Select Publications
Books
Sowmya, A & Zrimec, T, eds, 2002, Proceedings of the ICML-2002 Workshop on Machine Learning in Computer Vision, University of New South Wales, Sydney
Sowmya, A & Park, J, eds, 2001, Distributed computer control systems 2000, Los Alimitos, Los Alimitos
Chapters
Trinder, JC & Sowmya, A, 2009, 'Towards automation of information extraction from aerial and satellite images', in D. Li, J. Shan and J. Gong (ed.), Geospatial technology for Earth Observation, Springer, New York, pp. 289 - 328
Trinder, JC, Wang, Y, Sowmya, A & Palhang, M, 1997, 'Artificial Intelligence Methods in 3D Feature Extraction', in Automatic Extraction of Man-Made Objects from Aerial and Space Images (II), Birkhauser Verlag, Basel, Switzerland, pp. 257 - 266
Trinder, JC, Wang, Y, Sowmya, A & Palhang, M, 1997, 'Artificial Intelligence in 3D Feature Extraction', in Automatic Extraction of Man-Made Objects from Aerial and Space Images (II), Birkhauser Verlag, Basel, Switzerland, pp. 257 - 266
Sowmya, A, 1995, 'A cognitive approach to autonomous mobile robot development', in Perspectives on cognitive science: theories, experiments, and foundations, Ablex Publishing Corporation, Norwood, New Jersey, pp. 181 - 187
Journal Articles
Vo, K T & Sowmya, A, 2009, 'Directional Multi-scale Modeling of High-Resolution Computed Tomography (HRCT) Lung Images for Diffuse Lung Disease Classification', Lecture Notes in Computer Science 6038, vol. 5702/2009, pp. 663 - 671, http://www.springerlink.com/content/8281467741666k21/
Avnit, K, D`Silva, V, Sowmya, A, Ramesh, S & Parameswaran, S, 2009, 'Provably correct on-chip communication: A formal approach to automatic protocol converter synthesis', ACM Transactions on Design Automation of Electronic Systems, vol. 14
Prasad, MN, Sowmya, A & Wilson, P, 2009, 'Multi-level classification of emphysema in HRCT lung images', Pattern Analysis and Applications, vol. 12, no. 1, pp. 9 - 20
Prasad, MN, Sowmya, A & Wilson, PD, 2008, 'Automatic Detection of Bronchial Dilatation in HRCT Lung Images', Journal of Digital Imaging, vol. 21, pp. S148 - S163
Prasad, MN & Sowmya, A, 2007, 'Multi-level classification of emphysema in HRCT lung images', Pattern Analysis and Applications
Bourke, TP & Sowmya, A, 2005, 'Formal models in industry standard tools: An Argos block within simulink', International Journal of Software Engineering and Knowledge Engineering, vol. 15, pp. 389 - 395
D`Silva, VV, Ramesh, S & Sowmya, A, 2005, 'Synchronous protocol automata: a framework for modelling and verification of SoC communication architectures', IEE Proceedings-Computers and Digital Techniques, vol. 152, pp. 20 - 27
Roop, P, Sowmya, A, Ramesh, S & Guo, H, 2004, 'Tabled Logic Programming based IP matching tool using forced simulation', IEE Proceedings-Computers and Digital Techniques, vol. 151, pp. 199 - 288
Roop, PS, Sowmya, A & Ramesh, S, 2001, 'Forced Simulation: a technique for automating component reuse in embedded systems', ACM Transactions on Design Automation of Electronic Systems, pp. 602 - 628
Sowmya, A & Trinder, JC, 2000, 'Modelling & Representation Issues in Photogrammetry, Remote Sensing & Machine Vision', Journal of International Society for Photogrammetry and Remote Sensing, pp. 34 - 47
Sowmya, A & Trinder, JC, 2000, 'Modelling and Representational Issues in Automated Feature Extraction from Aerial and Satellite Images', Journal of International Society for Photogrammetry and Remote Sensing, pp. 34 - 47
Sowmya, A & Ramesh, S, 1998, 'Extending Statecharts with Temporal Logic', IEEE Transactions on Software Engineering, pp. 216 - 231
Conference Papers
Wang, W, Wang, Y, Chen, F & Sowmya, A, 2013, 'A Weakly Supervised Approach for Object Detection Based on Soft-Label Boosting', in , presented at IEEE Workshop on Applications of Computer Vision, Clearwater Beach, Florida, US, 16-18 Jan. 2013
Yang, J, Wang, Y, Sowmya, A, Li, Z, Bang Zhang & Xu, J, 2011, 'Feature fusion for vehicle detection and tracking with low-angle cameras', in 2011 IEEE Workshop on Applications of Computer Vision, WACV 2011, IEEE Computer Society, Piscataway, NJ, United States, presented at 2011 IEEE Workshop on Applications of Computer Vision, WACV 2011, Kona, HI, United States, 5-7 January, 2011, http://dx.doi.org/10.1109/WACV.2011.5711529
Chen,Y, Cai, X & Sowmya, A, 2011, 'Boosted Dynamic Mixture Active Shape Model For Multi-View Face Alignment', in Proceedings of Image and Vision Computing New Zealand, Image and Vision Computing New Zealand, New Zealand, presented at International Conference Image and Vision Computing New Zealand, IVCNZ 2011, Auckland, New Zealand, 2011
Avnit, K, Sowmya, A & Peddersen, Jorgen, 2010, 'ACS: Automatic Converter Synthesis for SoC bus protocols', in , Springer, Berlin, presented at TACAS 2010 Sixteenth International Conference on TOOLS AND ALGORITHMS FOR THE CONSTRUCTION AND ANALYSIS OF SYSTEMS, Paphos, Cyprus, 20 - 28 March 2010, http://www.springer.com/computer/swe/book/978-3-642-12001-5
Yang, J, Wang, Y, Sowmya, A, Zhang, B, Xu, J & Li, Z, 2010, 'Affinity Propagation Feature Clustering with Application to Vehicle Detection and Tracking in Road Traffic Surveillance', in Advanced Video and Signal Based Surveillance (AVSS), 2010 Seventh IEEE International Conference on, IEEE, 10.1109/AVSS.2010.40, presented at AVSS, Boston, USA, 2010, http://dx.doi.org/10.1109/AVSS.2010.40
Semenovich, DV, Morioka, N & Sowmya, A, 2010, 'Efficient Additive Models via the Generalized Lasso', in 2010 Proceedings - IEEE International Conference on Data Mining, ICDM, IEEE, presented at 10th IEEE International Conference on Data Mining Workshops, ICDMW 2010, Sydney, NSW, Australia, 14-17 December 2010, http://dx.doi.org/10.1109/ICDMW.2010.184
Semenovich, DV & Sowmya, A, 2010, 'Tensor power method for efficient MAP inference in higher-order MRFs', in 2010 20th International Conference on Pattern Recognition, IEEE, USA, presented at ICPR 2010, Istanbul, Turkey, 23 - 26 August 2010, http://dx.doi.org/10.1109/ICPR.2010.185
Yang, J, Wang, Y, Sowmya, A, Xu, J, Zhang, B & Li, Z, 2010, 'Spatial-Temporal Affinity Propagation for Feature Clustering with Application to Traffic Video Analysis', in AICI - Lecture Notes in Computer Science, Springer, Germany, presented at 10th Asian Conference on Computer Vision, ACCV 2010, Queenstown, New Zealand, 8-12 November, 2010, http://dx.doi.org/10.1007/978-3-642-19309-5_47
Semenovich, DV & Sowmya, A, 2010, 'Geometry aware local kernels for object recognition', in The Tenth Asian Conference on Computer Vision Proceedings, Springer, USA, presented at 10th Asian Conference on Computer Vision, ACCV 2010, Queenstown, New Zealand, 8-12 November, 2010, http://dx.doi.org/10.1007/978-3-642-19315-6_38
Yang, J, Wang, Y, Sowmya, A & Li, Z, 2010, 'Vehicle Detection and Tracking with Low-angle Cameras', in Proceedings of 2010 IEEE International Conference on Image Processing, Institute of Electrical and Electronics Engineers ( IEEE ), USA, presented at International Conference on Image Processing, Hong Kong, September 26-29, 2010
Vo, K T & Sowmya, A, 2010, 'Multiple Kernel Learning for Classification of Diffuse Lung Disease Using HRCT Lung Images', in IEEE Engineering in Medicine and Biology Magazine, IEEE-Inst Electrical Electronics Engineers Inc, Piscataway, NJ, USA, presented at Int. Conf. IEEE Engineering in Medicine and Biology, Buenos Aires, Argentina, 01-04 September 2010, http://dx.doi.org/10.1109/IEMBS.2010.5626113
Yang, J, Wang, Y, Ye, G, Sowmya, A, Zhang, B & Xu, J, 2009, 'Feature clustering for vehicle detection and tracking in road traffic surveillance', in Image Processing (ICIP), 2009 16th IEEE International Conference on, Cairo, presented at International Conference on Image Processing (ICIP 2009), Cairo, Egypt, 7 - 11 November 2009, http://dx.doi.org/10.1109/ICIP.2009.5413526
Avnit, K & Sowmya, A, 2009, 'A formal approach to design space exploration of protocol converters', in Proceedings -Design, Automation and Test in Europe, DATE, IEEE, Piscataway, NJ, United States, presented at 15th Design, Automation and Test in Europe Conference and Exhibition, DATE 2012, Dresden, Germany, 12-16 March, 2012
Misra, A, Sowmya, A & Compton, PJ, 2009, 'Impact of quasi-expertise on knowledge acquisition in computer vision', in Proceedings of Image and Vision Computing New Zealand, 2009, IEEE, Wellington, NZ, presented at Image and Vision Computing New Zealand, Wellington, NZ, November 2009, http://dx.doi.org/10.1109/IVCNZ.2009.5378387
Massoptier, L, Misra, A & Sowmya, A, 2009, 'Automatic Lung Segmentation in HRCT Images with Diffuse Parenchymal Lung Disease Using Graph-Cut', in Proceedings of Image and Vision Computing New Zealand, 2009, IEEE, Wellington, NZ, presented at Image and Vision Computing New Zealand 2009, Wellington, New Zealand, 23 - 25 November 2009, http://dx.doi.org/10.1109/IVCNZ.2009.5378398
Sridhar, A & Sowmya, A, 2009, 'SparseSPOT: USING A PRIORI 3-D TRACKING FOR REAL-TIME MULTI-PERSON VOXEL RECONSTRUCTION', in Proceedings of the 16th ACM Symposium on Virtual Reality Software and Technology, ACM, New York, New York, presented at , KYOTO, JAPAN, November 2009
Vo, K T & Sowmya, A, 2009, 'Diffuse Lung Disease Classification in HRCT Lung images using generalized Gaussian density modeling of wavelets coefficients', in 2009 16th IEEE International Conference on Image Processing (ICIP 2009), Institute of Electrical and Electronics Engineers ( IEEE ), presented at International Conference on Image Processing (ICIP 2009), Cairo, Egypt, 7 - 11 November 2009, http://dx.doi.org/10.1109/ICIP.2009.5414093
Cai, X & Sowmya, A, 2009, 'Learning to tune level set methods', in Proceedings of Image and Vision Computing New Zealand, 2009, IEEE, Wellington, NZ, presented at International Conference Image and Vision Computing New Zealand, IVCNZ 2011, Auckland, New Zealand, 2011, http://dx.doi.org/10.1109/IVCNZ.2009.5378391
Chen,Y, Cai, X & Sowmya, A, 2009, 'Boosted Dynamic Active Shape Model', in Proceedings of Image and Vision Computing New Zealand, 2009, IEEE, Wellington, NZ, presented at Image and Vision Computing New Zealand 2009, Wellington, New Zealand, 23 - 25 November 2009, http://dx.doi.org/10.1109/IVCNZ.2009.5378408
Semenovich, DV & Sowmya, A, 2009, 'A SPECTRAL METHOD FOR CONTEXT BASED DISAMBIGUATION OF IMAGE ANNOTATIONS', in 2009 16th IEEE International Conference on Image Processing (ICIP 2009), Institute of Electrical and Electronics Engineers ( IEEE ), presented at International Conference on Image Processing (ICIP 2009), Cairo, Egypt, 7 - 11 November 2009, http://dx.doi.org/10.1109/ICIP.2009.5414229
Sridhar, A & Sowmya, A, 2008, 'Multiple camera, multiple person tracking with pointing gesture recognition in immersive environments', in Advances in visual computing, presented at 4th international symposium on visual computing, Las Vegas, NV, USA, 1 - 3 December 2008
Avnit, K, D`Silva, VV, Sowmya, A & Ramesh, S, 2008, 'A formal approach to the protocol converter problem', in Proceedings of the Design, Automation and Test in Europe Conference, European Design and Automation Association, 3001 Leuven, Belgium, Belgium, presented at Design, Automation and Test in Europe, Dresden, Germany, 8 - 12 March 2010
Goldsmith, BE, Cai, X & Sowmya, A, 2008, 'Is International Trade Associated with Peace or War? Some New Measures and Methods', in APSA Annual Meeting 2008, The American Political Science Association, presented at APSA Annual Meeting, Boston, USA, 2008, http://www.allacademic.com/meta/p279189_index.html
Bourke, TP & Sowmya, A, 2008, 'Automatic transforming and relating Uppaal models of embedded systems', in EMSOFT: international conference on embedded software, presented at EMSOFT: international conference on embedded software, Atlanta, Georgia USA, 19 - 24 October 2008
Compton, PJ, Sowmya, A, Rudrapatna, M, Kang, B & Martinez-Bejar, R, 2008, 'Situated Cognition in the Semantic Web Era', in Knowledge Engineering: Practice and Patterns, presented at EKAW-2008, Italy, 29 September - 2 October 2008
Ramsokul, PK & Sowmya, A, 2007, 'An adaptive formal model for web services protocols', in 2nd international conference on internet and web applications and services, presented at 2nd international conference on internet and web applications and services, Morne, Mauritius, 13 - 19 May 2007
Ramsokul, PK, Sowmya, A & Ramesh, S, 2007, 'A test bed for web services protocols', in 2nd international conference on internet and web applications and services, presented at 2nd international conference on internet and web applications and services, Morne, Mauritius, 13 - 19 May 2007
Cai, X & Sowmya, A, 2007, 'Level learning set: A novel classifier based on active contour models', in Proceedings of the First International Conference on Advances in Natural Computation (ICNC 2005), Part III, Lecture Notes in Computer Science 3612/2005, Springer, Berlin, Germany, presented at 18th European conference on machine learning, Warsaw, Poland, 17 - 21 September 2007
Ramsokul, PK & Sowmya, A, 2006, 'ASEHA: A framework for modelling and verification of web services protocols', in 4th IEEE international conference on software engineering and formal methods, IEEE Computer Society, 445 Hoes Lane - P.O.Box 1331, Piscataway, NJ 08855-1331, United States, presented at 4th IEEE international conference on software engineering and formal methods, Pune, India, 11 - 15 September 2006, http://dx.doi.org/10.1109/SEFM.2006.8
Rudrapatna, M & Sowmya, A, 2006, 'Feature Weighted Minimum Distance Classifier with Multi-class Confidence Estimation', in AI 2006: Advances in Artificial Intelligence, Springer-Verlag, Berlin, presented at 19th Australian Joint Conference on Artificial Intelligence, Hobart, 4 - 8 December 2006
Bourke, TP & Sowmya, A, 2006, 'A Timing Model for Synchronous Language Implementations in Simulink', in EMSOFT 2006, presented at EMSOFT 2006, Seoul, South Korea, 22 - 25 October 2006
Misra, A, Sowmya, A & Compton, PJ, 2006, 'Incremental learning for segmentation in medical images', in IEEE International Symposium on Biomedical Imaging 2006, presented at IEEE International Symposium on Biomedical Imaging 2006, Arlington, Virginia, USA, 6 - 9 April 2006