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School of Engineering

Journal Papers

The papers are listed with the most recent paper first.

2024:

  • "Colour Guided Ground-to-UAV Fire Segmentation," Rui Zhou, Tardi Tjahjadi, ISPRS Journal of Photogrammetry and Remote Sensing, November 2024, DOI: 10.1016/j.ophoto.2024.100076, paper available here.

  • "A learnable motion preserving pooling for action recognition," Tankun Li, Kwok-Leung Chan, Tardi Tjahjadi, Image and Vision Computing, November 2024, DOI: 10.1016/j.imavis.2024.105278, paper available here.

  • "A Novel 3D Gait Model for Subject Identification Robust against Carrying and Dressing Variations," Jian Luo, Bo Xu, Tardi Tjahjadi, Jian Yi, Computers, Materials and Continua, vol. 80, no. 1, 2024, DOI: 10.32604/cmc.2024.050018, paper available here.

  • "MCDGait: Multimodal Co-Learning Distillation Network with Spatial-Temporal Graph Reasoning for Gait Recognition in the Wild," Jianbo Xiong, Shinan Zou, Jin Tang, Tardi Tjahjadi, The Visual Computer, June 2024, DOI: 10.1007/s00371-024-03426-y, paper available here.

  • "Variable Temporal Length Training for Action Recognition CNNs," Tankun Li, Kwok Leung Chan, Tardi Tjahjadi, Sensors, May 2024, DOI: 10.3390/s24113403, paper available here.

  • "LPSRGAN: Generative Adversarial Networks for Super-Resolution of License Plate Image," Yuecheng Pan, Jin Tang, Tardi Tjahjadi, Neurocomputing, May 2024, DOI: 10.1016/j.neucom.2024.127426, paper available here.

  • "Retinal spike train decoder using vector quantization for visual scene reconstruction," Kunwu Ma, Alex Noel Joseph Raj, Vijayarajan Rajangam, Tardi Tjahjadi, Minying Liu, Zhemin Zhuang, Complex & Intelligent Systems, February 2024, DOI: 10.1007/s40747-023-01333-8, paper available here.

2023:

  • "A dual-branch weakly supervised learning based network for accurate mapping of woody vegetation from remote sensing images," Youwei Cheng, Shaocheng Lan, Xijian Fan, Tardi Tjahjadi, Shichao Jin, Lin Cao, International Journal of Applied Earth Observation and Geoinformation, November 2023, DOI: 10.1016/j.jag.2023.103499, paper available here.

  • "A Multiscale Point-Supervised Network for Counting Maize Tassels in the Wild," Haoyu Zheng, Xijian Fan, Weihao Bo, Xubing Yang, Tardi Tjahjadi, Shichao Jin, Plant Phenomics, October 2023, DOI: 10.34133/plantphenomics.0100, paper available here.

  • "Semi-FCMNet: Semi-Supervised Learning for Forest Cover Mapping from Satellite Imagery via Ensemble Self-Training and Perturbation, " Beiqi Chen, Liangjing Wang, Xijian Fan, Weihao Bo, Xubing Yang, Tardi Tjahjadi, Remote Sensing, August 2023, 15, 4012, DOI: 10.3390/rs15164012, as part of the Special Issue Machine Learning with Extremely Few Annotations for Remote Sensing, paper available here.

  • "Multi-Scale Correlation Module for Video-based Facial Expression Recognition in the Wild, " Tankun Li, Kwok-Leung Chan, Tardi Tjahjadi, Pattern Recognition, Volume 142, May 2023, 109691, DOI: 10.1016/j.patcog.2023.109691, paper available here.

  • "From Laboratory to Field: Unsupervised Domain Adaptation for Plant Disease, " Xinlu Wu, Xijian Fan, Peng Luo, Sruti Das Choudhury, Tardi Tjahjadi, Chunhua Hu, Plant Phenomics, March 2023, DOI: 10.34133/plantphenomics.0038, paper available here.

2022:

  • "TCDNet: Tree Crown Detection from UAV Optical Images Using Uncertainty-Aware One-Stage Network, " Weichao Wu, Xijian Fan, Hongyu Qu, Xubing Yang, Tardi Tjahjadi, IEEE Geoscience and Remote Sensing Letters, 2022, DOI: 10.1109/LGRS.2022.3214281, paper available here.

  • "Semi-supervised Learning for Forest Fire Segmentation Using UAV Imagery, " Junling Wang, Xijian Fan, Xubing Yang, Tardi Tjahjadi, Yupeng Wang, Forests, September 2022, DOI: 10.3390/f13101573, paper available here.

  • "BASNet: Burned Area Segmentation Network for Real-time Detection of Damage Maps in Remote Sensing Images," Weihao Bo, Jie Liu, Xijian Fan, Tardi Tjahjadi, Qiaolin Ye, Qiaolin Ye, IEEE Transactions on Geoscience and Remote Sensing, August 2022, DOI: 10.1109/TGRS.2022.3197647, paper available here.

  • "A Segmentation-Guided Deep Learning Framework for Leaf Counting," Xijian Fan, Rui Zhou, Tardi Tjahjadi, Sruti Das Choudhury, Qiaolin Ye," Frontiers in Plant Science, May 2022, DOI: 10.3389/fpls.2022.844522, paper available here.

  • "FPGA-based systolic deconvolution architecture for upsampling," Alex Noel Joseph Raj, Lianhong Cai, Wei Li, Zhemin Zhuang and Tardi Tjahjadi, PeerJ Computer Science, May 2022, DOI: 10.7717/peerj-cs.973, paper available here.

  • "Leaf Image based Plant Disease Identification using Transfer Learning and Feature Fusion," Xijian Fan, Peng Luo, Yuen Mu, Rui Zhou, Tardi Tjahjadi, Yi Ren, Computers and Electronics in Agriculture, April 2022, DOI:110.1016/j.compag.2022.106892, paper available here.

  • "Fusion of ANNs as decoder of retinal spike trains for scene reconstruction," Wei Li, Alex Noel Joseph Raj, Tardi Tjahjadi, Zhemin Zhuang, Applied Intelligence, February 2022, DOI:10.1007/s10489-022-03402-w, paper available here.

  • "PlantNet: Transfer learning-based fine-grained network for high-throughput plants recognition," Ziying Yang, Wenyan He, Xijian Fan, Tardi Tjahjadi, Soft Computing, January 2022, DOI:10.1007/s00500-021-06689-y, paper available here.

2021:

  • "Fast Geo-location Method based on Panoramic Skyline in Hilly Area," Zhibin Pan, Jin Tang, Tardi Tjahjadi, Fan Guo, International Journal of Geo-Information, DOI:10.3390/ijgi10080537, paper available here.

  • "Digital Hair Removal by Deep Learning for Skin Lesion Segmentation," Wei Li, Alex Noel Joseph Raj, Tardi Tjahjadi, Zhemin Zhuang, Pattern Recognition, DOI:10.1016/j.patcog.2021.107994, paper available here.

  • "Discriminative attention-augmented feature learning for facial expression recognition in the wild," Linyi Zhou, Xijian Fan, Tardi Tjahjadi, Sruti Das Choudhury, Neural Computing and Applicatons, DOI:10.1007/s00521-021-06045-z, paper available here.

2020:

  • "A Mutual Information Based Adaptive Windowing of Informative EEG for Emotion Recognition," Laura Piho, Tardi Tjahjadi, IEEE Transactions on Affective Computing, Vol. 11, No. 4, 722-735, DOI: 10.1109/TAFFC.2018.2840973, paper available here.

  • "A Novel Rapid Method for Viewshed Computation on DEM through Max-Pooling and Min-Expected Height," Zhibin Pan, Jin Tang, Tardi Tjahjadi, Zhihu Wu, Xiaoming Xiao, International Journal of Geo-Information, Vol. 9, 633, DOI:10.3390/ijgi9110633, paper available here.

  • "Camera Geolocation Using Digital Elevation Models in Hilly Area," Zhibin Pan, Jin Tang, Tardi Tjahjadi, Xiaoming Xiao, Zhihu Wu, Applied Sciences, Vol. 10, 6661, DOI: doi:10.3390/app10196661, paper available here.

  • "Robust Contactless Pulse Transit Time Estimation Based on Signal Quality Metric," Xijian Fan, Tardi Tjahjadi, Pattern Recognition Letters, Vol. 137, 12-16, DOI: 10.1016/j.patrec.2019.06.016, paper available here.

  • "View and Clothing Invariant Gait Recognition Via 3D Human Semantic Folding," Jian Luo, Tardi Tjahjadi, IEEE Access, Vol. 8, No. 1, 100365-100383, Dec 2020, DOI: 10.1109/ACCESS.2020.2997814, paper available here.

  • "Gait Recognition and Understanding Based on Hierarchical Temporal Memory using 3D Gait Semantic Folding," Jian Luo, Tardi Tjahjadi, Sensors, 20(6), 1646, March 2020, DOI: 10.3390/s20061646, paper available here.

  • "Shadow Detection in Still Road Images using Chrominance Properties of Shadows and Spectral Power Distribution of the Illumination," Manuel José Ibarra-Arenado, Tardi Tjahjadi, Juan Pérez-Oria, Sensors, 20(4), 1012, February 2020, DOI: 10.3390/s20041012, paper available here.

  • "Multi-set Canonical Correlation Analysis for 3D Abnormal Gait Behaviour Recognition based on Virtual Sample Generation," Jian Luo, Tardi Tjahjadi, IEEE Access, Vol. 8, No. 1, 32485-32501, February 2020, DOI: 10.1109/ACCESS.2020.2973898, paper available here.

2019:

  • "Fusing Dynamic Deep Learned Features and Handcrafted Features for Facial Expression Recognition," Xijian Fan, Tardi Tjahjadi, Journal of Visual Communication and Image Representation, Vol. 65, Article 102659, Dec. 2019, DOI: 110.1016/j.jvcir.2019.102659, paper available here.

  • "Image Enhancement using Fuzzy Intensity Measure and Adaptive Clipping Histogram Equalization," Xiangyuan Zhu, Xiaoming Xiao, Tardi Tjahjadi, Zhihu Wu, Jin Tang, IAENG International Journal of Computer Science, Vol.46, No. 3, 395-408, Sept. 2019. paper available here

2017:

  • "Shadow-Based Vehicle Detection in Urban Traffic," Manuel Ibarra-Arenado, Tardi Tjahjadi, Juan Pérez-Oria, Sandra Robla-Gómez, Agustín Jiménez-Avello, Sensors, Vol. 17, No. 5, 975, 2017, DOI: 10.3390/s17050975, abstract and paper available here.

  • "A Dynamic Framework Based on Local Zernike Moment and Motion History Image for Facial Expression Recognition," Xijian Fan, Tardi Tjahjadi, Pattern Recognition, Vol. 64, 399-406, April 2017, DOI: 10.1016/j.patcog.2016.12.002, abstract and paper available here.

  • "Robust Arbitrary-View Gait Recognition based on 3D Partial Similarity Matching," Jin Tang, Jian Luo, Tardi Tjahjadi, Fan Guo, IEEE Transactions on Image Processing, Vol. 26, No. 1, 7-22, January 2017, DOI: 10.1109/TIP.2016.2612823, abstract and paper available here.

2016:

  • "Robust Arbitrary View Gait Recognition based on Parametric 3D Human Body Reconstruction and Virtual Posture Synthesis," Jian Luo, Jin Tang, Tardi Tjahjadi, Xiaoming Xiao, Pattern Recognition, Vol. 60, 361-377, December 2016, DOI: 10.1016/j.patcog.2016.05.030, abstract and paper available here.

  • "Clothing and Carrying Condition Invariant Gait Recognition based on Rotation Forest," Choudhury S, Tjahjadi T, Pattern Recognition Letters, Vol. 80, 1-7, September 2016, DOI: 10.1016/j.patrec.2016.05.009, abstract and paper available here.

  • "Data Mining for Vehicle Telemetry," Taylor P, Griffiths N, Bhalerao A, Anand S, Popham T, Xu Z, Gelencser A, Applied Artificial Intelligence, Vol. 30, No. 3, 233-256, April 2016, DOI: 10.1080/08839514.2016.1156954, paper available here.

2015:

  • "A Spatial-Temporal Framework based on Histogram of Gradients and Optical Flow for Facial Expression Recognition in Video Sequences," Fan X, Tjahjadi T, Pattern Recognition, Vol. 48, No. 11, 3407-3416, November 2015, DOI: 10.1016/j.patcog.2015.04.025, abstract and paper available here.

  • "Superpixel based semantic segmentation for assistance in varying terrain driving conditions," Gheorghe I, Li W D, Popham T, Burnham K J, Advances in Intelligent Systems and Computing, Vol. 366, 691-698, 2015, DOI: 10.1007/978-3-319-08422-0_98.

  • "Robust View-Invariant Multiscale Gait Recognition," Choudhury S, Tjahjadi T, Pattern Recognition, vol. 48, 798-811, March 2015, DOI: 10.1016/j.patcog.2014.09.022, abstract and paper available here.

2014:

  • "Adaptive Deformation Correction of Depth from Defocus for Object Reconstruction," Li A, Tjahjadi T, Staunton RC, Journal of Optical Society of America, Part A: Optics, Image Science and Vision, Vol. 31, No.12, 2694-2702, Dec. 2014, DOI: 10.1364/JOSAA.31.002694, abstract and paper available here.

  • "Significant Body Point Labelling and Tracking," Azhar F, Tjahjadi T, IEEE Transactions on Cybernetics, vol. 44, no.9, 1673-1685, September 2014, DOI: 10.1109/TCYB.2014.2303993.

  • "2.5D Gait Recognition using Curvature based Colour Gait Energy Image," Tang J, Luo J, Tjahjadi T, Liu L, Journal of Computational Information Systems, Vol. 10, No. 11, 4737-4736, June 2014, DOI: 10.12733/jcis10407, paper available here.

  • "Redundant Feature Selection for Telemetry Data," Taylor P, Griffiths N, Bhalerao A, Popham T, Xhou X, Dunoyer A, Lecture Notes in Artificial Intelligence, Vol. 8316, 53-65, 2014, DOI: 10.1007/978-3-642-55192-5_5

  • "Estimating scene flow using an interconnected patch surface model with belief-propagation inference ," Popham T, Bhalerao A, Wilson R, Computer Vision and Image Understanding, vol. 121, 73-85, April 2014, DOI: 10.1016/j.cviu.2014.01.001, paper available here.

  • "2.5D Multi-view Gait Recognition based on Point Cloud Registration," Tang J, Luo J, Tjahjadi T, Gao Y, Sensors, vol. 14, 6124-6134, March 2014, DOI: 10.3390/s140406124, paper available here.

  • "Gravity Optimised Particle Filter for Hand Tracking," Morshidi M, Tjahjadi T, Pattern Recognition, vol. 47, January 2014, 194-207, DOI: 10.1016/j.patcog.2013.06.032, abstract and paper available here.

2013:

  • "Gait Recognition Based on Shape and Motion Analysis of Silhouette Contours," Choudhury S, Tjahjadi T, Computer Vision and Image Understanding, Vol. 117, 1170-1785, 2013, DOI: 10.1016/j.cviu.2013.08.003, abstract and paper available here.

  • "A Rational-Operator based Depth from Defocus Approach to Scene Reconstruction," Li A, Staunton R, Tjahjadi T, Journal of Optical Society of America, Part A: Optics, Image Science and Vision, Vol. 30, No. 9, 1787-1795, Sept. 2013, DOI: 1084-7529/13/090001-01.

2012:

  • "Silhouette-Based Gait Recognition Using Procrustes Shape Analysis and Elliptic Fourier Descriptors," Choudhury SD, Tjahjadi T, Pattern Recognition, vol. 45, 2012, 3414-3426.

  • "Adaptive Colour Constancy Algorithm Using Discrete Wavelet Transform," Celik T, Tjahjadi T, Computer Vision and Image Understanding, vol. 116, 2012, 561-571.

  • "Automatic Image Equalization and Contrast Enhancement using Gaussian Mixture Modelling," Celik T, Tjahjadi T, IEEE Transactions on Image Processing, vol. 21, no. 1, January 2012, pp. 145-156.

  • "Multiviews Reconstruction for Prosthetic Design," Mahmood NH, Omar C, Tjahjadi T, International Arab Journal of Information Technology, vol. 9, no. 1, January 2012, pp. 49-55.

2011:

  • "Multiscale Textural Classification and Retrieval Based on Magnitude and Phase Features of Complex Wavelet Subbands," Celik T, Tjahjadi T, Computer and Electrical Engineering, vol. 37, no. 5, December 2011, pp. 729-743. Special issue on Image Processing.

  • "Contextual and Variational Contrast Enhancement," Celik T, Tjahjadi T, IEEE Transactions on Image Processing, vol. 20, no. 12, December 2011, pp. 3431-3441.

  • "A Novel Method for Sidescan Sonar Image Segmentation," Celik T, Tjahjadi T, IEEE Journal of Oceanic Engineering, vol. 36, no. 2, April 2011, 186-194.

  • "Bayesian Texture Classification and Retrieval Based on Multiscale Feature Vector," Celik T, Tjahjadi T, Pattern Recognition Letters, vol.32, no. 2, 15 January 2011, 159-167.

2010:

  • "Image Resolution Enhancement using Dual-tree Complex Wavelet Transform," Celik T, Tjahjadi T, IEEE Geoscience and Remote Sensing Letters, vol.7, no. 3, 2010, 554-557.

  • "Clique Descriptor of Affine Invariant Regions for Robust Wide Baseline Image Matching," Shin D, Tjahjadi T, Pattern Recognition, vol. 43, 2010, 3261-3272.

  • "Unsupervised Colour Image Segmentation using Dual-tree Complex Wavelet Transform," Celik T, Tjahjadi T, Computer Vision and Image Understanding, vol. 114, 2010, 813-826.

2009:

  • "Multiscale Texture Classification using Dual-tree Complex Wavelet Transform," Celik T, Tjahjadi T, Pattern Recognition Letters, vol. 30, 2009, 331-339.

2008:

  • "Local Hull-Based Surface Construction of Volumetric Data from Silhouettes," Shin D, Tjahjadi T, IEEE Transactions on Image Processing, vol. 17, no. 8, August 2008, 1251-1260.

  • "Optimum Gabor Filter Design and Local Binary Patterns for Texture Segmentation," Ma Li and R. C. Staunton, Pattern Recognition Letters, vol. 29, no. 4, April 2008, 664-672.

  • "Measurement of the point-spread function of a noisy imaging system," Claxton CD, Staunton RC, J. Opt. Soc. Am. A, vol. 25, 2008, 159-170, pre-print available:http://www.eng.warwick.ac.uk/~esrzl/Papers/local_version.pdf

2007:

  • "A Modified Fuzzy C-Means Image Segmentation Algorithm for use with Uneven Illumination Patterns," Pattern Recognition, Ma Li, Staunton RC, vol. 40, no. 11, Nov 2007, 3005-3011.

2006:

2005:

  • "Multiview Camera-Calibration Framework for Nonparametric Distortions Removal," Vincent CY, Tjahjadi T, IEEE Transactions on Robotics, Vol. 21, No. 5, October 2005, 1004-1009.

  • "Detected edge position evaluation using measured acquisition system parameters," Staunton RC, Pattern Recognition Letters, Vol. 26, No. 11, August 2005, 1609-1619.

  • "Optimising basic edge detectors for particular acquisition systems," Staunton RC, Pattern Recognition Letters, Vol. 26, No. 10, July 2005, 1525-1531.

  • "Integration of multiresolution image segmentation and neural networks for object depth recovery," Ma L, Staunton RC, Pattern Recognition, Vol. 38, No. 7, July 2005, 985-996.

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1995:

  • "A Fuzzy Expert System for Diagnostic Assistance in the Sleep Apnoea Syndrome", Daniels JE, Hilton MF, Cayton RM, Ryan PJ, Chappell MJ, Tjahjadi T, Thorax, vol 50, Suppl. 2, 1995, 81.

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