Dr Tariq Khan

I'm a Senior Research Associate in the School of Computer Science and Engineering (CSE) at UNSW, Sydney, Australia.

My research falls under the broad area of Computer Vision and Machine Learning, including: Image Segmentation, Image Classification, Medical Image Analysis, Resource Constraint Neural Networks, and Deep Neural Networks. My current research focuses on the development of innovative computer vision and machine learning (in particular deep learning) methods for automated quantitative analysis of biomedical imaging data, and other industrial applications.

E-mail

tariq.khan@unsw.edu.au

Location

Room 501H, K17 Building, School of Computer Science and Engineering

Publications

Journal articles | 2022

Aslam M; Khan TM; Naqvi SS; Holmes G, 2022, 'An Ensemble of Fine-Tuned Deep Learning Networks for Wet-Blue Leather Segmentation', Journal of the American Leather Chemists Association, vol. 117, pp. 164 - 171

Journal articles | 2022

Khan TM; Khan MAU; Rehman NU; Naveed K; Afridi IU; Naqvi SS; Raazak I, 2022, 'Width-wise vessel bifurcation for improved retinal vessel segmentation', Biomedical Signal Processing and Control, vol. 71, http://dx.doi.org/10.1016/j.bspc.2021.103169

Journal articles | 2021

Abdullah F; Imtiaz R; Madni HA; Khan HA; Khan TM; Khan MAU; Naqvi SS, 2021, 'A Review on Glaucoma Disease Detection Using Computerized Techniques', IEEE Access, vol. 9, pp. 37311 - 37333, http://dx.doi.org/10.1109/ACCESS.2021.3061451

Journal articles | 2021

Aslam M; Khan TM; Naqvi SS; Holmes G; Naffa R, 2021, 'Learning to recognize irregular features on leather surfaces', Journal of the American Leather Chemists Association, vol. 116, pp. 169 - 178

Journal articles | 2021

Imtiaz R; Khan TM; Naqvi SS; Arsalan M; Nawaz SJ, 2021, 'Screening of Glaucoma disease from retinal vessel images using semantic segmentation', Computers and Electrical Engineering, vol. 91, pp. 107036 - 107036, http://dx.doi.org/10.1016/j.compeleceng.2021.107036

Journal articles | 2021

Naveed K; Abdullah F; Madni HA; Khan MAU; Khan TM; Naqvi SS, 2021, 'Towards automated eye diagnosis: An improved retinal vessel segmentation framework using ensemble block matching 3d filter', Diagnostics, vol. 11, http://dx.doi.org/10.3390/diagnostics11010114

Journal articles | 2020

Aslam M; Khan TM; Naqvi SS; Holmes G; Naffa R, 2020, 'Ensemble convolutional neural networks with knowledge transfer for leather defect classification in industrial settings', IEEE Access, vol. 8, pp. 198600 - 198614, http://dx.doi.org/10.1109/ACCESS.2020.3034731

Journal articles | 2020

Khan TM; Alhussein M; Aurangzeb K; Arsalan M; Naqvi SS; Nawaz SJ, 2020, 'Residual Connection-Based Encoder Decoder Network (RCED-Net) for Retinal Vessel Segmentation', IEEE Access, vol. 8, pp. 131257 - 131272, http://dx.doi.org/10.1109/ACCESS.2020.3008899

Journal articles | 2020

Khan TM; Bailey DG; Khan MAU; Kong Y, 2020, 'Real-time iris segmentation and its implementation on FPGA', Journal of Real-Time Image Processing, vol. 17, pp. 1089 - 1102, http://dx.doi.org/10.1007/s11554-019-00859-w

Journal articles | 2020

Khan TM; Mehmood M; Naqvi SS; Butt MFU, 2020, 'A region growing and local adaptive thresholding-based optic disc detection', PLoS ONE, vol. 15, pp. e0227566, http://dx.doi.org/10.1371/journal.pone.0227566

Journal articles | 2020

Khan TM; Robles-Kelly A, 2020, 'Machine Learning: Quantum vs Classical', IEEE Access, vol. 8, pp. 219275 - 219294, http://dx.doi.org/10.1109/ACCESS.2020.3041719

Journal articles | 2020

Minhas K; Khan TM; Arsalan M; Naqvi SS; Ahmed M; Khan HA; Haider MA; Haseeb A, 2020, 'Accurate Pixel-Wise Skin Segmentation Using Shallow Fully Convolutional Neural Network', IEEE Access, vol. 8, pp. 156314 - 156327, http://dx.doi.org/10.1109/ACCESS.2020.3019183

Journal articles | 2020

Mukhtar N; Fournaris AP; Khan TM; Dimopoulos C; Kong Y, 2020, 'Improved hybrid approach for side-channel analysis using efficient convolutional neural network and dimensionality reduction', IEEE Access, vol. 8, pp. 184298 - 184311, http://dx.doi.org/10.1109/ACCESS.2020.3029206

Journal articles | 2020

Sabir M; Khan TM; Arshad M; Munawar S, 2020, 'Reducing computational complexity in fingerprint matching', Turkish Journal of Electrical Engineering and Computer Sciences, vol. 28, pp. 2538 - 2551, http://dx.doi.org/10.3906/ELK-1907-113

Journal articles | 2020

Tabassum M; Khan TM; Arsalan M; Naqvi SS; Ahmed M; Madni HA; Mirza J, 2020, 'CDED-Net: Joint Segmentation of Optic Disc and Optic Cup for Glaucoma Screening', IEEE Access, vol. 8, pp. 102733 - 102747, http://dx.doi.org/10.1109/ACCESS.2020.2998635

Journal articles | 2019

Afridi IU; Bashir T; Khattak HA; Khan TM; Imran M, 2019, 'Degraded image enhancement by image dehazing and Directional Filter Banks using Depth Image based Rendering for future freeview 3D-TV', PLoS ONE, vol. 14, http://dx.doi.org/10.1371/journal.pone.0217246

Journal articles | 2019

Aslam M; Khan TM; Naqvi SS; Holmes G; Naffa R, 2019, 'On the Application of Automated Machine Vision for Leather Defect Inspection and Grading: A Survey', IEEE Access, vol. 7, pp. 176065 - 176086, http://dx.doi.org/10.1109/ACCESS.2019.2957427

Journal articles | 2019

Khan MAU; Khan TM; Bailey DG; Soomro TA, 2019, 'A generalized multi-scale line-detection method to boost retinal vessel segmentation sensitivity', Pattern Analysis and Applications, vol. 22, pp. 1177 - 1196, http://dx.doi.org/10.1007/s10044-018-0696-1

Journal articles | 2019

Khan MAU; Khan TM; Naqvi SS; Aurangzeb Khan M, 2019, 'GGM classifier with multi-scale line detectors for retinal vessel segmentation', Signal, Image and Video Processing, vol. 13, pp. 1667 - 1675, http://dx.doi.org/10.1007/s11760-019-01515-3

Journal articles | 2019

Khan MAU; Khan TM; Soomro TA; Mir N; Gao J, 2019, 'Boosting sensitivity of a retinal vessel segmentation algorithm', Pattern Analysis and Applications, vol. 22, pp. 583 - 599, http://dx.doi.org/10.1007/s10044-017-0661-4

Journal articles | 2019

Khan TM; Bailey DG; Khan MAU; Kong Y, 2019, 'Efficient hardware implementation strategy for local normalization of fingerprint images', Journal of Real-Time Image Processing, vol. 16, pp. 1263 - 1275, http://dx.doi.org/10.1007/s11554-016-0625-8

Journal articles | 2019

Khawaja A; Khan TM; Khan MAU; Nawaz SJ, 2019, 'A multi-scale directional line detector for retinal vessel segmentation', Sensors (Switzerland), vol. 19, http://dx.doi.org/10.3390/s19224949

Journal articles | 2019

Khawaja A; Khan TM; Naveed K; Naqvi SS; Rehman NU; Junaid Nawaz S, 2019, 'An Improved Retinal Vessel Segmentation Framework Using Frangi Filter Coupled with the Probabilistic Patch Based Denoiser', IEEE Access, vol. 7, pp. 164344 - 164361, http://dx.doi.org/10.1109/ACCESS.2019.2953259

Journal articles | 2019

Naqvi SS; Fatima N; Khan TM; Rehman ZU; Khan MA, 2019, 'Automatic optic disk detection and segmentation by variational active contour estimation in retinal fundus images', Signal, Image and Video Processing, vol. 13, pp. 1191 - 1198, http://dx.doi.org/10.1007/s11760-019-01463-y

Journal articles | 2019

Rehman ZU; Naqvi SS; Khan TM; Arsalan M; Khan MA; Khalil MA, 2019, 'Multi-parametric optic disc segmentation using superpixel based feature classification', Expert Systems with Applications, vol. 120, pp. 461 - 473, http://dx.doi.org/10.1016/j.eswa.2018.12.008

Journal articles | 2019

Rehman ZU; Naqvi SS; Khan TM; Khan MA; Bashir T, 2019, 'Fully automated multi-parametric brain tumour segmentation using superpixel based classification', Expert Systems with Applications, vol. 118, pp. 598 - 613, http://dx.doi.org/10.1016/j.eswa.2018.10.040

Journal articles | 2018

Khan MAU; Khan TM; Bailey DG, 2018, 'Coupling orientation diffusion with coherence-enhancing diffusion: a fingerprint case', Signal, Image and Video Processing, vol. 12, pp. 513 - 521, http://dx.doi.org/10.1007/s11760-017-1187-3

Journal articles | 2018

Khan MAU; Khan TM; Bailey DG; Kittaneh O, 2018, 'Deriving scale normalisation factors for a GLoG detector', IET Image Processing, vol. 12, pp. 1673 - 1682, http://dx.doi.org/10.1049/iet-ipr.2017.0493

Journal articles | 2018

Soomro TA; Mahmood Khan T; Khan MAU; Gao J; Paul M; Zheng L, 2018, 'Impact of ICA-Based Image Enhancement Technique on Retinal Blood Vessels Segmentation', IEEE Access, vol. 6, pp. 3524 - 3538, http://dx.doi.org/10.1109/ACCESS.2018.2794463

Journal articles | 2017

Khan MAU; Khan TM, 2017, 'Calibrating second-moment matrix for better shape adaptation with bias term from directional filter bank', Signal, Image and Video Processing, vol. 11, pp. 1453 - 1460, http://dx.doi.org/10.1007/s11760-017-1107-6

Journal articles | 2017

Khan TM; Bailey DG; Khan MAU; Kong Y, 2017, 'Efficient Hardware Implementation for Fingerprint Image Enhancement Using Anisotropic Gaussian Filter', IEEE Transactions on Image Processing, vol. 26, pp. 2116 - 2126, http://dx.doi.org/10.1109/TIP.2017.2671781

Journal articles | 2017

Nahid AA; Khan TM; Kong Y, 2017, 'Hardware Implementation of Bone Fracture Detector Using Fuzzy Method Along with Local Normalization Technique', Annals of Data Science, vol. 4, pp. 533 - 546, http://dx.doi.org/10.1007/s40745-017-0118-z

Journal articles | 2017

Soomro TA; Gao J; Khan T; Hani AFM; Khan MAU; Paul M, 2017, 'Computerised approaches for the detection of diabetic retinopathy using retinal fundus images: a survey', Pattern Analysis and Applications, vol. 20, pp. 927 - 961, http://dx.doi.org/10.1007/s10044-017-0630-y

Journal articles | 2017

Soomro TA; Khan MAU; Gao J; Khan TM; Paul M, 2017, 'Contrast normalization steps for increased sensitivity of a retinal image segmentation method', Signal, Image and Video Processing, vol. 11, pp. 1509 - 1517, http://dx.doi.org/10.1007/s11760-017-1114-7

Journal articles | 2016

Khan MAU; Khan TM; Bailey DG; Kong Y, 2016, 'A spatial domain scar removal strategy for fingerprint image enhancement', Pattern Recognition, vol. 60, pp. 258 - 274, http://dx.doi.org/10.1016/j.patcog.2016.05.015

Journal articles | 2016

Khan MAU; Khan TM; Kittaneh O; Kong Y, 2016, 'Stopping criterion for anisotropic image diffusion', Optik, vol. 127, pp. 156 - 160, http://dx.doi.org/10.1016/j.ijleo.2015.08.077

Journal articles | 2016

Khan TM; Mohammad MA; Kong Y; Kittaneh O, 2016, 'Stopping criterion for linear anisotropic image diffusion: a fingerprint image enhancement case', Eurasip Journal on Image and Video Processing, vol. 2016, pp. 1 - 20, http://dx.doi.org/10.1186/s13640-016-0105-x

Journal articles | 2015

Khan MAU; Mousa WA; Khan TM, 2015, 'Entropy-constrained reflected residual vector quantization: A realization of large block vector quantization', Optik, vol. 126, pp. 888 - 897, http://dx.doi.org/10.1016/j.ijleo.2015.02.015

Journal articles | 2015

Khan TM; Bailey DG; Khan MAU; Kong Y, 2015, 'Real-time edge detection and range finding using FPGAs', Optik, vol. 126, pp. 1545 - 1550, http://dx.doi.org/10.1016/j.ijleo.2015.01.024

Journal articles | 2014

Khan TM; Khan MAU; Kong Y, 2014, 'Fingerprint image enhancement using multi-scale DDFB based diffusion filters and modified Hong filters', Optik, vol. 125, pp. 4206 - 4214, http://dx.doi.org/10.1016/j.ijleo.2014.04.048

Journal articles | 2014

Naheed T; Usman I; Khan TM; Dar AH; Shafique MF, 2014, 'Intelligent reversible watermarking technique in medical images using GA and PSO', Optik, vol. 125, pp. 2515 - 2525, http://dx.doi.org/10.1016/j.ijleo.2013.10.124

Journal articles | 2013

Khan MAU; Khan TM, 2013, 'Fingerprint image enhancement using data driven DirectionalFilter Bank', Optik, vol. 124, pp. 6063 - 6068, http://dx.doi.org/10.1016/j.ijleo.2013.04.071

Journal articles | 2012

Ibrahim MT; Khan TM; Khan SA; Khan MA; Guan L, 2012, 'Iris localization using local histogram and other image statistics', Optics and Lasers in Engineering, vol. 50, pp. 645 - 654, http://dx.doi.org/10.1016/j.optlaseng.2011.11.008

Journal articles | 2012

Khan MAU; Khan TM; Khan RB; Kiyani A; Khan MA, 2012, 'Noise characterization in web cameras using independent component analysis', International Journal of Computers, Communications and Control, vol. 7, pp. 302 - 311, http://dx.doi.org/10.15837/ijccc.2012.2.1411

Journal articles | 2011

Khan TM; Aurangzeb Khan M; Malik SA; Khan SA; Bashir T; Dar AH, 2011, 'Automatic localization of pupil using eccentricity and iris using gradient based method', Optics and Lasers in Engineering, vol. 49, pp. 177 - 187, http://dx.doi.org/10.1016/j.optlaseng.2010.08.020
Conference Papers | 2022

Khan TM; Robles-Kelly A; Naqvi SS, 2022, 'T-Net: A Resource-Constrained Tiny Convolutional Neural Network for Medical Image Segmentation', in Proceedings - 2022 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2022, pp. 1799 - 1808, http://dx.doi.org/10.1109/WACV51458.2022.00186

Conference Papers | 2021

Khan TM; Robles-Kelly A; Naqvi SS, 2021, 'RC-Net: A Convolutional Neural Network for Retinal Vessel Segmentation', in DICTA 2021 - 2021 International Conference on Digital Image Computing: Techniques and Applications, http://dx.doi.org/10.1109/DICTA52665.2021.9647320

Conference Papers | 2021

Khan TM; Robles-Kelly A; Naqvi SS; Arsalan M, 2021, 'Residual Multiscale Full Convolutional Network (RM-FCN) for High Resolution Semantic Segmentation of Retinal Vasculature', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 324 - 333, http://dx.doi.org/10.1007/978-3-030-73973-7_31

Conference Papers | 2020

Khan TM; Abdullah F; Naqvi SS; Arsalan M; Khan MA, 2020, 'Shallow Vessel Segmentation Network for Automatic Retinal Vessel Segmentation', in Proceedings of the International Joint Conference on Neural Networks, http://dx.doi.org/10.1109/IJCNN48605.2020.9207668

Conference Papers | 2020

Khan TM; Naqvi SS; Arsalan M; Khan MA; Khan HA; Haider A, 2020, 'Exploiting Residual Edge Information in Deep Fully Convolutional Neural Networks for Retinal Vessel Segmentation', in Proceedings of the International Joint Conference on Neural Networks, http://dx.doi.org/10.1109/IJCNN48605.2020.9207411

Conference Papers | 2020

Khan TM; Robles-Kelly A, 2020, 'A Derivative-Free Method for Quantum Perceptron Training in Multi-layered Neural Networks', in Communications in Computer and Information Science, pp. 241 - 250, http://dx.doi.org/10.1007/978-3-030-63823-8_29

Conference Papers | 2020

Khan TM; Robles-Kelly A; Naqvi SS, 2020, 'A Semantically Flexible Feature Fusion Network for Retinal Vessel Segmentation', in Communications in Computer and Information Science, pp. 159 - 167, http://dx.doi.org/10.1007/978-3-030-63820-7_18

Conference Papers | 2020

Razzak I; Khan TM, 2020, 'One-Class Support Tensor Machines with Bounded Hinge Loss Function for Anomaly Detection', in Proceedings of the International Joint Conference on Neural Networks, http://dx.doi.org/10.1109/IJCNN48605.2020.9207429

Conference Papers | 2020

Razzak I; Shoukat G; Naz S; Khan TM, 2020, 'Skin Lesion Analysis Toward Accurate Detection of Melanoma using Multistage Fully Connected Residual Network', in Proceedings of the International Joint Conference on Neural Networks, http://dx.doi.org/10.1109/IJCNN48605.2020.9206881

Conference Papers | 2019

Abbas RM; Khan TM; Khan MAU; Khan HA, 2019, 'Fast and accurate iris segmentation methods using LoG filters', in Proceedings - 2019 International Conference on Computing, Electronics and Communications Engineering, iCCECE 2019, pp. 124 - 129, http://dx.doi.org/10.1109/iCCECE46942.2019.8941830

Conference Papers | 2019

Alhalabi W; Khan MAU; Khan TM, 2019, 'Orientation Field Estimation for Noisy Fingerprint Image Enhancement', in Procedia Computer Science, pp. 352 - 369, http://dx.doi.org/10.1016/j.procs.2019.12.118

Conference Papers | 2019

Khan MAU; Khan TM; Aziz KI; Ahmad SS; Mir N; Elbakush E, 2019, 'The Use of Fourier Phase Symmetry for Thin Vessel Detection in Retinal Fundus Images', in 2019 IEEE 19th International Symposium on Signal Processing and Information Technology, ISSPIT 2019, http://dx.doi.org/10.1109/ISSPIT47144.2019.9001804

Conference Papers | 2019

Mehmood M; Khan TM; Khan MAU; Naqvi SS; Alhalabi W, 2019, 'Vessel Intensity Profile Uniformity Improvement for Retinal Vessel Segmentation', in Procedia Computer Science, pp. 370 - 380, http://dx.doi.org/10.1016/j.procs.2019.12.119

Conference Papers | 2017

Abdullah-Al-Nahid ; Khan TM; Kong Y, 2017, 'Breast Image Classification Based on Concatenated Statistical, Structural and Textural Features', in Proceedings - UKSim-AMSS 2016: 10th European Modelling Symposium on Computer Modelling and Simulation, pp. 27 - 32, http://dx.doi.org/10.1109/EMS.2016.015

Conference Papers | 2017

Abdullah-Al-Nahid ; Khan TM; Kong Y, 2017, 'Performance Analysis of Integrated Canny and Fuzzy-Logic Based (2-by-2 Cell Block) Edge-Detection Algorithms', in Proceedings - UKSim-AMSS 2016: 10th European Modelling Symposium on Computer Modelling and Simulation, pp. 64 - 69, http://dx.doi.org/10.1109/EMS.2016.021

Conference Papers | 2016

Abdullah-Al-Nahid ; Khan TM; Kong Y, 2016, 'Breast Image Classification Based on Concatenated Statistical, Structural and Textural Features', in Aldabass D; Colla V; Vannuci M; Pantelous A (eds.), UKSIM-AMSS 10TH EUROPEAN MODELLING SYMPOSIUM ON COMPUTER MODELLING AND SIMULATION (EMS), IEEE, Pisa, ITALY, pp. 27 - 32, presented at 10th UKSim-AMSS European Modelling Symposium on Computer Modelling and Simulation (EMS), Pisa, ITALY, 28 November 2016 - 30 November 2016, http://dx.doi.org/10.1109/EMS.2016.14

Conference Papers | 2016

Khan MAU; Soomro TA; Khan TM; Bailey DG; Gao J; Mir N, 2016, 'Automatic retinal vessel extraction algorithm based on contrast-sensitive schemes', in International Conference Image and Vision Computing New Zealand, http://dx.doi.org/10.1109/IVCNZ.2016.7804441

Conference Papers | 2016

Soomro TA; Gao J; Khan MAU; Khan TM; Paul M, 2016, 'Role of Image Contrast Enhancement Technique for Ophthalmologist as Diagnostic Tool for Diabetic Retinopathy', in 2016 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2016, http://dx.doi.org/10.1109/DICTA.2016.7797078

Conference Papers | 2016

Soomro TA; Khan MAU; Gao J; Khan TM; Paul M; Mir N, 2016, 'Automatic Retinal Vessel Extraction Algorithm', in 2016 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2016, http://dx.doi.org/10.1109/DICTA.2016.7797013

Conference Papers | 2015

Khan TM; Kong Y; Khan MAU, 2015, 'Hardware implementation of fast pupil segmentation using region properties', in Proceedings of SPIE - The International Society for Optical Engineering, http://dx.doi.org/10.1117/12.2182881

Conference Papers | 2011

Khan MAU; Khan TM; Khan SA, 2011, 'Coherence enhancement diffusion using multi-scale DFB', in 2011 7th International Conference on Emerging Technologies, ICET 2011, http://dx.doi.org/10.1109/ICET.2011.6048456

Conference Papers | 2010

Ibrahim MT; Khan TM; Khan MA; Guan L, 2010, 'Automatic segmentation of pupil using local histogram and standard deviation', in Proceedings of SPIE - The International Society for Optical Engineering, http://dx.doi.org/10.1117/12.863264

Conference Papers | 2010

Khan MA; Khan A; Mahmood T; Abbas M; Alimgeer KS, 2010, 'Multi-stage iterative FLD method for face recognition', in 2010 International Conference on Information and Emerging Technologies, ICIET 2010, http://dx.doi.org/10.1109/ICIET.2010.5625683

Conference Papers | 2010

Khan MA; Khan A; Mahmood T; Abbas M; Muhammad N, 2010, 'Fingerprint image enhancement using Principal Component Analysis (PCA) filters', in 2010 International Conference on Information and Emerging Technologies, ICIET 2010, http://dx.doi.org/10.1109/ICIET.2010.5625686

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Dr Tariq Khan