Dr Pengwei HaoLecturerEmail: p.hao@qmul.ac.ukTelephone: +44 20 7882 6126Room Number: Engineering, Eng E104Website: http://www.eecs.qmul.ac.uk/~phaoOffice Hours: Wednesday 12:00-14:00, Wednesday 12:00-14:00TeachingResearchPublicationsTeachingImage Processing (Postgraduate/Undergraduate) This course gives students an introduction to image processing. Areas covered include image representation, and image transforms, image enhancement using point and spatial operations, image filtering, image restoration, image compression and image segmentation.ResearchResearch Interests:color imaging and demosaicking, image coding, low-level vision, matrix computationsPublications Hao P, Zhang C, Hao H (2022). Zero-sum triangles for involutory, idempotent, nilpotent and unipotent matrices. nameOfConference DOI: 10.1016/j.rinam.2022.100238 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/78481 Guo B, Hao P (2021). 3S-Net: Arbitrary Semantic-Aware Style Transfer With Controllable ROI Choice. 2021 IEEE International Conference on Image Processing (ICIP) DOI: 10.1109/icip42928.2021.9506336 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/78391 Guo B, Hao P (2021). Interactive Style Space of Deep Features and Style Innovation. 2020 25th International Conference on Pattern Recognition (ICPR) DOI: 10.1109/icpr48806.2021.9413328 QMRO: qmroHref Guo B, Hao P (2020). Analysis of Artistic Styles in oil Painting using Deep-Learning Features. 2020 IEEE International Conference on Multimedia & Expo Workshops (ICMEW) DOI: 10.1109/icmew46912.2020.9105990 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/71022 Huang S, Izquierdo E, Hao P (2017). Adaptive packet scheduling for scalable video streaming with network coding. nameOfConference DOI: 10.1016/j.jvcir.2016.11.014 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/17985 Huang S, Izquierdo E, Hao P (2016). Multi-Generation Packet Scheduling for Live Streaming with Network Coding. 2016 Visual Communications and Image Processing (VCIP) DOI: 10.1109/vcip.2016.7805438 QMRO: qmroHref Zhang C, Li Y, Wang J et al. (2016). Universal Demosaicking of Color Filter Arrays. nameOfConference DOI: 10.1109/TIP.2016.2601266 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/15902 Huang S, Izquierdo E, Hao P (2016). Adaptive packet scheduling for scalable video streaming with network coding. Communications (ICC), 2016 IEEE International Conference on DOI: 10.1109/ICC.2016.7510688 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/61752 Huang S, Izquierdo E, Hao P (2016). Bandwidth-Efficient Packet Scheduling for Live Streaming With Network Coding. nameOfConference DOI: 10.1109/TMM.2016.2530411 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/13054 Huang S, Izquierdo E, Hao P (2015). Distributed Bandwidth-efficient Packet Scheduling for Live Streaming with Network Coding. Proceedings of the 23rd ACM international conference on Multimedia DOI: 10.1145/2733373.2806395 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/13052 Huang S, Izquierdo E, Hao P (2015). Optimized Packet Scheduling for Live Streaming on Peer-to-Peer Network with Network Coding. 2015 IEEE International Conference on Communication Workshop (ICCW) DOI: 10.1109/iccw.2015.7247394 QMRO: qmroHref Zhang C, Hao P (2015). Generalised sampling theory with rational sampling factors. nameOfConference DOI: 10.1049/iet-spr.2014.0042 QMRO: qmroHref Huang S, Sanna M, Izquierdo E et al. (2014). Optimized Scalable Video Transmission Over P2P Network with Hierarchical Network Coding. 2014 IEEE International Conference on Image Processing (ICIP) DOI: 10.1109/icip.2014.7025811 QMRO: qmroHref Huang S, Sanna M, Izquierdo E et al. (2014). Optimized scalable video transmission over P2P network with hierarchical network coding. nameOfConference DOI: 10.1109/ICIP.2014.7025811 QMRO: qmroHref Yang L, Hao P, Wu D (2014). Approximating vector quantisation by transformation and scalar quantisation. nameOfConference DOI: 10.1049/iet-com.2012.0684 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/7570 Yu J, Yang M-S, HAO P (2013). Clustering construction on a multimodal probability model. nameOfConference DOI: 10.1016/j.ins.2013.03.007 QMRO: qmroHref Tu J, Zhang C, Hao P (2013). Robust Real-Time Attention-Based Head-Shoulder Detection for Video Surveillance. 2013 IEEE International Conference on Image Processing DOI: 10.1109/icip.2013.6738688 QMRO: qmroHref Liu Y, Hao P, Izquierdo E (2012). Stage-Based 3D Scene Reconstruction from Single Image. ICPR 2012 DOI: doi QMRO: qmroHref Liu Y, Hao P, Izquierdo E (2012). Scene Geometric Recognition from Monocular Image. 3DTV-CON 2012 DOI: 10.1109/3DTV.2012.6365465 QMRO: qmroHref Song B, Hao P (2012). Sparse Representation for Video Super-Resolution. 2012 International Conference on Systems and Informatics (ICSAI2012) DOI: 10.1109/icsai.2012.6223456 QMRO: qmroHref Feng J, Zhang C, Hao P (2012). ONLINE ANOMALY DETECTION IN VIDEOS BY CLUSTERING DYNAMIC EXEMPLARS. nameOfConference DOI: 10.1109/ICIP.2012.6467555 QMRO: qmroHref Zheng R, Zhang C, He S et al. (2011). A novel composite framework for large-scale fingerprint database indexing and f ast retrieval. 2011 International Conference on Hand-Based Biometrics DOI: 10.1109/ichb.2011.6094349 QMRO: qmroHref Hao PW, Li Y, Lin ZC et al. (2011). A Geometric Method for Optimal Design of Color Filter Arrays. nameOfConference DOI: 10.1109/TIP.2010.2077642 QMRO: qmroHref Gao F, Yang SF, Hao PW et al. (2011). Suspension Stability and Fractal Patterns: A Comparison using Hydroxyapatite. nameOfConference DOI: 10.1111/j.1551-2916.2010.04149.x QMRO: qmroHref Yu J, Yang M-S, Hao P (2011). A Novel Multimodal Probability Model for Cluster Analysis. nameOfConference DOI: 10.3233/FI-2011-555 QMRO: qmroHref Wang J, Zhang C, Hao P (2011). NEW COLOR FILTER ARRAYS OF HIGH LIGHT SENSITIVITY AND HIGH DEMOSAICKING PERFORMANCE. nameOfConference DOI: 10.1109/ICIP.2011.6116336 QMRO: qmroHref Yang L, Hao PW, Wu DP (2011). Stabilization and optimization of PLUS factorization and its application in image coding. nameOfConference DOI: 10.1016/j.jvcir.2010.09.006 QMRO: qmroHref Li Y, Hao PW, Lin ZC (2011). The Frequency Structure Matrix: A Representation of Color Filter Arrays. nameOfConference DOI: 10.1002/ima.20252 QMRO: qmroHref Feng J, Zhang C, Hao P (2010). Online Learning with Self-Organizing Maps for Anomaly Detection in Crowd Scenes. 2010 20th International Conference on Pattern Recognition DOI: 10.1109/icpr.2010.878 QMRO: qmroHref Wang C, Zhang C, Hao PW (2010). A BLIND VIDEO WATERMARK DETECTION METHOD BASED ON 3D-DWT TRANSFORM. nameOfConference DOI: 10.1109/ICIP.2010.5652584 QMRO: qmroHref He SH, Zhang CO, Hao PW (2010). Clustering-Based Descriptors for Fingerprint Indexing and Fast Retrieval. nameOfConference DOI: 10.1007/978-3-642-12307-8_33 QMRO: qmroHref Wang DJ, Zhang C, Hao PW (2010). Heavy-Tailed Model for Visual Tracking via Robust Subspace Learning. nameOfConference DOI: 10.1007/978-3-642-12304-7_17 QMRO: qmroHref Geng YL, Lin T, Lin ZC et al. (2010). Refined Exponential Filter with Applications to Image Restoration and Interpolation. nameOfConference DOI: 10.1007/978-3-642-12297-2_4 QMRO: qmroHref Li J, Hao PW (2009). Finding representative landmarks of data on manifolds. nameOfConference DOI: 10.1016/j.patcog.2009.01.032 QMRO: qmroHref Yang L, Hao PW (2009). Infinity-Norm Rotation Transforms. nameOfConference DOI: 10.1109/TSP.2009.2018631 QMRO: qmroHref Geng YL, Shan CF, HAO P (2009). Square Loss based regularized LDA for face recognition using image sets. Computer Vision and Pattern Recognition Workshops, 2009. CVPR Workshops 2009. IEEE Computer Society Conference on DOI: 10.1109/CVPRW.2009.5204307 QMRO: qmroHref Zou LF, Cherukara G, Hao PW et al. (2009). Geometrics of tooth wear. nameOfConference DOI: 10.1016/j.wear.2008.04.062 QMRO: qmroHref Zou L, Cherukara G, HAO P et al. (2009). Geometrics of Tooth Wear. nameOfConference DOI: 10.1016/j.wear.2008.04.062 QMRO: qmroHref Hao PW (2009). Reversible Resampling of Integer Signals. nameOfConference DOI: 10.1109/TSP.2008.2008243 QMRO: qmroHref Yu J, Yang M-S, Hao P (2009). A Novel Multimodal Probability Model for Cluster Analysis. nameOfConference DOI: 10.1007/978-3-642-02962-2_50 QMRO: qmroHref He SH, Zhang C, Hao PW (2009). COMPARATIVE STUDY OF FEATURES FOR FINGERPRINT INDEXING. nameOfConference DOI: 10.1109/ICIP.2009.5414141 QMRO: qmroHref Geng YL, Shan CF, Hao PW (2009). Square Loss based Regularized LDA for Face Recognition Using Image Sets. nameOfConference DOI: doi QMRO: qmroHref Geng Y, Shan C, Hao P (2009). Square loss based regularized LDA for face recognition using image sets. nameOfConference DOI: 10.1109/CVPR.2009.5204307 QMRO: qmroHref Shuai X, Zhang C, HAO P (2008). Fingerprint indexing based on composite set of reduced SIFT features. 19th International Conference on Pattern Recognition, 2008. ICPR 2008. DOI: 10.1109/ICPR.2008.4761873 QMRO: qmroHref Li J, Hao PW, Zhang C et al. (2008). HALLUCINATING FACES FROM THERMAL INFRARED IMAGES. nameOfConference DOI: doi QMRO: qmroHref Li J, Hao P (2008). Reliable Representation of Data on Manifolds. Procedings of the British Machine Vision Conference 2008 DOI: 10.5244/c.22.113 QMRO: qmroHref Li J, Hao P, Zhang C (2008). Transferring Colours to Grayscale Images by Locally Linear Embedding. Procedings of the British Machine Vision Conference 2008 DOI: 10.5244/c.22.83 QMRO: qmroHref Yu J, Hao P (2007). The worse clustering performance analysis. nameOfConference DOI: 10.1109/GRC.2007.4403138 QMRO: qmroHref Shuai X, Zhang C, HAO P (2007). The Optimal ROS-Based Symmetric Phase-Only Filter for Fingerprint Verification. IEEE International Conference on Image Processing, 2007. ICIP 2007. DOI: 10.1109/ICIP.2007.4379172 QMRO: qmroHref Yu J, HAO P (2007). The Worse Clustering Performance Analysis. IEEE International Conference on Granular Computing, 2007. GRC 2007. DOI: 10.1109/grc.2007.74 QMRO: qmroHref Yu J, Hao P (2007). A novel insight into learning theory: The gap between teaching and learning. nameOfConference DOI: doi QMRO: qmroHref Li Y, Yu J, Hao PW et al. (2007). Clustering ensembles based on normalized edges. nameOfConference DOI: 10.1007/978-3-540-71701-0_71 QMRO: qmroHref Dou MS, Zhang C, Hao PW et al. (2007). Converting thermal infrared face images into normal gray-level images. nameOfConference DOI: 10.1007/978-3-540-76390-1_71 QMRO: qmroHref Li J, Hao PW (2007). Hierarchical structuring of data on manifolds. nameOfConference DOI: 10.1109/CVPR.2007.382981 QMRO: qmroHref Yang L, Hao P (2007). Infinity-Norm Rotation for Reversible Data Hiding. 2007 IEEE International Conference on Image Processing DOI: 10.1109/icip.2007.4379292 QMRO: qmroHref Yang L, Hao PW (2007). Infinity-norm rotation for reversible data hiding. nameOfConference DOI: doi QMRO: qmroHref Yang L, Hao P, Zhang C (2007). Progressive reversible data hiding by symmetrical histogram expansion with piecewise-linear haar transform. nameOfConference DOI: 10.1109/ICASSP.2007.366223 QMRO: qmroHref Shuai X, Zhang C, Hao PW (2007). The optimal ROS-based symmetric phase-only filter for fingerprint verification. nameOfConference DOI: doi QMRO: qmroHref She YY, Hao PW, Paker Y (2006). Matrix factorizations for parallel integer transformation. nameOfConference DOI: 10.1109/TSP.2006.881227 QMRO: qmroHref Lin T, Hao P, Xu SF (2006). Matrix factorizations for reversible integer implementation of orthonormal M-band wavelet transforms. nameOfConference DOI: 10.1016/j.sigpro.2005.10.015 QMRO: qmroHref Li J, Hao P-W (2006). Smooth interpolation on homogeneous matrix groups for computer animation. nameOfConference DOI: 10.1631/jzus.2006.a1168 QMRO: qmroHref Lin T, Xu SF, Shi QY et al. (2006). An algebraic construction of orthonormal M-band wavelets with perfect reconstruction. nameOfConference DOI: doi QMRO: qmroHref Liu T, Zhang C, Hao PW (2006). Fingerprint indexing based on LAS registration. nameOfConference DOI: doi QMRO: qmroHref Liu T, Zhang C, Hao PW (2006). Fingerprint reference point detection based on local axial symmetry. nameOfConference DOI: 10.1109/ICPR.2006.574 QMRO: qmroHref Lv JY, Hao PW (2006). In-focus imaging by mosaicking and super-resolution. nameOfConference DOI: 10.1109/ICIP.2006.313064 QMRO: qmroHref Yuan WJ, Hao PW, Xu C (2006). Matrix factorization for fast DCT algorithms. nameOfConference DOI: doi QMRO: qmroHref Lin T, Hao PW (2005). Compound image compression for real-time computer screen image transmission. nameOfConference DOI: 10.1109/TIP.2005.849776 QMRO: qmroHref Yu J, Hao PW (2005). Comments on "The multisynapse neural network and its application to fuzzy clustering". nameOfConference DOI: 10.1109/TNN.2005.844852 QMRO: qmroHref She YY, Hao PW (2005). On the necessity and sufficiency of PLUS factorizations. nameOfConference DOI: 10.1016/j.laa.2004.11.024 QMRO: qmroHref Lin T, Hao P, Lee SU (2005). Efficient Coding of Computer Generated Compound Images. IEEE International Conference on Image Processing 2005 DOI: 10.1109/icip.2005.1529812 QMRO: qmroHref Lin T, Hao PW, Lee SU (2005). Efficient coding of computer generated compound images. nameOfConference DOI: doi QMRO: qmroHref Lin T, Hao PW, Xu SF (2005). Factoring M-band wavelet transforms into reversible integer mappings and lifting steps. nameOfConference DOI: 10.1109/ICASSP.2005.1416087 QMRO: qmroHref Liu T, Zhu GC, Zhang C et al. (2005). Fingerprint indexing based on singular point correlation. nameOfConference DOI: 10.1109/ICIP.2005.1530386 QMRO: qmroHref Liu T, Hao PW, Zhang C (2005). Fingerprint singular points detection and direction estimation with a "T" shape model. nameOfConference DOI: 10.1007/11527923_21 QMRO: qmroHref Chen Y, Hao PW, Zhang C (2005). Shear-resize factorizations for fast image registration. nameOfConference DOI: 10.1109/ICIP.2005.1530593 QMRO: qmroHref Chen Y, Hao P (2004). Optimal transform in perceptually uniform color space and its application in image retrieval. nameOfConference DOI: doi QMRO: qmroHref She YY, Hao PW (2004). Block TERM factorization of block matrices. nameOfConference DOI: 10.1360/02yf0499 QMRO: qmroHref Hao PW (2004). Customizable triangular factorizations of matrices. nameOfConference DOI: 10.1016/j.laa.2003.12.023 QMRO: qmroHref HAO P, She Y (2004). Block TERM Factorization of Uniform Block Matrices. nameOfConference DOI: doi QMRO: qmroHref Hao PW, Zhang C, Dang AR (2004). Co-histogram and image degradation evaluation. nameOfConference DOI: 10.1007/978-3-540-30125-7_25 QMRO: qmroHref Hao PW, Chen Y (2004). Co-histogram and its application in video analysis. nameOfConference DOI: 10.1109/icme.2004.1394541 QMRO: qmroHref Lin T, Hao PW, Xu C et al. (2004). Hybrid image coding for real-time computer screen video transmission. nameOfConference DOI: 10.1117/12.526055 QMRO: qmroHref Chen Y, Hao P (2004). Integer Reversible Transformation to Make JPEG Lossless. Proceedings 7th International Conference on Signal Processing, 2004. Proceedings. ICSP '04. 2004. DOI: 10.1109/icosp.2004.1452793 QMRO: qmroHref Chen Y, Hao PW (2004). Integer reversible transformation to make JPEG lossless. nameOfConference DOI: doi QMRO: qmroHref She Y, Hao P, Paker Y (2004). Matrix Factorizations for Parallel Integer Transforms **This work was supported by the foundation for the authors of National Excellent Doctoral Dissertation of China, under Grant 200038.. 7th International Symposium on Parallel Architectures, Algorithms and Networks, 2004. Proceedings. DOI: 10.1109/ispan.2004.1300489 QMRO: qmroHref She YY, Hao PW, Paker Y (2004). Matrix factorizations for parallel integer transforms. nameOfConference DOI: doi QMRO: qmroHref Yu J, Hao PW (2004). On soft learning vector quantization based on reformulation. nameOfConference DOI: 10.1007/978-3-540-28647-9_29 QMRO: qmroHref Chen Y, Hao PW, Dang AR (2004). Optimal transform in perceptually uniform color space and its application in image coding. nameOfConference DOI: 10.1007/978-3-540-30125-7_34 QMRO: qmroHref Chen Y, Hao PW (2004). Optimal transform in perceptually uniform color space and its application in image retrieval. nameOfConference DOI: doi QMRO: qmroHref Chen Y, Hao PW, Yu J (2004). Shear-resize factorizations for fast multi-modal volume registration. nameOfConference DOI: doi QMRO: qmroHref HAO P, Shi QY, Lin T (2003). An algebraic approach to M-Band wavelets construction. Int Conf Signal and Image Processing (SIP) DOI: doi QMRO: qmroHref Hao PW, Shi QY, Chen Y (2003). Co-histogram and its application in remote sensing image compression evaluation. nameOfConference DOI: doi QMRO: qmroHref Hao PW, Shi QY (2003). Reversible integer KLT for progressive-to-lossless compression of multiple component images. nameOfConference DOI: 10.1109/icip.2003.1247041 QMRO: qmroHref HAO P, Shi Q, Wei C (2002). Fast Searching Method for SERM Factorizations of Linear Transforms. nameOfConference DOI: doi QMRO: qmroHref HAO P, Wei C, Shi Q (2002). Image Coding Based on Reversible Integer-Mapping DCT. nameOfConference DOI: doi QMRO: qmroHref Wei C, Hao P, Shi Q (2001). Integer DCT-based image coding. nameOfConference DOI: doi QMRO: qmroHref Hao PW, Shi QY (2001). Matrix factorizations for reversible integer mapping. nameOfConference DOI: 10.1109/78.950787 QMRO: qmroHref Hao PW, Shi QY (2000). Comparative studs of color transforms for image coding and derivation of integer reversible color transform. nameOfConference DOI: doi QMRO: qmroHref Hao P, Xu G, Zhu C (1999). Spectral methods for spatial resolution improvement of digital images. nameOfConference DOI: 10.1007/bf02916745 QMRO: qmroHref Hao P, Zhu C (1999). Iterative method of interpolation and simulated sampling for spatial resolution improvement of digital images. nameOfConference DOI: doi QMRO: qmroHref Hao P (1998). General iterative method for spatial resolution improvement of digital images in spatial domain. nameOfConference DOI: doi QMRO: qmroHref Xu G, Tian G, Wang C et al. (1996). Remote sensing information science: Progress and prospect. nameOfConference DOI: doi QMRO: qmroHref