Prof Antonio Robles-Kelly

STAFF PROFILE

Position

Honorary Professor

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Off-Campus (Home)

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

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2024

Single-stage object detector with attention mechanism for squamous cell carcinoma feature detection using histopathological images

S Prabhu, K Prasad, X Lu, A Robels-Kelly, T Hoang

(2024), Vol. 83, pp. 27193-27215, Multimedia Tools and Applications, Berlin, Germany, C1

journal article

Robust visual question answering via semantic cross modal augmentation

A Mashrur, W Luo, N Zaidi, A Robles-Kelly

(2024), Vol. 238, Computer Vision and Image Understanding, C1

journal article

H-CapsNet: A capsule network for hierarchical image classification

K Noor, A Robles-Kelly

(2024), Vol. 147, pp. 1-12, Pattern Recognition, Amsterdam, The Netherlands, C1

journal article

DGD-cGAN: A dual generator for image dewatering and restoration

S Gonzalez-Sabbagh, A Robles-Kelly, S Gao

(2024), Vol. 148, Pattern Recognition, C1

journal article

Contrastive Learning for Ship Classification Using Real and Complex SAR Imagery

J Williams, B Yip, B McCarthy, T Cao, A Robles-Kelly

(2024), pp. 531-538, DICTA 2023 : Proceedings of the International Conference on Digital Image Computing: Techniques and Applications 2023, Port Macquarie, Australia, E1-1

conference

The SARFish Dataset and Challenge

C Luckett, B McCarthy, T Cao, A Robles-Kelly

(2024), pp. 752-761, WACVW 2024 : Proceedings of the 2024 IEEE Winter Conference on Applications of Computer Vision Workshops, Waikoloa, Hawaii, E1-1

conference
2023

Robust federated learning under statistical heterogeneity via hessian-weighted aggregation

A Ahmad, W Luo, A Robles-Kelly

(2023), Vol. 112, pp. 633-654, Machine Learning, Berlin, Germany, C1

journal article

Contrastive Learning for Joint Normal Estimation and Point Cloud Filtering

Dasith Edirimuni, Xuequan Lu, Gang Li, Antonio Robles-Kelly

(2023), pp. 1-15, IEEE Transactions on Visualization and Computer Graphics, Piscataway, N.J., C1

journal article

Robust federated learning under statistical heterogeneity via Hessian spectral decomposition

A Ahmad, W Luo, A Robles-Kelly

(2023), Vol. 141, Pattern Recognition, C1

journal article

Deterministic sampling in heterogeneous graph neural networks

F Ansarizadeh, D Tay, D Thiruvady, A Robles-kelly

(2023), Vol. 172, pp. 74-81, Pattern Recognition Letters, C1

journal article

PERCY: A post-hoc explanation-based score for logic rule dissemination consistency assessment in sentiment classification

S Gupta, M Bouadjenek, A Robles-Kelly

(2023), Vol. 275, pp. 110685-110685, Knowledge-Based Systems, C1

journal article

Online Video Super-resolution using Information Replenishing Unidirectional Recurrent Model

A Agrahari Baniya, T Lee, P Eklund, S Aryal, A Robles-Kelly

(2023), Vol. 546, Neurocomputing, C1

journal article

Retinal vessel segmentation via a Multi-resolution Contextual Network and adversarial learning

T Khan, S Naqvi, A Robles-Kelly, I Razzak

(2023), Vol. 165, pp. 310-320, Neural Networks, Amsterdam, The Netherlands, C1

journal article

Graph classification via discriminative edge feature learning

Y Yi, X Lu, S Gao, A Robles-Kelly, Y Zhang

(2023), Vol. 143, pp. 1-8, Pattern Recognition, Amsterdam, The Netherlands, C1

journal article

A Survey on Underwater Computer Vision

S González-Sabbagh, A Robles-Kelly

(2023), Vol. 55, pp. 1-39, ACM Computing Surveys, New York, N.Y., C1

journal article

A Mask-Based Logic Rules Dissemination Method for Sentiment Classifiers

Shashank Gupta, Mohamed Bouadjenek, Antonio Robles-Kelly

(2023), Vol. 1, pp. 394-408, ECIR 2023 : Proceedings of the 45th European Conference on Information Retrieval, Dublin, Ireland, E1

conference

Neural Network Compression by Joint Sparsity Promotion and Redundancy Reduction

T Khan, S Naqvi, A Robles-Kelly, E Meijering

(2023), Vol. 13623 LNCS, pp. 612-623, ICONIP 2022 : Proceedings of the 29th International Conference on Neural Information Processing 2022, Virtual Event, E1

conference

A Generic Enhancer for Backdoor Attacks on Deep Neural Networks

B Abbasi, Q Zhong, L Zhang, S Gao, A Robles-Kelly, R Doss

(2023), Vol. 1794, pp. 296-307, ICONIP 2022 : Proceedings of the 29th Neural Information Processing Conference, Virtual Event, E1

conference

Federated Learning Under Statistical Heterogeneity on Riemannian Manifolds

Adnan Ahmad, Wei Luo, Antonio Robles-Kelly

(2023), Vol. 13935, pp. 380-392, PAKDD 2023 : Proceedings of the 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Osaka, Japan, E1

conference

Bio-Inspired Dual-Network Model to Tackle Statistical Heterogeneity in Federated Learning

A Ahmad, V Chau, A Robles-Kelly, S Gao, L Gao, L Chi, W Luo

(2023), Vol. 2023-June, pp. 1-8, IJCNN 2023 : Proceedings of the International Joint Conference on Neural Networks, Gold Coast, Queensland, E1

conference

Weighted Point Cloud Normal Estimation

W Wang, X Lu, D Shao, X Liu, R Dazeley, A Robles-Kelly, W Pan

(2023), Vol. 2023-July, pp. 2015-2020, ICME 2023 : Proceedings of the IEEE International Conference on Multimedia and Expo, Brisbane, Queensland, E1

conference

IterativePFN: True Iterative Point Cloud Filtering

D De Silva Edirimuni, X Lu, Z Shao, G Li, A Robles-Kelly, Y He

(2023), Vol. 2023-June, pp. 13530-13539, CVPR 2023 : Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Vancouver, British Columbia, E1

conference

A Hessian-Based Federated Learning Approach to Tackle Statistical Heterogeneity

A Ahmad, W Luo, A Robles-Kelly

(2023), Vol. 14177, pp. 408-422, ADMA 2023 : Proceedings of the 19th International Conference on Advanced Data Mining and Applications, Shenyang, China, E1

conference

A Bottom-Up Capsule Network for Hierarchical Image Classification

K Noor, A Robles-Kelly, L Zhang, M Bouadjenek

(2023), pp. 325-331, DICTA 2023 : Proceedings of the 2023 International Conference on Digital Image Computing: Techniques and Applications, Port Macquarie, N.S.W., E1

conference

Robust quantification of prediction uncertainty by inducing heterogeneity in deep ensembles

A Mashrur, W Luo, N Zaidi, A Robles-Kelly

(2023), pp. 478-485, DICTA 2023 : Proceedings of the 2023 International Conference on Digital Image Computing: Techniques and Applications, Port Macquarie, N.S.W., E1

conference
2022

AI-based carcinoma detection and classification using histopathological images: A systematic review

Swathi Prabhu, Keerthana Prasad, Antonio Robles-Kelly, Xuequan Lu

(2022), pp. 1-18, Computers in Biology and Medicine, Amsterdam, The Netherlands, C1

journal article

T-Net: A Resource-Constrained Tiny Convolutional Neural Network for Medical Image Segmentation

T Khan, A Robles-Kelly, S Naqvi

(2022), pp. 1799-1808, IEEE/CVF 2022: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, Waikoloa, HI., E1

conference

Deep Point Cloud Normal Estimation Via Triplet Learning

Weijia Wang, Xuequan Lu, Dasith De Silva, Xiao Liu, Antonio Robles-Kelly

(2022), pp. 1-6, ICME 2022 : Proceedings of the 2022 IEEE International Conference on Multimedia and Expo, Taipei, Taiwan, E1

conference

An Analysis of Logic Rule Dissemination in Sentiment Classifiers

S Gupta, M Bouadjenek, A Robles-Kelly

(2022), Vol. 13390, pp. 118-124, CLEF 2022 : Experimental IR Meets Multilinguality, Multimodality, and Interaction : Proceedings of the International Conference of the Cross-Language Evaluation Forum for European Languages 2022, Bologna, Italy, E1

conference

Marine-tree: A Large-scale Marine Organisms Dataset for Hierarchical Image Classification

T Boone-Sifuentes, A Nazari, I Razzak, M Bouadjenek, A Robles-Kelly, D Ierodiaconou, E Oh

(2022), pp. 3838-3842, CIKM 2022 : Proceedings of the ACM International Conference on Information and Knowledge Management 2022 hybrid conference, Atlanta, Ga., E1

conference

A Capsule Network for Hierarchical Multi-label Image Classification

K Noor, A Robles-Kelly, B Kusy

(2022), Vol. 13813, pp. 163-172, S+SSPR 2022 : Proceedings of the Joint IAPR International Workshops, Montreal, Quebec, E1

conference

Semantic multi-modal reprojection for robust visual question answering

Akib Mashrur, Wei Luo, Nayyar Zaidi, Antonio Robles-Kelly

(2022), DICTA 2022: Proceedings of the International Conference on Digital Image Computing: Techniques and Applications 2022, Sydney, N.S.W., E1

conference
2021

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

H Zhu, M Guo, H Li, Q Wang, A Robles-Kelly

(2021), Vol. 27, pp. 3019-3033, IEEE Transactions on Visualization and Computer Graphics, United States, C1-1

journal article

Towards a deep learning-driven intrusion detection approach for Internet of Things

M Ge, N Syed, X Fu, Z Baig, A Robles-Kelly

(2021), Vol. 186, Computer Networks, C1

journal article

Augmenting graph convolutional neural networks with highpass filters

Fatemeh Ansarizadeh, David Tay, Dhananjay Thiruvady, Antonio Robles-Kelly

(2021), Vol. 12644, pp. 77-86, S+SSPR 2021 : Proceedings of the IAPR International Workshops on Structural, Syntactic, and Statistical Pattern Recognition and Statistical Techniques in Pattern Recognition, Online from Italy, E1

conference

Feature Extraction Functions for Neural Logic Rule Learning

Shashank Gupta, Antonio Robles-Kelly, Mohamed Bouadjenek

(2021), Vol. 12644, pp. 98-107, S+SSPR 2021 : Proceedings from the Joint IAPR Structural, Syntactic, and Statistical Pattern Recognition International Workshop, Online from Padua, Italy, E1

conference

Residual Multiscale Full Convolutional Network (RM-FCN) for High Resolution Semantic Segmentation of Retinal Vasculature

T Khan, A Robles-Kelly, S Naqvi, M Arsalan

(2021), Vol. 12644, pp. 324-333, S+SSPR 2021 : Structural, Syntactic, and Statistical Pattern Recognition. Joint IAPR Workshops Proceedings, Padua, Italy, E1

conference

RipDet: A Fast and Lightweight Deep Neural Network for Rip Currents Detection

A Rashid, M Razzak, M Tanveer, A Robles-Kelly

(2021), pp. 1-6, IJCNN 2021 : Proceedings of the International Joint Conference on Neural Networks, Shenzhen, China, E1

conference

Robust Neural Regression via Uncertainty Learning

A Mashrur, W Luo, N Zaidi, A Robles-Kelly

(2021), pp. 1-6, IJCNN 2021 : Proceedings of the 2021 International Joint Conference on Neural Networks, Shenzhen, China, E1

conference

Single-image Object Classification Based on Illuminette Construction from Shadow Imaging

L Collins, A Robles-Kelly

(2021), pp. 106-113, DICTA 2021 : Proceedings of the Digital Image Computing: Techniques and Application Conference, Gold Coast, Australia, E1

conference

RC-Net: A Convolutional Neural Network for Retinal Vessel Segmentation

T Khan, A Robles-Kelly, S Naqvi

(2021), pp. 606-612, DICTA 2021 : Proceedings of the Digital Image Computing: Techniques and Application Conference, Gold Coast, Australia, E1

conference
2020

Full View Optical Flow Estimation Leveraged From Light Field Superpixel

Hao Zhu, Xiaoming Sun, Qi Zhang, Qing Wang, Antonio Robles-Kelly, Hongdong Li, Shaodi You

(2020), Vol. 6, pp. 12-23, IEEE transactions on computational imaging, Piscataway, N.J., C1-1

journal article

Machine learning for financial risk management: A survey

A Mashrur, W Luo, N Zaidi, A Robles-Kelly

(2020), Vol. 8, pp. 203203-203223, IEEE Access, C1

journal article

Machine Learning: Quantum vs Classical

T Khan, A Robles-Kelly

(2020), Vol. 8, pp. 219275-219294, IEEE Access, C1

journal article

Super-resolved Chromatic Mapping of Snapshot Mosaic Image Sensors via a Texture Sensitive Residual Network

M Shoeiby, L Petersson, M Armin, S Aliakbarian, A Robles-Kelly

(2020), pp. 2793-2802, WACV 2020: Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, Snowmass Village, CO, USA, E1

conference

Bias-regularised neural-network metamodelling of insurance portfolio risk

Wei Luo, Akib Mashrur, Antonio Robles-Kelly, Gang Li

(2020), IJCNN : Proceedings of the 2020 International Joint Conference on Neural Networks, Online : Glasgow, United Kingdom, E1

conference

Deep patch-based human segmentation

Dongbo Zhang, Zheng Fang, Xuequan Lu, Hong Qin, Antonio Robles-Kelly, Chao Zhang, Ying He

(2020), pp. 229-240, ICONIP 2020 : Proceedings of the 2020 27th International Conference on Neural Information Processing, Online from Bangkok, Thailand, E1

conference

A semantically flexible feature fusion network for retinal vessel segmentation

T Khan, A Robles-Kelly, S Naqvi

(2020), Vol. 1332, pp. 159-167, ICONIP 2020 : Proceedings of the 27th International Conference on Neural Information Processing 2020, Online from Bangkok, Thailand, E1

conference

A derivative-free method for quantum perceptron training in multi-layered neural networks

T Khan, A Robles-Kelly

(2020), Vol. 1333, pp. 241-250, ICONIP 2020 : Proceedings of the 27th International Conference on Neural Information Processing, Bangkok, Thailand, E1

conference

RipNet: a lightweight one-class deep neural network for the identification of RIP currents

A Rashid, I Razzak, M Tanveer, A Robles-Kelly

(2020), Vol. 1333, pp. 172-179, ICONIP 2020 : Proceedings of the 27th International Conference on Neural Information Processing 2020, Online from Bangkok, Thailand, E1

conference

Max-Variance Convolutional Neural Network Model Compression

Tanya Boone Sifuentes, Antonio Robles-Kelly, Asef Nazari

(2020), pp. 1-6, DICTA 2020 : Proceedings of the Digital Image Computing: Techniques and Applications Conference, Melbourne, Victoria, E1

conference

Crystal-ball and magic wand combined: predicting situations and making them happen

A Zaslavsky, A Hassani, P Haghighi, A Robles-Kelly, P Chrysanthis

(2020), Vol. 12563, pp. 683-697, DCCN 2020 : Proceedings of the 23rd International Conference on Distributed Computer and Communication Networks, Moscow, Russia, E1

conference
2019

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

Mehrdad Shoeiby, Antonio Robles-Kelly, Radu Timofte, Ruofan Zhou, Fayez Lahoud, Sabine Süsstrunk, 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

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, PRDC 2019 : Proceedings of the 2019 IEEE 24th Pacific Rim International Symposium on Dependable Computing, Kyoto, Japan, E1

conference

Incorporating the Barzilai-Borwein adaptive step size into sugradient methods for deep network training

A Robles-Kelly, A Nazari

(2019), pp. 1-6, DICTA 2019 : Proceedings of the 2019 Digital Image Computing Techniques and Applications International Conference, Perth, W.A., 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 article

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

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

A multispectral light field camera for 3D imaging from a single lens

A Robles-Kelly, R Wei, S You

(2018), Vol. Part F95-3D 2018, pp. 1-1, Proceedings of the 2018 Conference on 3D Image Acquisition and Display: Technology, Perception and Applications, Orlando, Florida, E1-1

conference
2017

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 article

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

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

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 article

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

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), Mérida, Mexico, E1-1

conference
2015

Outdoor shadow modelling and its applications

L Gu, L Gu, A Robles-Kelly, A Robles-Kelly

(2015), pp. 473-490, Handbook Of Pattern Recognition And Computer Vision (5th Edition), B1-1

book chapter

Exposure time calculation for spectral cameras

A Sohaib, A Robles-Kelly

(2015), Vol. 24, pp. 053025-053025, Journal of Electronic Imaging, C1-1

journal article

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

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 article

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 article

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

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

Imaging spectroscopy for scene analysis

Antonio Robles-Kelly, Cong Huynh

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

book

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 article

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 article

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 article

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 article

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

Illuminant segmentation in non-uniformly lit scenes

Phuoc Cong, Antonio Robles-Kelly

(2013), Vol. 1, pp. 3664-3667, ICPR 2012 : Proceedings of the 21st International Conference on Pattern Recognition, Tsukuba, Japan, 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

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

Shadow detection via Rayleigh scattering and Mie theory

Lin Gu, Antonio Robles-Kelly

(2013), pp. 2165-2168, ICPR 2012 : Proceedings of the 21st International Conference on Pattern Recognition, Tsukuba, Japan, 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

A biologically motivated double-opponency approach to illumination invariance

S Ratnasingam, A Robles-Kelly

(2013), Vol. 7726 LNCS, pp. 296-309, ACCV 2012 : Proceedings of the 11th Asian Conference on Computer Vision 2012, Daejeon, Korea, E1-1

conference
2012

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 article

Colour Matching Function Learning

Luis Romero-Ortega, Antonio Robles-Kelly

(2012), Vol. 7626, pp. 318-326, STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, Hokkaido Univ, Hiroshima, JAPAN, E1-1

conference

A spectral reflectance representation for recognition and reproduction

Sivalogeswaran Ratnasingam, Antonio Robles-Kelly

(2012), Vol. 1, pp. 1900-1903, ICPR 2012 : Proceedings of the 21st International Conference on Pattern Recognition, Tsukuba, Japan, E1-1

conference

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, SPIE BiOS 2012 : Proceedings of SPIE BiOS Conference on Imaging, Manipulation and Analysis of Biomolecules, Cells, and Tissues X, San Francisco, California, 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, Germany, B1-1

book 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 article

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 article

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 article

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 article

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 article

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

On the use of the Chi-squared distance for the structured learning of graph embeddings

H Zhao, A Robles-Kelly, J Zhou

(2011), pp. 422-428, Proceedings - 2011 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2011, E1-1

conference

Specularity removal from imaging spectroscopy data via entropy minimisation

L Gu, A Robles-Kelly

(2011), pp. 59-65, Proceedings - 2011 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2011, E1-1

conference

On the recovery of shape and reflectance from a single multispectral image

S Rahman, A Robles-Kelly

(2011), pp. 572-578, Proceedings - 2011 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2011, E1-1

conference

Learning a gaussian basis for spectra representation aimed at reflectance classification

A Robles-Kelly

(2011), pp. 88-95, IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, E1-1

conference
2010

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 article

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 article

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 article

A Probabilistic Approach to Spectral Unmixing

Phuoc Cong, Antonio Robles-Kelly

(2010), Vol. 6218, pp. 344-353, SSPR & SPR 2010 : Proceedings of the 7th structural, syntactic, and statistical pattern recognition joint IAPR international workshop, SSPR & SPR 2010, Izmir, Turkey, E1-1

conference

A Structured Learning Approach to Attributed Graph Embedding

Haifeng Zhao, Jun Zhou, Antonio Robles-Kelly

(2010), Vol. 6218, pp. 70-79, SSPR & SPR 2010 : Proceedings of the 7th structural, syntactic, and statistical pattern recognition joint IAPR international workshop, SSPR & SPR 2010, 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, ACCV 2009 : Proceedings of the 9th Asian Conference on Computer Vision 2009, Xi'an, China, E1-1

conference

Image inpainting based on local optimisation

J Zhou, A Robles-Kelly

(2010), pp. 4440-4443, Proceedings - International Conference on Pattern Recognition, E1-1

conference

Robust shape from polarisation and shading

C Huynh, A Robles-Kelly, E Hancock

(2010), pp. 810-813, Proceedings - International Conference on Pattern Recognition, 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

An affine Invariant Hyperspectral Texture Descriptor Based Upon Heavy-tailed Distributions and Fourier Analysis

Pattaraporn Khuwuthyakorn, Antonio Robles-Kelly, Jun Zhou

(2009), pp. 378-+, 2009 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPR WORKSHOPS 2009), VOLS 1 AND 2, Miami Beach, FL, E1-1

conference

An Instance Selection Approach to Multiple Instance Learning

Zhouyu Fu, Antonio Robles-Kelly

(2009), pp. 911-+, CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4, Miami Beach, FL, 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

An affine invariant hyperspectral texture descriptor based upon heavy-tailed distributions and fourier analysis

P Khuwuthyakorn, A Robles-Kelly, J Zhou

(2009), pp. 112-119, 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2009, E1-1

conference
2008

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

C Huynh, A Robles-Kelly

(2008), pp. 3345-3352, CVPR 2008 : Proceedings of the 26th IEEE Conference on Computer Vision and Pattern Recognition, Anchorage, Alaska, E1-1

conference

A quasi-random sampling approach to image retrieval

J Zhou, A Robles-Kelly

(2008), pp. 357-364, CVPR 2008 : Proceedings of the 26th IEEE Conference on Computer Vision and Pattern Recognition, Anchorage, Alaska, E1-1

conference

A semisupervised approach to space carving

Surya Prakash, Antonio Robles-Kelly

(2008), pp. 3877-3880, ICPR 2008 : Proceedings of the 2008 19th International Conference on Pattern Recognition, Tampa, Florida, E1-1

conference

Fast multiple instance learning via L1,2 logistic regression

Zhouyu Fu, Antonio Robles-Kelly

(2008), pp. 3815-3818, ICPR 2008 : Proceedings of the 2008 19th International Conference on Pattern Recognition, Tampa, Florida, 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 : Joint IAPR International Workshop, SSPR & SPR 2008, Orlando, USA, December 4-6, 2008 : proceedings, Orlando, Fla., 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 : Joint IAPR International Workshop, SSPR & SPR 2008, Orlando, USA, December 4-6, 2008 : proceedings, Orlando, Fla., E1-1

conference

A fast hierarchical approach to image segmentation

Zhouyu Fu, Antonio Robles-Kelly

(2008), pp. 1598-1601, ICPR 2008 : Proceedings of the 2008 19th International Conference on Pattern Recognition, Tampa, Florida, E1-1

conference

Texture descriptors via stable distributions

P Khuwuthyakorn, A Robles-Kelly, J Zhou

(2008), pp. 214-219, Proceedings - Digital Image Computing: Techniques and Applications, DICTA 2008, E1-1

conference

Content-based image retrieval via subspace-projected salient features

J Huang, A Zia, J Zhou, A Robles-Kelly

(2008), pp. 593-599, Proceedings - Digital Image Computing: Techniques and Applications, DICTA 2008, E1-1

conference

On mixtures of linear SVMs for nonlinear classification

Z Fu, A Robles-Kelly

(2008), Vol. 5342 LNCS, pp. 489-499, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1-1

conference
2007

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 article

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 article

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 article

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 article

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 article

An energy minimisation approach to attributed graph regularisation

Z Fu, A Robles-Kelly

(2007), Vol. 4679 LNCS, pp. 71-86, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Lotus Hill Inst, Ezhou, PEOPLES R CHINA, E1-1

conference

Learning object material categories via pairwise discriminant analysis

Zhouyu Fu, Antonio Robles-Kelly

(2007), pp. 3487-+, 2007 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-8, Minneapolis, MN, E1-1

conference

Kernel-based tracking from a probabilistic viewpoint

Quang Nguyen, Antonio Robles-Kelly, Chunhua Shen

(2007), pp. 2070-+, 2007 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-8, Minneapolis, MN, E1-1

conference

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

A linear programming approach to surface fitting

Z Fu, A Robles-Kelly, F Lu

(2007), pp. 189-195, Proceedings - Digital Image Computing Techniques and Applications: 9th Biennial Conference of the Australian Pattern Recognition Society, DICTA 2007, E1-1

conference

Convex optimisation for multiclass image labeling

Z Fu, A Robles-Kelly

(2007), pp. 438-445, Proceedings - Digital Image Computing Techniques and Applications: 9th Biennial Conference of the Australian Pattern Recognition Society, DICTA 2007, E1-1

conference

Robust surface reconstruction from gradient field using the L1 norm

D Zhouyu, A Robles-Kelly, L Fangfang

(2007), pp. 203-209, Proceedings - Digital Image Computing Techniques and Applications: 9th Biennial Conference of the Australian Pattern Recognition Society, DICTA 2007, E1-1

conference

Comparative colorimetric simulation and evaluation of digital cameras using spectroscopy data

P Cong, A Robles-Kelly

(2007), pp. 309-316, Proceedings - Digital Image Computing Techniques and Applications: 9th Biennial Conference of the Australian Pattern Recognition Society, DICTA 2007, E1-1

conference
2006

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

book chapter

Boosted band ratio feature selection for hyperspectral image classification

F Zhouyu, T Caelli, L Nianjun, A Robles-Kelly

(2006), Vol. 1, pp. 1059-1062, Proceedings - International Conference on Pattern Recognition, Hong Kong, PEOPLES R CHINA, E1-1

conference

A tuned eigenspace technique for articulated motion recognition

M Rahman, Antonio 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

Invariant object material identification via discriminant learning on absorption features

Z Fu, A Robles-Kelly, R Tan, T Caelli

(2006), Vol. 2006, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, E1-1

conference

Transitivity-based removal of correspondence outliers for motion analysis

A Robles-Kelly, Y Moses

(2006), Vol. 2006, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, E1-1

conference

Enhanced kernel-based tracking for monochromatic and thermographic video

Q Nguyen, A Robles-Kelly, C Shen

(2006), Proceedings - IEEE International Conference on Video and Signal Based Surveillance 2006, AVSS 2006, E1-1

conference

A wavelet-based approach to image feature stability assessment

A Robles-Kelly, R Goecke

(2006), Vol. 2006, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, E1-1

conference
2005

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 article

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 article

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

Surface height recovery from surface normals using manifold embedding

Antonio Robles-Kelly, Edwin Hancock

(2005), Vol. 5, pp. 2107-2110, ICIP'04 : Proceedings of the 2004 International Conference on Image Processing, Singapore, Singapore, E1-1

conference

Reflectance correction for perspiring faces

W Smith, A Robles-Kelly, E Hancock

(2005), Vol. 5, pp. 1389-1392, ICIP'04 : Proceedings of the 2004 International Conference on Image Processing, Singapore, Singapore, E1-1

conference

A thermodynamics approach to graph similarity

A Robles-Kelly

(2005), Vol. 2005, pp. 65-70, Proceedings of the Digital Imaging Computing: Techniques and Applications, DICTA 2005, E1-1

conference
2004

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 article

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 article

String edit distance, random walks and graph matching

A Robles-Kelly, E Hancock

(2004), Vol. 18, pp. 315-327, International Journal of Pattern Recognition and Artificial Intelligence, C1-1

journal article

Vector field smoothing via heat flow

Antonio Robles-Kelly, Edwin Hancock

(2004), pp. 94-97, ICPR 2004 : Proceedings of the 17th International Conference on Pattern Recognition, Cambridge, United Kingdom, E1-1

conference

Radiance function estimation for object classification

Antonio Robles-Kelly, Edwin Hancock

(2004), Vol. 3287, pp. 67-75, CIARP2004 : Proceedings of the 9th Iberoamerican Congress on Pattern Recognition, Puebla, MEXICO, E1-1

conference

Estimating the surface radiance function from single images

A Robles-Kelly, E Hancock

(2004), pp. 494-501, 2ND INTERNATIONAL SYMPOSIUM ON 3D DATA PROCESSING, VISUALIZATION, AND TRANSMISSION, PROCEEDINGS, Thessaloniki, GREECE, E1-1

conference

Skin reflectance modelling for face recognition

W Smith, A Robles-Kelly, E Hancock

(2004), Vol. 3, pp. 210-213, ICPR 2004 : Proceedings of the 17th International Conference on Pattern Recognition, Cambridge, United Kingdom, E1-1

conference

Testing reflectance models against radiance data

Hossein Ragheb, Antonio Robles-Kelly, Edwin Hancock

(2004), pp. 880-887, 3DPVT 2004 : Proceedings of the 2nd International Symposium on 3D Data Processing, Visualization and Transmission, Thessaloniki, Greece, E1-1

conference

Surface height recovery using heat flow and manifold embedding

Antonio Robles-Kelly, Edwin Hancock

(2004), pp. 860-867, 3DPVT : Proceedings of the 2nd International Symposium on 3D Data Processing, Visualization and Transmission, 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, 3DPVT 2004 : Proceedings of the 2nd International Symposium on 3D Data Processing, Visualization and Transmission, 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

Correction of underexposed images using scene radiance estimation

Antonio Robles-Kelly, Edwin Hancock

(2004), Vol. 5, pp. 1827-1830, ICIP'04 : Proceedings of the 2004 International Conference on Image Processing, 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, EMMCVPR 2003 : Proceedings of the 4th International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, Lisbon, Portugal, E1-1

conference

An Eigenvector Method for Surface Recovery

A Robles-Kelly, E Hancock

(2003), pp. 33-40, Institute of Mathematics and its Applications Vision, Video, and Graphics 2003, VVG 2003, 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

Detecting multiple texture planes using local spectral distortion

E Ribeiro, A Robles-Kelly, E Hancock

(2002), Vol. 20, pp. 739-750, IMAGE AND VISION COMPUTING, UNIV BRISTOL, BRISTOL, ENGLAND, E1-1

conference

String edit distance, random walks and graph matching

A Robles-Kelly, E Hancock

(2002), Vol. 2396, pp. 104-112, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 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

A maximum likelihood framework for iterative eigendecomposition

A Robles-Kelly, E Hancock

(2001), pp. 654-661, EIGHTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOL I, PROCEEDINGS, VANCOUVER, CANADA, 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

Hierarchical iterative eigendecomposition for motion segmentation

A Robles-Kelly, A Bors, E Hancock

(2001), pp. 363-366, 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, 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

Discovering shape categories by clustering shock trees

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

(2001), Vol. 2124, pp. 152-160, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1-1

conference

Funded Projects at Deakin

Other Public Sector Funding

Efficient training methods for spiking neural networks.

Prof Antonio Robles-Kelly

CSIRO Scholarship - Commonwealth Scientific and Industrial Research Organisation

  • 2023: $10,000
  • 2022: $10,000
  • 2021: $4,000
  • 2020: $33,763

Al-Enhanced Instrumentation

Prof Antonio Robles-Kelly, Salma Paulina Gonzalez Sabbagh

CSIRO Scholarship - Commonwealth Scientific and Industrial Research Organisation

  • 2022: $17,921
  • 2021: $17,921
  • 2020: $17,921

Empowering Human within the Metaverse ¿ CSIRO Next Generation Emerging Technologies Graduate Program

A/Prof Thuong Hoang, Prof Stefan Greuter, Prof Tuba Kocaturk, Dr Rui Wang, A/Prof Mohamed Abdelrazek, Prof Antonio Robles-Kelly

CSIRO Scholarship - Next Generation Graduates Program

  • 2024: $117,098

Industry and Other Funding

Manfacturing the next generation Palm Vein Biometric Scanning Solution.

Dr Bahareh Nakisa, Prof Antonio Robles-Kelly

Aervision t/as Aervision Technologies Pty Ltd

  • 2022: $11,500
  • 2021: $20,000

Supervisions

Associate Supervisor
2023

Jinzhao Chen

Thesis entitled: Assessing the risk of transient pressure amplification in water networks

Master of Engineering, School of Engineering