(this page last-modified: 05 Jan 2022)
Papers accepted/published in 2021
International Journal
H.-T. Nguyen, C. C. Cheah, and K.-A. Toh, "An Analytic Layer-wise Deep Learning Framework with Applications to Robotics", Automatica, 2021 (Accepted).
J. Kim, H. Lee, S. Im, S. A. Lee, D. Kim, and K.-A. Toh, "Machine learning-based leaky momentum prediction of plasmonic random nanosubstrate", Optics Express, vol. 29, no. 19, pp.30625-30636, September 2021.
H. Zhuang, Z. Lin, and K.-A. Toh, "Blockwise Recursive Moore-Penrose Inverse for Network Learning," IEEE Trans. on Systems, Man, and Cybernetics: Systems (Part A) (ISSN: 2168-2216), March 2021 (Early Access).
Machine Learning Conference:
H. Zhuang, Z. Weng, F. Luo, K.-A. Toh, H. Li, and Z. Lin, "Accumulated Decoupled Learning with Gradient Staleness Mitigation for Convolutional Neural Networks", Proceedings of 38th International Conference on Machine Learning (PMLR), Virtual Only, pp.12935--12944, July, 2021.
Papers accepted/published in 2020
International Journal
Xing Liu, K.-A. Toh, and Jan P. Allebach, "Pedestrian Detection Using Pixel Difference Matrix Projection," IEEE Trans. on Intelligent Transportation Systems, vol.~21, no.~4, pp.1441-1454, April 2020.
Papers accepted/published in 2019
International Journal
D. Chen, Y. Shi, B.-H.Gwee, K.-A. Toh and T. Lin, "A Hierarchical Multi-Classifier System for Automated Analysis of Delayered IC Images", IEEE Intelligent Systems, vol. 34, no. 2, pp.36-43, March-April 2019.
Papers accepted/published in 2018
International Journal
J. Kim, K. Oh, B.-S. Oh, Z. Li and K.-A. Toh, "A Line Feature Extraction Method for Finger-Knuckle-Print Verification," Cognitive Computation, (accepted), Sep 2018.
C. J. Ng, C. Y. Low, K.-A. Toh, J. Kim and A. B. J. Teoh, "Orthogonal filter banks with region Log-TiedRank covariance matrices for face recognition," Journal of Visual Communication and Image Representation, vol. 55, pp. 548-560, Aug 2018.
B.-S. Oh, K.-A. Toh, A. B. J. Teoh and Z. Lin, "An Analytic Gabor Feedforward Network for Single-sample and Pose-invariant Face Recognition," IEEE Trans. on Image Processing, vol. 27, no. 6, pp. 2791-2805, Jun 2018.
D. Lin, L. Sun, K.-A. Toh, J. B. Zhang and Z. Lin, "Biomedical image classification based on a cascade of an SVM with a reject option and subspace analysis," Computers in Biology and Medicine, vol. 96, pp. 128-140, May 2018.
D. Cheng, Y. Shi, T. Lin, B.-H. Gwee and K.-A. Toh, "Hybrid K-Means Clustering and Support Vector Machine Method for Via and Metal Line Detections in Delayered IC Images," IEEE Trans. on Circuits and Systems II: Express Briefs, (accepted), Apr 2018.
L. Sun, K.-A. Toh, B. Chen and Z. Lin, "Exploiting the categorical reliability difference for binary classification," Journal of the Franklin Institute, vol. 355, no. 4, pp. 2022-2040, Mar 2018.
D. Lin, L. Sun, K.-A. Toh, J. B. Zhang and Z. Lin, "Twin SVM with a reject option through ROC curve," Journal of the Franklin Institute, vol. 355, no. 4, pp. 1710-1732, Mar 2018.
K. Oh, Z. Li, B.-S. Oh and K.-A. Toh, "Optimizing Between Data Transformation and Parametric Weighting for Stable Binary Classification," Journal of the Franklin Institute, vol. 355, no. 4, pp. 1614-1637, Mar 2018.
B.-S. Oh, X. Guo, F. Wan, K.-A. Toh and Z. Lin, "Micro-Doppler Mini-UAV Classification Using Empirical-Mode Decomposition Features," IEEE Geoscience and Remote Sensing Letters, vol. 15, no. 2, pp. 227-231, Feb 2018.
K.-A. Toh, Z. Lin, L. Sun and Z. Li, "Stretchy binary classification," Neural Networks, Vol. 97, pp. 74-91, Jan 2018.
International Conference
K.-A. Toh, "Learning from the Kernel and the Range Space," IEEE/ACIS 17th International Conference on Computer and Information Science (ICIS), Singapore, 6-8 Jun 2018.
X. Liu and K.-A. Toh, "A Novel Set of Pixel Difference-based Features for Pedestrian Detection," International Conference on Identity Security and Behavior Analysis (ISBA), Singapore, 11-12 Jan 2018.
X. Ma, B.-S. Oh, L. Sun, K.-A. Toh, and Z. Lin, “EMD-based Entropy Features for micro-Doppler mini-UAV classification,” International Conference on Pattern Recognition (ICPR), Beijing, China, 20-24 Aug 2018.
S. Cho and K.-A. Toh, "Palm-vein Recognition Using RGB Images," International Conference on Biomedical Signal and Image Processing, Seoul, South Korea, 22-24 Aug 2018.
Papers published in 2017
International Journal
S.-I Jang, G.-C. Tan, K.-A. Toh and A. B. J. Teoh, "Online Heterogeneous Face Recognition Based on Total-Error-Rate Minimization," IEEE Trans. on Systems, Man, and Cybernetics: Systems, Sep 2017.
C.-Y. Low, A. B. J. Teoh, K.-A. Toh, "Stacking PCANet+: An Overly Simplified ConvNets Baseline for Face Recognition," IEEE Signal Processing Letters, vol. 24, no. 11, pp. 1581-1585, Sep 2017.
J. Kim, S. Yu, D. Kim, K.-A. Toh and S. Lee "An adaptive local binary pattern for 3D hand tracking," Pattern Recognition, vol. 61, pp. 139-152, Jan 2017.
S. Nan, L. Sun, B. Chen, Z. Lin and K.-A. Toh, "Density-Dependent Quantized Least Squares Support Vector Machine for Large Data Sets," IEEE Trans. on Neural Networks and Learning Systems, vol. 28, no. 1, Jan 2017.
International Conference
H. Moon, S. Jang, K. Oh, and K.-A Toh, "An In-Air Signature Verification System Using Wi-Fi Signals," International Conference on Biometric Engineering and Forensics (ICBEF), Seoul, South Korea, 12-14 Nov 2017.
J. Kim, K. Oh, B.-S. Oh, Z. Lin, K.-A. Toh, "A line feature extraction method for finger-knuckle-print verification", The 8th International Conference on Extreme Learning Machines (ELM2017), Yantai, China, 4-7 Oct 2017.
Papers published in 2016
International Conference
K. Oh and K.-A. Toh, "A folding sum transformation for binary classification," The 9th Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA), Jeju, Korea, 13-15 Dec 2016.
S.-I. Jang, G.-C. Tan and K.-A. Toh, "Recursive Total Error Rate Minimization," IEEE TENCON, Singapore, 22-25 Nov 2016.
J. Kim, K. Oh, Andrew B. J. Teoh and K.-A. Toh, "Finger-Knuckle-Print for Identity Verification Based on Difference Images," The 11th IEEE Conference on Industrial Electronics and Applications (ICIEA), pp. 1-1, Hefei, China, 5-7 Jun 2016.
L. Sun, B. Chen, K.-A. Toh, Z. Lin, "A parameter-free Cauchy-Schwartz information measure for independent component analysis," The 41st International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2524-2528, Shanghai, China, 20-25 Mar 2016.
Papers published in 2015
International Journal
L. Sun, K.-A. Toh and Z. Lin, "A Center Sliding Bayesian Binary Classifier Adopting Orthogonal Polynomials," Pattern Recognition, vol. 48, no. 6, pp. 2013-2028, 2015.
S.-I. Jang, K. Choi, K.-A. Toh, Andrew B. J. Teoh and J. Kim, "Object Tracking Based on An Online Learning Network with Total Error Rate Minimization," Pattern Recognition, vol. 48, no. 1, pp. 126-139, 2015.
International Conference
B.-S. Oh and K.-A. Toh, "Face Identity Verification based on a Feed-forward Fusion Network," International Conference on Electronics, Information and Communications (ICEIC), Singapore, 28-31 Jan 2015.
K.-A. Toh, "Stretchy multivariate polynomial classification," IEEE 10th International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), Singapore, 7-9 Apr 2015.
B.-S. Oh, K. Oh, A. B. J. Teoh, Z. Lin and K.-A. Toh, "A Randomly Weighted Gabor Network for Visual-Thermal Infrared Face Recognition," International Conference on Extreme Learning Machine, Hangzhou, China, 15-17 Dec 2015.
Papers published in 2014
International Journal
K.-A. Toh and G.-C. Tan, "Exploiting the relationships among several binary classifiers via data transformation," Pattern Recognition, vol. 47, no. 3, pp. 1509-1522, 2014.
Y. Ban, Sangki Kim, Sooyeon Kim, K.-A. Toh and S. Lee, "Face detection based on skin color likelihood," Pattern Recognition, vol. 47, no. 4, pp. 1573-1585, 2014.
International Conference
K.-A. Toh, "Twisting key absolute space for stretchy polynomial regression," International Conference on Control Automation Robotics & Vision (ICARCV), Singapore, 10-12 Dec 2014.
B.-S. Oh, K. Oh, Andrew B. J. Teoh and K.-A. Toh, "A Single layer Feedforward Fusion Network for Face Verification," International Conference on Control, Automation, Robotics and Vision (ICARCV), Singapore, 10-12 Dec 2014.
K.-A. Toh, "Pattern Classification Adopting Multivariate Polynomials," International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), Apr, 2014.
Papers published in 2013
International Journal
B.-S. Oh, J. Jeon, K.-A. Toh, Andrew B. J. Teoh and J. Kim, "A system for Signature Verification Based on Horizontal and Vertical Components of Hand Gesture," IEEE Intelligent Systems, vol.28, pp.52-55, 2013.
International Conference
B.-S. Oh and K.-A. Toh, “Face Identity Verification Based on Sinusoidal Projection," IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM), pp.71-76, 2013.
B.-S. Oh and K.-A. Toh, “A Preliminary Study of an Orthogonalized Random Projection Network," Proceedings of The 11th International Conference on Electronics, Information and Communications (ICEIC), Bali, Indonesia, 30 Jan - 2 Feb 2013.
S.-I. Jang, K. Oh, Andrew B. J. Teoh and K.-A. Toh, "Object Tracking Based on Kernel Recursive Least-Squares with Total Error Rate Minimization," The 8th IEEE Conference on Industrial Electronics and Applications (ICIEA), pp. 1415-1419, Melbourne, Australia, 19-21 Jun 2013.
Papers published in 2012
International Journal
M.-H. Lim, Andrew B. J. Teoh and K.-A. Toh, "Dynamic Detection Rate-Based Bit Allocation with Genuine Interval Concealment for Binary Biometric Representation," IEEE Trans. on Systems, Man, and Cybernetics, Part B, Oct, 2012 (to appear).
B.-S. Oh, K.-A. Toh, K. Choi, Andrew B. J. Teoh and J. Kim “Extraction and Fusion of Partial Face Features for Cancelable Identity Verification,” Pattern Recognition, vol.45, no.9, pp. 3288-3303, Sep 2012.
Y. Kim, K.-A. Toh, Andrew B. J. Teoh H.-L. Eng and W.-Y. Yau, “An online AUC formulation for binary classification," Pattern Recognition, vol 45, no. 6, pp. 2266-2279, Jun 2012.
K. Choi, K.-A. Toh and H. Byun, “Incremental Face Recognition for Large-scale Social Network Services,” Pattern Recognition, vol.45, no.8, pp.2868-2883, Aug 2012.
M.-H. Lim, Andrew B. J. Teoh and K.-A. Toh, “An Efficient Dynamic Reliability-Dependent Bit Allocation for Biometric Discretization,” Pattern Recognition, vol.45, no.5, pp.1960-1971, May 2012.
International Conference
J.-H. Jeon, B.-S. Oh and K.-A. Toh, “A System for Hand-Gesture Based Signature Recognition," The 12th Intlernational Conference on Control, Automation, Robotics and Vision (ICARCV), pp. 171-175, Guangzhou, China, 5-7 Dec 2012.
B.-S. Oh, K. Oh and K.-A. Toh, “On Projection-based Methods for Periocular Identity Verification," The 7th IEEE Conference on Industrial Electronics and Applications (ICIEA), pp. 871-876, Singapore, 18-20 Jul 2012.
K. Oh and K.-A. Toh, “Extracting Sclera Features for Cancelable Identity Verification," International Conference on Biometrics (ICB), New Delhi, India, 29 Mar-1 Apr 2012 (Oral).