E1

conference

Revisiting Spatio-Angular Trade-off in Light Field Cameras and Extended Applications in Super-Resolution

Hao Zhu, Mantang Guo, Hongdong Li, Qing Wang, Antonio Robles-Kelly

(2019), IEEE Transactions on Visualization and Computer Graphics, C1-1

journal

Deep Learning-Based Intrusion Detection for IoT Networks

Mengmeng Ge, Xiping Fu, Naeem Syed, Zubair Baig, Gideon Teo, Antonio Robles-Kelly

(2019), pp. 256-265, 2019 IEEE 24th Pacific Rim International Symposium on Dependable Computing (PRDC), Kyoto, Japan, E1

conference
2018

A factor graph evidence combining approach to image defogging

Lawrence Mutimbu, Antonio Robles-Kelly

(2018), Vol. 82, pp. 56-67, Pattern recognition, Amsterdam, The Netherlands, C1

journal

Context free band reduction using a convolutional neural network

Ran Wei, Antonio Robles-Kelly, Jose Alvarez

(2018), Vol. 11004, pp. 86-96, S+SSPR 2018 : Structural, syntactic, and statistical pattern recognition : Proceedings of joint IAPR international workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR), Beijing, China, E1

conference

A convolutional neural network for pixelwise illuminant recovery in colour and spectral images

Antonio Robles-Kelly, Ran Wei

(2018), pp. 109-114, ICPR 2018 : Proceedings of the 24th International Conference on Pattern Recognition, Beijing, China, E1

conference

A frequency domain neural network for fast image super-resolution

Junxuan Li, Shaodi You, Antonio Robles-Kelly

(2018), pp. 1-8, IJCNN 2018 : Proceedings of the International Joint Conference on Neural Networks, Rio de Janeiro, Brazil, E1-1

conference

PIRM2018 challenge on spectral image super-resolution: dataset and study

Mehrdad Shoeiby, Antonio Robles-Kelly, Ran Wei, Radu Timofte

(2018), Vol. 11133, pp. 1-17, ECCV 2018 : Proceedings of the European Conference on Computer Vision 2018, Munich, Germany, E1

conference

Image registration via geometrically constrained total variation optical flow

M Shoeiby, M Armin, A Robles-Kelly

(2018), pp. 1-7, DICTA 2018 : Proceedings of the 2018 International Conference on Digital Image Computing: Techniques and Applications, Canberra, A.C.T., E1

conference
2017

Stereo super-resolution via a deep convolutional network

Junxuan Li, Shaodi You, Antonio Robles-Kelly

(2017), pp. 858-864, DICTA 2017 : Proceedings of the 2017 International Conference on Digital Image Computing: Techniques and Applications, Sydney, N.S.W., E1-1

conference

Estimating reflectance parameters, light direction, and shape from a single multispectral image

Sejuti Rahman, Antonio Robles-Kelly

(2017), Vol. 3, pp. 837-852, IEEE transactions on computational imaging, Piscataway, N.J., C1-1

journal

A spectral clustering approach for online and streaming applications

A Robles-Kelly, R Wei

(2017), pp. 3904-3911, IJCNN 2017 : Proceedings of the International Joint Conference on Neural Networks, Anchorage, Alaska, E1-1

conference

Spectral dichromatic parameter recovery from two views via total variation hyper-priors

Filippo Bergamasco, Andrea Torsello, Antonio Robles-Kelly

(2017), Vol. 10116, pp. 317-333, ACCV 2016 : Proceedings of the 13th Asian Conference on Computer Vision, Taipei, Taiwan, E1-1

conference
2016

A quadratic optimisation approach for shading and specularity recovery from a single image

Lin Gu, Antonio Robles-Kelly

(2016), pp. 4072-4076, ICIP 2016 : Proceedings of the 2016 IEEE International Conference on Image Processing, Phoenix, Ariz., E1-1

conference

Classification from a Riemannian graph embedding viewpoint

Antonio Robles-Kelly, Lin Gu, Ran Wei

(2016), pp. 3288-3295, IJCNN : Proceedings of the 2016 International Joint Conference on Neural Networks, Vancouver, B.C., E1-1

conference

Multiple illuminant color estimation via statistical inference on factor graphs

Lawrence Mutimbu, Antonio Robles-Kelly

(2016), Vol. 25, pp. 5383-5396, IEEE transactions on image processing, Piscataway, N.J., C1-1

journal

Semi-supervised image labelling using barycentric graph embeddings

Antonio Robles-Kelly, Ran Wei

(2016), pp. 1518-1523, ICPR : Proceedings of the 2016 23rd International Conference on Pattern Recognition, Cancun, Mexico, E1-1

conference

Least-squares regression with unitary constraints for network behaviour classification

Antonio Robles-Kelly

(2016), Vol. 10029, pp. 26-36, S+SSPR 2016 : Proceedings of the Joint IAPR International Workshops on Structural and Syntactic Pattern Recognition (SSPR 2016) and Statistical Techniques in Pattern Recognition (SPR 2016), Mrida, Mexico, E1-1

conference

Outdoor shadow modelling and its applications

Lin Gu, Antonio Robles-Kelly

(2016), pp. 473-490, Handbook of pattern recognition and computer vision, Singapore, B1-1

chapter
2015

Factor graphs for pixelwise illuminant estimation

Lawrence Mutimbu, Antonio Robles-Kelly

(2015), IJCNN 2015 : International Joint Conference on Neural Networks, Killarney, Ireland, E1-1

conference

Single image spectral reconstruction for multimedia applications

Antonio Robles-Kelly

(2015), pp. 251-260, MM 2015 : Proceedings of the 23rd ACM International Conference on Multimedia, Brisbane, Queensland, E1-1

conference

Exposure adjustment for hyperspectral cameras

Ahmed Sohaib, Antonio Robles-Kelly

(2015), pp. 329-335, DICTA 2015 : Proceedings of the International Conference on Digital Image Computing: Techniques and Applications, Adelaide, South Australia, E1-1

conference

Color photometric stereo using a rainbow light for non-lambertian multicolored surfaces

Sejuti Rahman, Antony Lam, Imari Sato, Antonio Robles-Kelly

(2015), Vol. 9003, pp. 335-350, ACCV 2014 : 12th Asian Conference on Computer Vision, Singapore, E1-1

conference

Radiometric calibration for HDR imaging

Ahmed Sohaib, Antonio Robles-Kelly

(2015), pp. 2815-2819, ICIP 2015 : Proceedings of the IEEE International Conference on Image Processing, Quebec City, Canada, E1-1

conference

Class-driven color transformation for semantic labeling

Arash Shahriari, Jose Alvarez, Antonio Robles-Kelly

(2015), Vol. 9005, pp. 436-451, ACCV 2014 : Asian Conference on Computer Vision, Singapore, E1-1

conference
2014

Factor graphs for image processing

Lawrence Mutimbu, Antonio Robles-Kelly

(2014), pp. 1443-1448, ICPR 2014 : Proceedings of the 2014 22nd International Conference on Pattern Recognition, Stockholm, Sweden, E1-1

conference

Max-correlation embedding computation

Antonio Robles-Kelly

(2014), Vol. 8621, pp. 113-122, S+SSPR 2014 : Proceedings of the Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR) 2014, Joensuu, Finland, E1-1

conference

Segmentation and estimation of spatially varying illumination

Lin Gu, Cong Huynh, Antonio Robles-Kelly

(2014), Vol. 23, pp. 3478-3489, IEEE transactions on image processing, Piscataway, N.J., C1-1

journal

Shadow modelling based upon Rayleigh scattering and Mie theory

Lin Gu, Antonio Robles-Kelly

(2014), Vol. 43, pp. 89-97, Pattern recognition letters, Amsterdam, The Netherlands, C1-1

journal

An unsupervised material learning method for imaging spectroscopy

Johannes Jordan, Elli Angelopoulou, Antonio Robles-Kelly

(2014), pp. 2428-2435, IJCNN 2014 : Proceedings of the 2014 International Joint Conference on Neural Networks, Beijing, China, E1-1

conference

Recovery of spectral sensitivity functions from a colour chart image under unknown spectrally smooth illumination

Cong Huynh, Antonio Robles-Kelly

(2014), pp. 708-713, ICPR 2014 : Proceedings of the 2014 22nd International Conference on Pattern Recognition, Stockholm, Sweden, E1-1

conference
2013

Efficient estimation of reflectance parameters from imaging spectroscopy

Lin Gu, Antonio Robles-Kelly, Jun Zhou

(2013), Vol. 22, pp. 3648-3663, IEEE transactions on image processing, Piscataway, N.J., C1-1

journal

Reconstructing polarisation components from unpolarised images

Lin Gu, Cong Huynh, Antonio Robles-Kelly

(2013), pp. 80-87, DICTA 2013 : Proceedings of the 2013 International Conference on Digital Image Computing: Techniques and Applications, Hobart, Tas., E1-1

conference

A method for estimating light reflection, shape and reflection parameters from a single image

Sejuti Rahman, Antonio Robles-Kelly

(2013), pp. 2034-2038, 2013 IEEE International Conference on Image Processing, Melbourne, Victoria, E1-1

conference

An optimisation approach to the recovery of reflection parameters from a single hyperspectral image

Sejuti Rahman, Antonio Robles-Kelly

(2013), Vol. 117, pp. 1672-1688, Computer vision and image understanding, Amsterdam, The Netherlands, C1-1

journal

A spiking neural network for illuminant-invariant colour discrimination

Sivalogeswaran Ratnasingam, Antonio Robles-Kelly

(2013), IJCNN 2013 : International Joint Conference on Neural Networks, Dallas, Texas, E1-1

conference

Automatic exposure control for multispectral cameras

Ahmed Sohaib, Nariman Habili, Antonio Robles-Kelly

(2013), pp. 2043-2047, Proceedings of the 2013 IEEE International Conference on Image Processing, Melbourne, Victoria, E1-1

conference

A relaxed factorial Markov random field for colour and depth estimation from a single foggy image

Lawrence Mutimbu, Antonio Robles-Kelly

(2013), pp. 355-359, ICIP 2013: Proceedings of the 20th IEEE International Conference on Image Processing, Melbourne, Victoria, E1-1

conference

A comparative evaluation of spectral reflectance representations for spectrum reconstruction, interpolation and classification

Cong Huynh, Antonio Robles-Kelly

(2013), pp. 328-335, CVPRW 2013 : Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition Workshops, Portland, Or., E1-1

conference

Imaging spectroscopy for scene analysis: challenges and opportunities

Antonio Robles-Kelly, Bill Simpson-Young

(2013), Vol. 7, pp. 467-477, IET computer vision, Stevenage, Eng., C1-1

journal

Shape and refractive index from single-view spectro-polarimetric images

Cong Huynh, Antonio Robles-Kelly, Edwin Hancock

(2013), Vol. 101, pp. 64-94, International journal of computer vision, New York, N.Y., C1-1

journal

Imaging spectroscopy for scene analysis

Antonio Robles-Kelly, Cong Huynh

(2013), London, Eng., A1-1

book
2012

Illuminant Segmentation in Non-uniformly Lit Scenes

Phuoc Cong, Antonio Robles-Kelly

(2012), pp. 3664-3667, 2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), Univ Tsukuba, Tsukuba, JAPAN, E1-1

conference

Shadow Detection via Rayleigh Scattering and Mie Theory

Lin Gu, Antonio Robles-Kelly

(2012), pp. 2165-2168, 2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), Univ Tsukuba, Tsukuba, JAPAN, E1-1

conference

A Spectral Reflectance Representation for Recognition and Reproduction

Sivalogeswaran Ratnasingam, Antonio Robles-Kelly

(2012), pp. 1900-1903, 2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), Univ Tsukuba, Tsukuba, JAPAN, E1-1

conference

Geometric graph comparison from an alignment viewpoint

Surya Prakash, Antonio Robles-Kelly

(2012), Vol. 45, pp. 3780-3794, Pattern recognition, Amsterdam, The Netherlands, C1-1

journal

Towards a colony counting system using hyperspectral imaging

B Masschelein, A Robles-Kelly, C Blanch, N Tack, B Simpson-Young, A Lambrechts

(2012), Vol. 8225, IMAGING, MANIPULATION, AND ANALYSIS OF BIOMOLECULES, CELLS, AND TISSUES X, San Francisco, CA, E1-1

conference
2011

Affine Invariant Hyperspectral Image Descriptors Based Upon Harmonic Analysis

Pattaraporn Khuwuthyakorn, Antonio Robles-Kelly, Jun Zhou

(2011), Vol. 1, pp. 179-199, CVPR Workshop on Machine Vision Beyond Visible Spectrum, Berlin, B1-1

chapter

Discriminant absorption-feature learning for material classification

Zhouyu Fu, Antonio Robles-Kelly

(2011), Vol. 49, pp. 1536-1556, IEEE transactions on geoscience and remote sensing, Piscataway, N.J., C1-1

journal

Material-Specific User Colour Profiles from Imaging Spectroscopy Data

Lin Gu, Phuoc Cong, Antonio Robles-Kelly, Jun Zhou

(2011), pp. 1987-1994, 2011 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), Barcelona, SPAIN, E1-1

conference

MILIS: multiple instance learning with instance selection

Zhouyu Fu, Antonio Robles-Kelly, Jun Zhou

(2011), Vol. 33, pp. 958-977, IEEE transactions on pattern analysis and machine intelligence, Piscataway, N.J., C1-1

journal

Hyperspectral unmixing via L1/2 sparsity-constrained nonnegative matrix factorization

Yuntao Qian, Sen Jia, Jun Zhou, Antonio Robles-Kelly

(2011), Vol. 49, pp. 4282-4297, IEEE transactions on geoscience and remote sensing, Piscataway, N.J., C1-1

journal

Structured learning approach to image descriptor combination

J Zhou, Z Fu, A Robles-Kelly

(2011), Vol. 5, pp. 134-142, IET computer vision, Stevenage, Eng., C1-1

journal

Graph attribute embedding via Riemannian submersion learning

Haifeng Zhao, Antonio Robles-Kelly, Jun Zhou, Jianfeng Lu, Jing-Yu Yang

(2011), Vol. 115, pp. 962-975, Computer vision and image understanding, Amsterdam, The Netherlands, C1-1

journal
2010

A Probabilistic Approach to Spectral Unmixing

Phuoc Cong, Antonio Robles-Kelly

(2010), Vol. 6218, pp. 344-353, STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, Izmir, TURKEY, E1-1

conference

A solution of the dichromatic model for multispectral photometric invariance

Cong Huynh, Antonio Robles-Kelly

(2010), Vol. 90, pp. 1-27, International Journal of Computer Vision, New York, N.Y., C1-1

journal

A semi-supervised approach to space carving

Surya Prakash, Antonio Robles-Kelly

(2010), Vol. 43, pp. 506-518, Pattern recognition, Amsterdam, The Netherlands, C1-1

journal

Mixing linear SVMs for nonlinear classification

Zhouyu Fu, Antonio Robles-Kelly, Jun Zhou

(2010), Vol. 21, pp. 1963-1975, IEEE transactions on neural networks, Piscataway, N.J., C1-1

journal

A Structured Learning Approach to Attributed Graph Embedding

Haifeng Zhao, Jun Zhou, Antonio Robles-Kelly

(2010), Vol. 6218, pp. 70-+, STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, Izmir, TURKEY, E1-1

conference

MULTI-SPECTRAL REMOTE SENSING IMAGE REGISTRATION VIA SPATIAL RELATIONSHIP ANALYSIS ON SIFT KEYPOINTS

Mahmudul Hasan, Xiuping Jia, Antonio Robles-Kelly, Jun Zhou, Mark Pickering

(2010), pp. 1011-1014, 2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, Honolulu, HI, E1-1

conference

HYPERSPECTRAL IMAGING FOR SKIN RECOGNITION AND BIOMETRICS

Cong Huynh, Antonio Robles-Kelly

(2010), pp. 2325-2328, 2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, Hong Kong, PEOPLES R CHINA, E1-1

conference

Object of Interest Detection by Saliency Learning

Pattaraporn Khuwuthyakorn, Antonio Robles-Kelly, Jun Zhou

(2010), Vol. 6312, pp. 636-649, COMPUTER VISION-ECCV 2010, PT II, Heraklion, GREECE, E1-1

conference

REGISRATION OF HYPERSPECTRAL AND TRICHROMATIC IMAGES VIA CROSS CUMULATIVE RESIDUAL ENTROPY MAXIMISATION

Mahmudul Hasan, Mark Pickering, Antonio Robles-Kelly, Jun Zhou, Xiuping Jia

(2010), pp. 2329-2332, 2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, Hong Kong, PEOPLES R CHINA, E1-1

conference

Shape and Refractive Index Recovery from Single-View Polarisation Images

Cong Huynh, Antonio Robles-Kelly, Edwin Hancock

(2010), pp. 1229-1236, 2010 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), San Francisco, CA, E1-1

conference

A Graph-Based Feature Combination Approach to Object Tracking

Anh Quang, Antonio Robles-Kelly, Jun Zhou

(2010), Vol. 5995, pp. 224-235, COMPUTER VISION - ACCV 2009, PT II, Xian, PEOPLES R CHINA, E1-1

conference
2009

Simultaneous Photometric Invariance and Shape Recovery

Phuoc Cong, Antonio Robles-Kelly

(2009), pp. 1757-1764, 2009 IEEE 12TH INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), Kyoto, JAPAN, E1-1

conference

Automatic Detection of Defective Zebrafish Embryos via Shape Analysis

Haifeng Zhao, Jun Zhou, Antonio Robles-Kelly, Jingfeng Lu, Jing-Yu Yang

(2009), pp. 431-+, 2009 DIGITAL IMAGE COMPUTING: TECHNIQUES AND APPLICATIONS (DICTA 2009), Melbourne, AUSTRALIA, E1-1

conference

Learning the Optimal Transformation of Salient Features for Image Classification

Jun Zhou, Zhouyu Fu, Antonio Robles-Kelly

(2009), pp. 125-+, 2009 DIGITAL IMAGE COMPUTING: TECHNIQUES AND APPLICATIONS (DICTA 2009), Melbourne, AUSTRALIA, E1-1

conference
2008

A NURBS-based spectral reflectance descriptor with applications in computer vision and pattern recognition

Cong Huynh, Antonio Robles-Kelly

(2008), pp. 3345-3352, 2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12, Anchorage, AK, E1-1

conference

A quasi-random sampling approach to image retrieval

Jun Zhou, Antonio Robles-Kelly

(2008), pp. 357-364, 2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12, Anchorage, AK, E1-1

conference

A Semisupervised Approach to Space Carving

Surya Prakash, Antonio Robles-Kelly

(2008), pp. 3877-3880, 19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, Tampa, FL, E1-1

conference

Fast Multiple Instance Learning Via L(1,2) Logistic Regression

Zhouyu Fu, Antonio Robles-Kelly

(2008), pp. 3815-3818, 19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, Tampa, FL, E1-1

conference

On Mixtures of Linear SVMs for Nonlinear Classification

Zhouyu Fu, Antonio Robles-Kelly

(2008), Vol. 5342, pp. 489-499, STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, Univ Central Florida, Orlando, FL, E1-1

conference

Optimal Solution of the Dichromatic Model for Multispectral Photometric Invariance

Cong Huynh, Antonio Robles-Kelly

(2008), Vol. 5342, pp. 382-391, STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, Univ Central Florida, Orlando, FL, E1-1

conference

A Fast Hierarchical Approach to Image Segmentation

Zhouyu Fu, Antonio Robles-Kelly

(2008), pp. 1598-1601, 19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, Tampa, FL, E1-1

conference
2007

An energy minimisation approach to attributed graph regularisation

Zhouyu Fu, Antonio Robles-Kelly

(2007), Vol. 4679, pp. 71-+, ENERGY MINIMIZATION METHODS IN COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, Lotus Hill Inst, Ezhou, PEOPLES R CHINA, E1-1

conference

On automatic absorption detection for imaging spectroscopy: a comparative study

Zhouyu Fu, Antonio Robles-Kelly, Terry Caelli, Robby Tan

(2007), Vol. 45, pp. 3827-3844, IEEE transactions on geoscience and remote sensing, Piscataway, N.J., C1-1

journal

Efficient graph cuts for multiclass Interactive Image Segmentation

Fangfang Lu, Zhouyu Fu, Antonio Robles-Kelly

(2007), Vol. 4844, pp. 134-144, COMPUTER VISION - ACCV 2007, PT II, PROCEEDINGS, Tokyo, JAPAN, E1-1

conference

Shape-from-shading using the heat equation

A Robles-Kelly, E Hancock

(2007), Vol. 16, pp. 7-21, IEEE transactions on image processing, Piscataway, N.J., C1-1

journal

Discovering shape classes using tree edit-distance and pairwise clustering

Andrea Torsello, Antonio Robles-Kelly, Edwin Hancock

(2007), Vol. 72, pp. 259-285, International journal of computer vision, New York, N.Y., C1-1

journal

A Riemannian approach to graph embedding

Antonio Robles-Kelly, Edwin Hancock

(2007), Vol. 40, pp. 1042-1056, Pattern recognition, Amsterdam, The Netherlands, C1-1

journal

Stereo techniques for 3D mapping of object surface temperatures

Surya Prakash, Pei Lee, Antonio Robles-Kelly

(2007), Vol. 4, pp. 63-84, Quantitative infrared thermography journal, Abingdon, Eng., C1-1

journal
2006

A tuned eigenspace technique for articulated motion recognition

M Rahman, A Robles-Kelly

(2006), Vol. 3951, pp. 174-185, COMPUTER VISION - ECCV 2006 , PT 1, PROCEEDINGS, Graz, AUSTRIA, E1-1

conference

Point pattern matching via spectral geometry

Antonio Robles-Kelly, Edwin Hancock

(2006), Vol. 4109, pp. 459-467, STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, PROCEEDINGS, Hong Kong, PEOPLES R CHINA, E1-1

conference

Graph-spectral methods for surface height recovery from Gauss maps

A Robles-Kelly, E Hancock

(2006), pp. 103-122, Geometric properties for incomplete data, Dordrecht, The Netherlands, B1-1

chapter
2005

Segmentation via graph-spectral methods and Riemannian geometry

A Robles-Kelly

(2005), Vol. 3691, pp. 661-668, COMPUTER ANALYSIS OF IMAGES AND PATTERNS, PROCEEDINGS, Versailles, FRANCE, E1-1

conference

Regular polygon detection

N Barnes, G Loy, D Shaw, A Robles-Kelly

(2005), pp. 778-785, TENTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1 AND 2, PROCEEDINGS, Beijing, PEOPLES R CHINA, E1-1

conference

A graph-spectral method for surface height recovery

A Robles-Kelly, E Hancock

(2005), Vol. 38, pp. 1167-1186, Pattern recognition, Amsterdam, The Netherlands, C1-1

journal

Graph edit distance from spectral seriation

A Robles-Kelly, E Hancock

(2005), Vol. 27, pp. 365-378, IEEE transactions on pattern analysis and machine intelligence, Piscataway, N.J., C1-1

journal
2004

Vector field smoothing via heat flow

A Robles-Kelly, E Hancock

(2004), pp. 94-97, PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, British Machine Vis Assoc, Cambridge, ENGLAND, E1-1

conference

A graph-spectral approach to shape-from-shading

A Robles-Kelly, E Hancock

(2004), Vol. 13, pp. 912-926, IEEE transactions on image processing, Piscataway, N.J., C1-1

journal

Radiance function estimation for object classification

A Robles-Kelly, E Hancock

(2004), Vol. 3287, pp. 67-75, PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS AND APPLICATIONS, Puebla, MEXICO, E1-1

conference

Skin reflectance modelling for face recognition

W Smith, A Robles-Kelly, E Hancock

(2004), pp. 210-213, PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, British Machine Vis Assoc, Cambridge, ENGLAND, E1-1

conference

Testing reflectance models against radiance data

H Ragheb, A Robles-Kelly, E Hancock

(2004), pp. 880-887, 2ND INTERNATIONAL SYMPOSIUM ON 3D DATA PROCESSING, VISUALIZATION, AND TRANSMISSION, PROCEEDINGS, Thessaloniki, GREECE, E1-1

conference

Surface height recovery using heat flow and manifold embedding

A Robles-Kelly, E Hancock

(2004), pp. 860-867, 2ND INTERNATIONAL SYMPOSIUM ON 3D DATA PROCESSING, VISUALIZATION, AND TRANSMISSION, PROCEEDINGS, Thessaloniki, GREECE, E1-1

conference

Facial view synthesis from a single image using shape from shading

W Smith, A Robles-Kelly, E Hancock

(2004), pp. 510-517, 2ND INTERNATIONAL SYMPOSIUM ON 3D DATA PROCESSING, VISUALIZATION, AND TRANSMISSION, PROCEEDINGS, Thessaloniki, GREECE, E1-1

conference

Steady state random walks for path estimation

A Robles-Kelly, E Hancock

(2004), Vol. 3138, pp. 143-152, STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, PROCEEDINGS, Lisbon, PORTUGAL, E1-1

conference

A probabilistic spectral framework for grouping and segmentation

A Robles-Kelly, E Hancock

(2004), Vol. 37, pp. 1387-1405, Pattern recognition, Amsterdam, The Netherlands, C1-1

journal

Surface height recovery from surface normals using manifold embedding

A Robles-Kelly, E Hancock

(2004), pp. 2107-2110, ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, Singapore, SINGAPORE, E1-1

conference

Correction of underexposed images using scene radiance estimation

A Robles-Kelly, E Hancock

(2004), pp. 1827-1830, ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, Singapore, SINGAPORE, E1-1

conference

Reflectance correction for perspiring faces

W Smith, A Robles-Kelly, E Hancock

(2004), pp. 1389-1392, ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, Singapore, SINGAPORE, E1-1

conference

Spanning tree recovery via random walks in a Riemannian manifold

A Robles-Kelly, E Hancock

(2004), Vol. 3287, pp. 303-311, PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS AND APPLICATIONS, Puebla, MEXICO, E1-1

conference
2003

Edit distance from graph spectra

A Robles-Kelly, E Hancock

(2003), pp. 234-241, NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, NICE, FRANCE, E1-1

conference

An eigenvector method for shape-from-shading

A Robles-Kelly, E Hancock

(2003), pp. 474-479, 12TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS, MANTOVA, ITALY, E1-1

conference

Surface acquisition from single gray-scale images

A Robles-Kelly, A Bors, E Hancock

(2003), pp. 721-724, 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 3, PROCEEDINGS, BARCELONA, SPAIN, E1-1

conference

Graph matching using spectral seriation

A Robles-Kelly, E Hancock

(2003), Vol. 2683, pp. 517-532, ENERGY MINIMIZATION METHODS IN COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, LISBON, PORTUGAL, E1-1

conference
2002

A graph spectral approach to shape-from-shading

A Robles-Kelly, E Hancock

(2002), pp. 569-572, 2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, ROCHESTER, NY, E1-1

conference

Pairwise clustering with matrix factorisation and the EM algorithm

A Robles-Kelly, E Hancock

(2002), Vol. 2351, pp. 63-77, COMPUTER VISION - ECCV 2002, PT II, COPENHAGEN, DENMARK, E1-1

conference

A graph-spectral approach to correspondence matching

A Robles-Kelly, E Hancock

(2002), pp. 176-179, 16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITON, VOL IV, PROCEEDINGS, QUEBEC CITY, CANADA, E1-1

conference

A graph-spectral approach to surface segmentation

A Robles-Kelly, E Hancock

(2002), pp. 509-512, 16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL III, PROCEEDINGS, QUEBEC CITY, CANADA, E1-1

conference

An expectation-maximisation framework for segmentation and grouping

A Robles-Kelly, E Hancock

(2002), Vol. 20, pp. 725-738, IMAGE AND VISION COMPUTING, UNIV BRISTOL, BRISTOL, ENGLAND, E1-1

conference

A fast leading eigenvector approximation for segmentation and grouping

A Robles-Kelly, S Sarkar, E Hancock

(2002), pp. 639-642, 16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL II, PROCEEDINGS, QUEBEC CITY, CANADA, E1-1

conference
2001

Maximum likelihood motion segmentation using eigendecomposition

A Robles-Kelly, E Hancock

(2001), pp. 63-68, 11TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS, PALERMO, ITALY, E1-1

conference

A graph-spectral method for surface height recovery from needle-maps

A Robles-Kelly, E Hancock

(2001), pp. 141-148, 2001 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, KAUAI, HI, E1-1

conference

A maximum likelihood framework for grouping and segmentation

A Robles-Kelly, E Hancock

(2001), Vol. 2134, pp. 251-266, ENERGY MINIMIZATION METHODS IN COMPUTER VISION AND PATTERN RECOGNITION, SOPHIA ANTIPOLIS, FRANCE, E1-1

conference

Learning shape categories by clustering shock trees

B Luo, A Robles-Kelly, A Torsello, R Wilson, E Hancock

(2001), pp. 672-675, 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, THESSALONIKI, GREECE, E1-1

conference

A probabilistic framework for graph clustering

B Luo, A Robles-Kelly, A Torsello, R Wilson, E Hancock

(2001), pp. 912-919, 2001 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, KAUAI, HI, E1-1

conference

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