个人简介

Dr Hongying Meng is a senior lecturer at the Department of Electronic and Computer Engineering, College of Engineering, Design and Physical Sciences, Brunel University London where he joined in as a lecturer in 2011. Before that, he held research positions in several UK universities including University College London (UCL), University of York and University of Southampton. He received his Ph.D. degree in Communication and Electronic Systems from Xi’an Jiaotong University and was a lecturer in Electronic Engineering Department of Tsinghua University in China. Dr Meng has a wide research interests including digital signal processing, machine learning, human computer interaction, computer vision, image processing and embedded systems. He is a member of Institute of Environment, Health and Societies under the theme of Biomedical Engineering and Healthcare Technologies. He is also a member of Human Centred Design Institute (HCDI) at Brunel University London. Currently, he is a member of Engineering Professors’ Council (UK), IEEE, ACM and a Fellow of The Higher Education Academy (HEA).

研究领域

Digital Signal Processing Machine Learning Human Computer Interaction Computer Vision Image Processing Embedded Systems

Digital Signal Processing: wavelet transform; digital filtering; statistical signal processing; audio signal processing; biomedical signal processing (e.g. EMG, ECG, EEG); real-time signal processing. Machine Learning: Support Vector Machine (SVM); kernel methods; artificial neural networks; genetic algorithm; feature selection and fusion; Bayesian methods; Hidden Markov Model (HMM); Long Short Term Memory (LSTM), Convolutional Neural Network (CNN), multi-label classification; statistical learning theory; multi-score learning, multiple classifier system, decision fusion, data mining, regression. Human Computer Interaction: affective computing; emotional states recognition; facial expression analysis; multi-model interaction; movement modelling; ubiquitous and pervasive computing; robot; ambient intelligence. Computer Vision: biologically inspired vision systems; dynamic motion feature extraction; human action recognition; gesture recognition; object detection; object tracking; visual surveillance; embedded vision systems; 3D computer vision. Image Processing: image compression; image acquisition, image object detection; large scale image categorization; image segmentation; real-time image processing; fMRI image processing. Embedded Systems: FPGA; microcontroller (PIC, ARM); DSP (TI); smart phones; tablet; game consoles, SoC (System on Chip), IoT (Internet of Things), wireless networks (ZigBee).

近期论文

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Meng, H. , Bianchi-Berthouze, N. , Deng, Y. , Cheng, J. and Cosmas, J. (2016) 'Time-Delay Neural Network for Continuous Emotional Dimension Prediction from Facial Expression Sequences'. IEEE Transactions on Cybernetics, 66 (4). pp. 916 - 929. doi: 10.1109/TCYB.2015.2418092 Download publication Aung, M. , Kaltwang, S. , Romera-Paredes, B. , Martinez, B. , et al. (2015) 'The automatic detection of chronic pain-related expression: requirements, challenges and a multimodal dataset'. IEEE Transactions on Affective Computing. doi: 10.1109/TAFFC.2015.2462830 Download publication Meng, H. and Bianchi-Berthouze, N. (2014) 'Affective state level recognition in naturalistic facial and vocal expressions'. IEEE Transactions on Cybernetics, 44 (3). pp. 315 - 328. doi: 10.1109/TCYB.2013.2253768 Download publication Gao, Y. , Bianchi-Berthouze, N. and Meng, H. (2012) 'What does touch tell us about emotions in touchscreen-based gameplay?'. ACM Transactions on Computer - Human Interaction, 19 (4). doi: 10.1145/2395131.2395138 Download publication Appiah, K. , Hunter, A. , Dickinson, P. and Meng, H. (2012) 'Implementation and applications of tri-state self organising maps on FPGA'. IEEE Transactions on Circuits and Systems for Video Technology, 22 (8). pp. 1150 - 1160. doi: 10.1109/TCSVT.2012.2197077 Download publication Meng, H. , Appiah, K. , Yue, S. , Hunter, A. , et al. (2010) 'A modified model for the Lobula Giant Movement Detector and its FPGA implementation'. Computer Vision and Image Understanding, 114 (11). pp. 1238 - 1247. doi: 10.1016/j.cviu.2010.03.017 Download publication Appiah, K. , Hunter, A. , Dickinson, P. and Meng, H. (2010) 'Accelerated hardware video object segmentation: From foreground detection to connected components labelling'. Computer Vision and Image Understanding, 114 (11). pp. 1282 - 1291. doi: 10.1016/j.cviu.2010.03.021 Download publication Meng, H. and Pears, N. (2009) 'Descriptive temporal template features for visual motion recognition'. Pattern Recognition Letters, 30 (12). pp. 1049 - 1058. doi: 10.1016/j.patrec.2009.03.003 Download publication Meng, H. , Freeman, M. , Pears, N. and Bailey, C. (2008) 'Real-time human action recognition on an embedded, reconfigurable video processing architecture'. Journal of Real-Time Image Processing, 3 (3). pp. 163 - 176. doi: 10.1007/s11554-008-0073-1 Download publication Abel, E. , Meng, H. , Forster, A. and Holder, D. (2006) 'Singularity characteristics of needle EMG IP signals'. IEEE Transactions on Biomedical Engineering, 53 (2). pp. 219 - 225. doi: 10.1109/TBME.2005.862548 Download publication Liu, L. , Chen, N. , Meng, H. , Zhang, L. , et al. (2004) 'A VLSI architecture of JPEG2000 encoder'. IEEE Journal of Solid-State Circuits, 39 (11). pp. 2032 - 2040. doi: 10.1109/JSSC.2004.831492 Download publication Meng, H. and Wang, Z. (2000) 'Fast spatial combinative lifting algorithm of wavelet transform using the 9/7 filter for image block compression'. Electronics Letters, 36 (21). pp. 1766 - 1767. doi: 10.1049/el:20001239 Download publication