Publications

Journal Articles

  1. & 3D mesh segmentation via multi-branch 1D convolutional neural networks. Graphical Models 96, 1-10.
  2. & Phase contrast cell detection using multilevel classification. International Journal for Numerical Methods in Biomedical Engineering, e2916
  3. & Estimating the accuracy of a reduced-order model for the calculation of fractional flow reserve (FFR). International Journal for Numerical Methods in Biomedical Engineering
  4. & Automatic segmentation of cross-sectional coronary arterial images. Computer Vision and Image Understanding 165, 97-110.
  5. & Recognition, Tracking, and Optimisation. International Journal of Computer Vision 122(3), 409-410.
  6. & Fixing the root node: Efficient tracking and detection of 3D human pose through local solutions. Image and Vision Computing 52, 73-87.
  7. & Registration and Modeling from Spaced and Misaligned Image Volumes. IEEE Transactions on Image Processing 25(9), 4379-4393.
  8. & From pose to activity: Surveying datasets and introducing CONVERSE. Journal of Computer Vision and Image Understanding 144, 73-105.
  9. & An improved method of computing geometrical potential force (GPF) employed in the segmentation of 3D and 4D medical images. Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 1-10.
  10. & Divergence of Gradient Convolution: Deformable Segmentation with Arbitrary Initializations. IEEE Transactions on Image Processing 24(11), 3902-3914.
  11. & Energy Minimization in Medical Image Analysis: Methodologies & Applications. International Journal for Numerical Methods in Biomedical Engineering 32(2)
  12. & Computer Vision Techniques for Transcatheter Intervention. IEEE Journal of Translational Engineering in Health and Medicine
  13. & Combining region-based and imprecise boundary-based cues for interactive medical image segmentation. International Journal for Numerical Methods in Biomedical Engineering 30(12), 1649-1666.
  14. & A bag of words approach to subject specific 3D human pose interaction classification with random decision forests. Graphical Models 76(3), 162-171.
  15. & Segmentation of biomedical images using active contour model with robust image feature and shape prior. International Journal for Numerical Methods in Biomedical Engineering 30(2), 232-248.
  16. & Integrated Segmentation and Interpolation of Sparse Data. IEEE Transactions on Image Processing 23(1), 110-125.
  17. & An Overview on Interactive Medical Image Segmentation. Annals of the BMVA(7), 1-22.
  18. Guest Editorial: Medical Image Understanding and Analysis. Annals of the BMVA, 1-2.
  19. & Shape and appearance priors for level set-based left ventricle segmentation. IET Computer Vision 7(3), 170-183.
  20. & State of the Art Report on Video-based Graphics and Video Visualizations. Computer Graphics Forum 31(8), 2450-2477.
  21. & Automatic Bootstrapping and Tracking of Object Contours. IEEE Transactions on Image Processing 21(3), 1231-1245.
  22. & Geometrically Induced Force Interaction for Three-Dimensional Deformable Models. IEEE Transactions on Image Processing 20(5), 1373-1387.
  23. & Radial basis function based level set interpolation and evolution for deformable modelling. Image and Vision Computing 29(2-3), 167-177.
  24. & Modelling pipeline for subject-specific arterial blood flow-A review. International Journal for Numerical Methods in Biomedical Engineering 27(12), 1868-1910.
  25. Active Contouring Based on Gradient Vector Interaction and Constrained Level Set Diffusion. IEEE Transactions on Image Processing 19(1), 154-164.
  26. A review of recent advances in surface defect detection using texture analysis techniques. Electronic Letters on Computer Vision and Image Analysis 7(3), 1-25.
  27. & MAC: Magnetostatic Active Contour Model. IEEE Transactions on Pattern Analysis and Machine Intelligence 30(4), 632-646.
  28. Xie, X., Mirmehdi, M. Correction to "MAC: Magnetostatic Active Contour Model" [Apr 08 632-646]. IEEE Transactions on Pattern Analysis and Machine Intelligence 30(5), Online Only-Online Only.
  29. & Colour Image Segmentation using Texems. Annals of the British Machine Vision Association(6), 1-10.
  30. & TEXEMS: Texture Exemplars for Defect Detection on Random Textured Surfaces. IEEE Transactions on Pattern Analysis and Machine Intelligence 29(8), 1454-1464.
  31. & Colour tonality inspection using eigenspace features. Machine Vision and Applications 16(6), 364-373.
  32. & RAGS: Region-Aided Geometric Snake. IEEE Transactions on Image Processing 13(5), 640-652.

Books

  1. & Medical Image Understanding and Analysis. University of Southampton: 22nd Conference on Medical Image Understanding and Analysis.
  2. & (Eds.). Proceedings of the 5th International Conference on Computational & Mathematical Biomedical Engineering. CMBE.
  3. (Eds.). Proceedings of the 3rd International Conference on Computational & Mathematical Biomedical Engineering. Hong Kong:
  4. (Eds.). Proceedings of the 3rd International Conference on Computational & Mathematical Biomedical Engineering.
  5. (Eds.). Medical Image Understanding and Analysis 2012 Special Issue.
  6. (Eds.). Proceedings of the 16th Conference on Medical Image Understanding and Analysis. BMVA Press.
  7. & (Eds.). Proceedings of the 2nd International Conference on Mathematical and Computational Biomedical Engineering.
  8. & Handbook of Texture Analysis. ICP.

Book Chapters

  1. & Combining Stacked Denoising Autoencoders and Random Forests for Face Detection. In Advanced Concepts for Intelligent Vision Systems. (pp. 349-360).
  2. & Neural Network Boundary Detection for 3D Vessel Segmentation. In Advanced Concepts for Intelligent Vision Systems. (pp. 25-36).
  3. & Image Gradient Based Level Set Methods in 2D and 3D. In Deformation Models. (pp. 101-120).
  4. An Applied Comparative Study on Active Contour Models in Mammographic Image Segmentation. In American Scientific Publishers.
  5. & Texems: random texture representation and analysis. In Handbook of Texture Analysis. (pp. 95-127). ICP.
  6. & A galaxy of texture features. In Handbook of Texture Analysis. (pp. 375-406). ICP.
  7. & A Region-Aided Color Geometric Snake. In Jasjit Suri, David Wilson, Swamy Laxminarayan (Ed.), Handbook of Biomedical Image Analysis: Segmentation Models. (pp. 535-582). Springer Press.

Conference Contributions

  1. & (2018). Local Representation Learning with A Convolutional Autoencoder. Presented at 2018 25th IEEE International Conference on Image Processing (ICIP),, 3239-3243. Athens, Greece: 2018 IEEE International Conference on Image Processing. doi:10.1109/ICIP.2018.8451233
  2. & (2018). A Deep Convolutional Auto-Encoder with Embedded Clustering. Presented at 2018 25th IEEE International Conference on Image Processing (ICIP),, 4058-4062. Athens, Greece: 2018 IEEE International Conference on Image Processing. doi:10.1109/ICIP.2018.8451506
  3. & Recurrent Neural Networks for Financial Time-Series Modelling. Presented at International Conference on Pattern Recognition, Beijing, China: 25th International Conference on Pattern Recognition.
  4. & (2018). Detect face in the wild using CNN cascade with feature aggregation at multi-resolution. , 4167-4171.IEEE International Conference on Image Processing. doi:10.1109/ICIP.2017.8297067
  5. & (2017). Learning feature extractors for AMD classification in OCT using convolutional neural networks. Presented at Signal Processing Conference (EUSIPCO), 2017 25th European,, 51-55. Kos, Greece: Signal Processing Conference (EUSIPCO), 2017 25th European. doi:10.23919/EUSIPCO.2017.8081167
  6. & AMD Classification in Choroidal OCT using Hierarchical Texton Mining. Presented at Advanced Concepts for Intelligent Vision Systems,
  7. & (2017). Nested Shallow CNN-Cascade for Face Detection in the Wild. Presented at 2017 IEEE 12th International Conference on Automatic Face & Gesture Recognition,, 165-172.IEEE. doi:10.1109/FG.2017.29
  8. & (2017). Labeling subtle conversational interactions within the CONVERSE dataset. Presented at 2017 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops),, 140-145. doi:10.1109/PERCOMW.2017.7917547
  9. & (2017). Segmentation and Tracking of Coronary Arterial Wall. Presented at Computational and Mathematical Biomedical Engineering,
  10. & (2016). Graph Convolutional Neural Network. Presented at British Machine Vision Conference,
  11. & (2016). Age-Related Macular Degeneration Detection and Stage Classification Using Choroidal OCT Images. Presented at Image Analysis and Recognition. ICIAR 2016. Lecture Notes in Computer Science.,, 707-715.ICIAR 2016. doi:10.1007/978-3-319-41501-7_79
  12. & (2016). Interactive 3D Segmentation of Lymphatic Valves in Confocal Microscopic Images. Presented at Image Analysis and Recognition,, 198-205. doi:10.1007/978-3-319-41501-7_23
  13. & (2016). Extracting Lineage Information From Hand-Drawn Ancient Maps. Presented at International Conference Image Analysis and Recognition,, 268-275. doi:10.1007/978-3-319-41501-7_30
  14. & (2015). Minimum s-Excess Graph for Segmenting and Tracking Multiple Borders with HMM. Presented at International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI),, 28-35. doi:10.1007/978-3-319-24571-3_4
  15. & (2015). Generating Local Temporal Poses from Gestures with Aligned Cluster Analysis for Human Action Recognition. Presented at BMVC 2015, 7th UK Computer Vision Student Workshop, doi:10.5244/C.29.BMVW.1
  16. & (2015). Analysis of face and segment level descriptors for robust 3D co-segmentation. , 3.1-3.10.BMVC 2015. doi:10.5244/C.29.BMVW.3
  17. & A Multi-Stage Random Forest Classifier for Phase Contrast Cell Segmentation. Presented at 37th Annual Int. Conf. IEEE Engineering in Medicine and Biology Society,
  18. & (2015). Finding Complete 3D Vertex Correspondence for Statistical Shape Modeling. Presented at IEEE Engineering in Medicine and Biology Society,IEEE.
  19. & (2015). Automatic Segmentation of Lymph Vessel Wall using Optimal Surface Graph Cut and Hidden Markov Models. Presented at IEEE Engineering in Medicine and Biology Society,IEEE.
  20. & (2015). Computing 3D Mesh Correspondence for Aortic Root Shape Modelling. Presented at 19th Conference on Medical Image Understanding and Analysis,, 1-6.BMVA.
  21. & (2015). Graph Based Lymphatic Vessel Wall Localisation and Tracking. Presented at Graph-Based Representations in Pattern Recognition,, 345-354.Springer. doi:10.1007/978-3-319-18224-7_34
  22. & (2014). Footstep pressure signal analysis for human identification. Presented at Int'l Conf. BioMedical Engineering and Informatics,, 307-312. doi:10.1109/BMEI.2014.7002790
  23. & (2014). Protein classification using Hidden Markov models and randomised decision trees. Presented at Int'l Conf. BioMedical Engineering and Informatics,, 659-664. doi:10.1109/BMEI.2014.7002856
  24. & (2014). 3D interactive coronary artery segmentation using random forests and Markov random field optimization. Presented at IEEE International Conference on Image Processing,, 942-946. doi:10.1109/ICIP.2014.7025189
  25. & (2014). Conversational Interaction Recognition Based on Bodily and Facial Movement. Presented at International Conference on Image Analysis and Recognition,, 237-245. doi:10.1007/978-3-319-11758-4_26
  26. & (2014). A Discriminative Approach to Automatic Seizure Detection in Multichannel EEG Signals. Presented at 22nd European Signal Processing Conference,
  27. & (2014). An Improved Coronary Model for One-Dimensional Pressure-Flow Analysis. Presented at 11th World Congress on Computational Mechanics,
  28. & (2014). An adaptive denoising method used in MRI. , 501-504. doi:10.1109/ISBI.2014.6867918
  29. & (2014). An adaptive denoising method used in MRI. Presented at IEEE International Symposium on Biomedical Imaging,, 501-504. doi:10.1109/ISBI.2014.6867918
  30. & (2013). Efficient reconstruction of coronary vessels from 2D angiography. Presented at International Conference on Computational and Mathematical Biomedical Engineering,
  31. & (2013). Interactive segmentation of lumen border in OCT. Presented at International Conference on Computational and Mathematical Biomedical Engineering,
  32. & (2013). Modification of the GPF method for efficient segmentation of high dimensional medical scans. Presented at International Conference on Computational and Mathematical Biomedical Engineering,
  33. & (2013). Parameter estimation of heart, valve and vasculature. Presented at International Conference on Computational and Mathematical Biomedical Engineering,
  34. & (2013). Recognizing Conversational Interaction Based on 3D Human Pose. Presented at Advanced Concepts for Intelligent Vision Systems,, 138-149. doi:10.1007/978-3-319-02895-8_13
  35. & (2013). A Bag of Words Approach to 3D Human Pose Interaction Classification with Random Decision Forests. Presented at Computational Visual Media Conference,
  36. & (2013). Image Segmentation using Combined User Interactions. Presented at Computational Visual Media Conference,
  37. & (2013). From clamped local shape models to global shape model. Presented at IEEE International Conference on Image Processing,, 3513-3517. doi:10.1109/ICIP.2013.6738725
  38. & (2013). Graph based segmentation with minimal user interaction. Presented at IEEE International Conference on Image Processing,, 4074-4078. doi:10.1109/ICIP.2013.6738839
  39. & (2013). Interactive Segmentation of Media-Adventitia Border in IVUS. Presented at 15th International Conference on Computer Analysis of Images and Patterns,, 466-474. doi:10.1007/978-3-642-40246-3_58
  40. Yeo, S.Y., Xie, X., Sazonov, I., Nithiarasu, P. (2013). Mathematical Methodologies in Pattern Recognition and Machine Learning. Presented at Segmenting Carotid in CT Using Geometric Potential Field Deformable Model,, 149-162. doi:10.1007/978-1-4614-5076-4_10
  41. & (2012). Efficient Geometrical Potential Force Computation for Deformable Model Segmentation. Presented at Medical Computer Vision. Recognition Techniques and Applications in Medical Imaging,, 1-10. doi:10.1007/978-3-642-36620-8_11
  42. & (2012). Shape Prior Model for Media-Adventitia Border Segmentation in IVUS Using Graph Cut. Presented at Medical Computer Vision. Recognition Techniques and Applications in Medical Imaging,, 1-10. doi:10.1007/978-3-642-36620-8_12
  43. & (2012). Interactive Segmentation of Medical Images: A Survey. Presented at The 16th Conference on Medical Image Understanding and Analysis,, 263-270.
  44. & (2012). GPF Deformable Model based Vessel Segmentation in CT. Presented at The 16th Conference on Medical Image Understanding and Analysis,, 1-7.
  45. & (2012). Segmentation and Mesh Generation for Patient-Specific Flow Modelling in Carotid Arteries. Presented at The 16th Conference on Medical Image Understanding and Analysis,, 1-7.
  46. & (2012). Graph-based Segmentation of Optimal IVUS Media-Adventitia Border using Shape Prior. Presented at The 16th Conference on Medical Image Understanding and Analysis,, 143-149.
  47. & (2012). Medical Image Segmentation Using Magnetostatic Active Contours (MAC) with Tensor Diffusion. Presented at The 16th Conference on Medical Image Understanding and Analysis,, 125-130.
  48. & (2012). Line Histogram: A Fast Method for Rotated Rectangular Area Histogramming. Presented at International Conference on Pattern Recognition Applications and Methods,
  49. & (2012). Segmentation of Vessel Geometries from Medical Images using GPF Deformable Model. Presented at International Conference on Pattern Recognition Applications and Methods,
  50. & (2012). An Applied Study of Human Detection in Single Images. doi:10.1117/12.917683
  51. Hou, Z., Hannuna, S., Xie, X., Mirmehdi, M. (2012). Line histogram a fast method for rotated rectangular area histogramming.
  52. & (2011). A Survey on Video-based Graphics and Video Visualization. EUROGRAPHICS. doi:na
  53. (2011). Variational Level Set Segmentation using Shape Prior. Presented at 2nd International Conference on Mathematical and Computational Biomedical Engineering,
  54. & (2011). Local Phase based Automatic VIUS Media-Adventitia Border Detection. doi:na
  55. & (2011). Variational Level Set Segmentation using Shape Prior. doi:na
  56. & (2011). Automatic Segmentation of IVUS Media-Adventitia Border with Shape Prior. doi:na
  57. & (2011). Tracking 3D human pose with large root node uncertainty. , 1321 doi:10.1109/CVPR.2011.5995502
  58. & (2011). Entropy Driven Hierarchical Search for 3D Human Pose Estimation. , 31.1 doi:10.5244/C.25.31
  59. & (2011). Automatic IVUS media-adventitia border extraction using double interface graph cut segmentation. , 69 doi:10.1109/ICIP.2011.6116649
  60. & (2011). Level set segmentation with robust image gradient energy and statistical shape prior. , 3397 doi:10.1109/ICIP.2011.6116439
  61. & (2011). Extracting 3D Structures from Biomedical Data. , 1 doi:10.1109/icbbe.2011.5780706
  62. & (2010). Estimating 3D Pose via Stochastic Search and Expectation Maximization. Presented at Articulated Motion and Deformable Objects,, 67 doi:10.1007/978-3-642-14061-7_7
  63. & (2010). Initialisation-Free Active Contour Segmentation. , 2318 doi:10.1109/ICPR.2010.567
  64. (2010). Level Set Based Segmentation Using Local Feature Distribution. , 2780 doi:10.1109/ICPR.2010.681
  65. & (2010). Simultaneous level set interpolation and segmentation of short- and long-axis MRI. doi:na
  66. & (2010). Fast Dynamic Texture Detection. Presented at Computer Vision – ECCV 2010,, 680 doi:10.1007/978-3-642-15561-1_49
  67. (2010). Textured Image Segmentation Using Active Contours. Presented at Computer Vision, Imaging and Computer Graphics. Theory and Applications,, 357 doi:10.1007/978-3-642-11840-1_26
  68. & (2010). Estimating 3D Human Pose from Single Images Using Iterative Refinement of the Prior. , 3440 doi:10.1109/ICPR.2010.840
  69. & (2009). Generic motion based object segmentation for assisted navigation. , 1-8.INSTICC Press.
  70. & (2009). Multi-spectral Texture Characterisation for Remote Sensing Image Segmentation. Presented at Pattern Recognition and Image Analysis,, 257Springer Press. doi:10.1007/978-3-642-02172-5_34
  71. & (2009). Level set based automatic segmentation of human aorta. , 242-245.CMBE Press.
  72. & (2009). Segmentation of human upper airway using a level set based deformable model. , 174-178.BMVA Press.
  73. & (2009). Range image registration using hierarchical segmentation and clustering. , 15-18.IEEE Press. doi:10.1109/CIRA.2009.5423184
  74. & (2009). Geometric Potential Force for the Deformable Model. , 99.1BMVA Press. doi:10.5244/C.23.99
  75. (2009). Textured image segmentation based on local spectral histogram and active contour. , 217-225.INSTICC Press.
  76. (2009). Mammographic image segmentation using edge based deformable contour models. , 238-241.CMBE Press.
  77. & (2009). Probabilistic sequential segmentation and simultaneous on-line shape learning of multi-dimensional medical imaging data. , 1-10.MICCAI.
  78. & (2009). Shape and appearance based spatiotemporal constraint for LV segmentation in 4D cardiac SPECT. , 1-10.MICCAI.
  79. & (2009). On-line learning of shape information for object segmentation and tracking. , 1-11.BMVA Press. doi:10.5244/C.23.21
  80. & (2008). Variational logistic maximum a posteriori model similarity and dissimilarity matching. , 1-4.IEEE Press.
  81. & (2008). Tracking with active contours using dynamically updated shape information. , 1-11.BMVA Press. doi:10.5244/C.22.26
  82. Chiverton, J., Mirmehdi, M., Xie, X. (2008). Variational maximum a posteriori model similarity and dissimilarity matching.
  83. & (2007). Implicit Active Model using Radial Basis Function Interpolated Level Sets. , 107.1-107.10.BMVA press. doi:10.5244/C.21.107
  84. (2006). A Charged Active Contour based on Electrostatics. Presented at International Conference on Advanced Concepts for Intelligent Vision Systems,, 173 doi:10.1007/11864349_16
  85. & (2006). Magnetostatic Field for the Active Contour Model: A Study in Convergence. Presented at Proceedings of the 17th British Machine Vision Conference,, 127-136.BMVA press. doi:10.5244/C.20.14
  86. & (2005). Localising Surface Defects in Random Colour Textures using Multiscale Texem Analysis in Image Eigenchannels. Presented at IEEE International Conference on Image Processing,, 1124-1127.IEEE CS Press. doi:10.1109/ICIP.2005.1530594
  87. & (2005). Texture Exemplars for Defect Detection on Random Textures. Presented at International Conference on Advances in Pattern Recognition,, 404-413.Springer. doi:10.1007/11552499_46
  88. & (2005). Detecting Abnormalities in Tympanic Membrane Images. Presented at Medical Image Understanding and Analysis,, 19-22.BMVA Press.
  89. & (2004). Inspecting Colour Tonality on Textured Surfaces. Presented at International Conference on Image Analysis and Recognition,, 810-817.Springer. doi:10.1007/978-3-540-30126-4_98
  90. & (2003). Geodesic Colour Active Contour Resistent to Weak Edges and Noise. Presented at 14th British Machine Vision Conference,, 399-408.BMVA Press. doi:10.5244/C.17.41
  91. & (2003). Level-Set Based Geometric Colour Snake with Region Support. Presented at IEEE International Conference on Image Processing,, 153-156. doi:10.1109/ICIP.2003.1246639

Other Research Outputs

  1. & Extracting anatomical structures from 2D and 3D medical data using a robust deformable model. , 1
  2. & Patient-specific numerical simulation of blood flow in an aortic aneurysm. , 1