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 profileKnowledge 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
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
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
DGD-cGAN: A dual generator for image dewatering and restoration
S Gonzalez-Sabbagh, A Robles-Kelly, S Gao
(2024), Vol. 148, Pattern Recognition, C1
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
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
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
Robust federated learning under statistical heterogeneity via Hessian spectral decomposition
A Ahmad, W Luo, A Robles-Kelly
(2023), Vol. 141, Pattern Recognition, C1
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
S Gupta, M Bouadjenek, A Robles-Kelly
(2023), Vol. 275, pp. 110685-110685, Knowledge-Based Systems, C1
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
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
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
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
S Prabhu, K Prasad, X Lu, A Robels-Kelly, T Hoang
(2023), pp. 1-23, Multimedia Tools and Applications, Berlin, Germany, C1
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Machine Learning: Quantum vs Classical
T Khan, A Robles-Kelly
(2020), Vol. 8, pp. 219275-219294, IEEE Access, C1
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Exposure time calculation for spectral cameras
A Sohaib, A Robles-Kelly
(2015), Vol. 24, pp. 053025-053025, Journal of Electronic Imaging, C1-1
Factor graphs for pixelwise illuminant estimation
Lawrence Mutimbu, Antonio Robles-Kelly
(2015), IJCNN 2015 : International Joint Conference on Neural Networks, Killarney, Ireland, E1-1
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Image inpainting based on local optimisation
J Zhou, A Robles-Kelly
(2010), pp. 4440-4443, Proceedings - International Conference on Pattern Recognition, E1-1
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
A Riemannian approach to graph embedding
Antonio Robles-Kelly, Edwin Hancock
(2007), Vol. 40, pp. 1042-1056, Pattern recognition, Amsterdam, The Netherlands, C1-1
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
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
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
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
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
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
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
Robust surface reconstruction from gradient field using the L
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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: $61,817
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
Jinzhao Chen
Thesis entitled: Assessing the risk of transient pressure amplification in water networks
Master of Engineering, School of Engineering