Arcot Sowmya

Professor

I obtained a PhD degree in Computer Science from Indian Institute of Technology, Bombay. I currently hold the position of Professor in the School of Computer Science and Engineering, UNSW. My major research interest is in the area of  Machine Learning for Computer Vision and includes learning object models, feature extraction, segmentation and recognition based on computer vision, machine learning and deep learning, with applications in medical image analysis, computer aided diagnostics and high resolution remote sensing analysis. In recent years, applications in the broader health area are a focus, including biomedical informatics and rapid diagnostics in the real world. All of these areas have been supported by competitive, industry and government funding.
 
My research in machine learning has also  branched into other data rich domains where similar techniques can make an impact. In the social sciences domain, our research has led to an improved forecasting model for genocide and politicide based on political science datasets, that is useful for policy makers and analysts.

Real-time, concurrent and embedded systems has been a minor research interest over the years, with contributions in electronic design automation and embedded realtime software design.

 

 

 

    Journal articles
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    Wang G; Sun C; Sowmya A, 2021, 'Attentive Feature Refinement Network for Single Rainy Image Restoration', IEEE Transactions on Image Processing, http://dx.doi.org/10.1109/TIP.2021.3064229
    2021
    Wang G; Sun C; Sowmya A, 2021, 'Context-Enhanced Representation Learning for Single Image Deraining', International Journal of Computer Vision, http://dx.doi.org/10.1007/s11263-020-01425-9
    2021
    Rana P; Sowmya A; Meijering E; Song Y, 2021, 'Estimation of three-dimensional chromatin morphology for nuclear classification and characterisation', Scientific Reports, vol. 11, http://dx.doi.org/10.1038/s41598-021-82985-9
    2021
    Wang M; Zhang W; Sun C; Sowmya A, 2020, 'Corner detection based on shearlet transform and multi-directional structure tensor', Pattern Recognition, vol. 103, http://dx.doi.org/10.1016/j.patcog.2020.107299
    2020
    Butcher C; Goldsmith BE; Nanlohy S; Sowmya A; Muchlinski D, 2020, 'Introducing the Targeted Mass Killing Data Set for the Study and Forecasting of Mass Atrocities', Journal of Conflict Resolution, vol. 64, pp. 1524 - 1547, http://dx.doi.org/10.1177/0022002719896405
    2020
    Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2020, 'Fast multi-resolution segmentation for nonstationary Hawkes process using cumulants', International Journal of Data Science and Analytics, vol. 10, pp. 321 - 330, http://dx.doi.org/10.1007/s41060-020-00223-3
    2020
    Ghaffari M; Sowmya A; Oliver R, 2020, 'Automated Brain Tumor Segmentation Using Multimodal Brain Scans: A Survey Based on Models Submitted to the BraTS 2012-2018 Challenges', IEEE Reviews in Biomedical Engineering, vol. 13, pp. 156 - 168, http://dx.doi.org/10.1109/RBME.2019.2946868
    2020
    Yang M; Sowmya A; Wei Z; Zheng B, 2020, 'Offshore Underwater Image Restoration Using Reflection-Decomposition-Based Transmission Map Estimation', IEEE Journal of Oceanic Engineering, vol. 45, pp. 521 - 533, http://dx.doi.org/10.1109/JOE.2018.2886093
    2020
    Wang G; Sun C; Sowmya A, 2020, 'Learning a Compact Vein Discrimination Model with GANerated Samples', IEEE Transactions on Information Forensics and Security, vol. 15, pp. 635 - 650, http://dx.doi.org/10.1109/TIFS.2019.2924553
    2020
    de Belen RAJ; Bednarz T; Sowmya A; Del Favero D, 2020, 'Computer vision in autism spectrum disorder research: a systematic review of published studies from 2009 to 2019', Translational Psychiatry, vol. 10, http://dx.doi.org/10.1038/s41398-020-01015-w
    2020
    Wang G; Sun C; Sowmya A, 2020, 'Cascaded Attention Guidance Network for Single Rainy Image Restoration', IEEE Transactions on Image Processing, vol. 29, pp. 9190 - 9203, http://dx.doi.org/10.1109/TIP.2020.3023773
    2020
    Wang G; Sun C; Sowmya A, 2020, 'Multi-Weighted Co-Occurrence Descriptor Encoding for Vein Recognition', IEEE Transactions on Information Forensics and Security, vol. 15, pp. 375 - 390, http://dx.doi.org/10.1109/TIFS.2019.2922331
    2020
    Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2020, 'Efficient inference for nonparametric hawkes processes using auxiliary latent variables', Journal of Machine Learning Research, vol. 21
    2020
    Spooner A; Chen E; Sowmya A; Sachdev P; Kochan NA; Trollor J; Brodaty H, 2020, 'A comparison of machine learning methods for survival analysis of high-dimensional clinical data for dementia prediction', Scientific Reports, vol. 10, http://dx.doi.org/10.1038/s41598-020-77220-w
    2020
    Arslan J; Samarasinghe G; Benke KK; Sowmya A; Wu Z; Guymer RH; Baird PN, 2020, 'Artificial intelligence algorithms for analysis of geographic atrophy: A review and evaluation', Translational Vision Science and Technology, vol. 9, pp. 1 - 18, http://dx.doi.org/10.1167/tvst.9.2.57
    2020
    Zong K; Sowmya A; Trinder J, 2019, 'Building change detection from remotely sensed images based on spatial domain analysis and Markov random field', Journal of Applied Remote Sensing, vol. 13, http://dx.doi.org/10.1117/1.JRS.13.024514
    2019
    Liu Y; Sowmya A; Khamis H, 2018, 'Single camera multi-view anthropometric measurement of human height and mid-upper arm circumference using linear regression', PLoS ONE, vol. 13, http://dx.doi.org/10.1371/journal.pone.0195600
    2018
    Zarepour E; Hosseini M; Kanhere SS; Sowmya A; Rabiee HR, 2017, 'Applications and Challenges of Wearable Visual Lifeloggers', Computer, vol. 50, pp. 60 - 69, http://dx.doi.org/10.1109/MC.2017.82
    2017
    Liu Y; Wang Y; Sowmya A; Chen F, 2016, 'Soft Hough Forest-ERTs: Generalized Hough Transform based object detection from soft-labelled training data', Pattern Recognition, vol. 60, pp. 145 - 156, http://dx.doi.org/10.1016/j.patcog.2016.04.023
    2016
    Pazokifard B; Sowmya A; Moses D, 2016, 'Automatic 3D modelling of human diaphragm from lung MDCT images', International Journal of Computer Assisted Radiology and Surgery, vol. 11, pp. 767 - 776, http://dx.doi.org/10.1007/s11548-015-1298-7
    2016
    Yang M; Sowmya A, 2015, 'An Underwater Color Image Quality Evaluation Metric', IEEE Transactions on Image Processing, vol. 24, pp. 6062 - 6071, http://dx.doi.org/10.1109/TIP.2015.2491020
    2015
    Pazokifard B; Sowmya A; Moses D, 2015, 'Automatic patient-customised 3D reconstruction of human costal cartilage from lung MDCT dataset', International Journal of Computer Assisted Radiology and Surgery, vol. 10, pp. 465 - 472, http://dx.doi.org/10.1007/s11548-014-1086-9
    2015
    Zhou J; Semenovich D; Sowmya A; Wang J, 2014, 'Dictionary learning framework for fabric defect detection', Journal of the Textile Institute, vol. 105, pp. 223 - 234, http://dx.doi.org/10.1080/00405000.2013.836784
    2014
    Yang M; Sowmya A, 2014, 'New image quality evaluation metric for underwater video', IEEE Signal Processing Letters, vol. 21, pp. 1215 - 1219, http://dx.doi.org/10.1109/LSP.2014.2330848
    2014
    Pazokifard B; Sowmya A, 2013, '3-D segmentation of human sternum in lung MDCT images', Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference, vol. 2013, pp. 3351 - 3354, http://dx.doi.org/10.1109/EMBC.2013.6610259
    2013
    Zong K; Sowmya A; Trinder J, 2013, 'Machine learning based urban change detection by fusing high resolution aerial images and lidar data', Communications in Computer and Information Science, vol. 398 PART I, pp. 522 - 532, http://dx.doi.org/10.1007/978-3-642-45025-9_51
    2013
    Massoudi A; Semenovich D; Sowmya A, 2012, 'Cell tracking and mitosis detection using splitting flow networks in phase-contrast imaging.', Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference, pp. 5310 - 5313
    2012
    Vo KT; Sowmya A, 2010, 'Multiple kernel learning for classification of diffuse lung disease using HRCT lung images.', Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference, pp. 3085 - 3088
    2010
    Vo KT; Sowmya A, 2010, 'Multiple kernel learning for classification of diffuse lung disease using HRCT lung images.', Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference, vol. 2010, pp. 3085 - 3088
    2010
    Prasad MN; Sowmya A; Wilson P, 2009, 'Multi-level classification of emphysema in HRCT lung images', Pattern Analysis and Applications, vol. 12, pp. 9 - 20
    2009
    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, http://dx.doi.org/10.1145/1497561.1497562
    2009
    Vo KT; 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://dx.doi.org/10.1007/978-3-642-03767-2_81
    2009
    Bourke T; Sowmya A, 2008, 'Automatically transforming and relating uppaal models of embedded systems', Embedded Systems Week 2008 - Proceedings of the 7th ACM International Conference on Embedded Software, EMSOFT 2008, pp. 59 - 68, http://dx.doi.org/10.1145/1450058.1450068
    2008
    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, http://dx.doi.org/10.1007/s10278-008-9113-4
    2008
    Prasad M; Sowmya A, 2008, 'Multi-level classification of emphysema in HRCT lung images using delegated classifiers', Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 5241 LNCS, pp. 59 - 66, http://dx.doi.org/10.1007/978-3-540-85988-8_8
    2008
    Prasad M; Sowmya A, 2008, 'Multi-level classification of emphysema in HRCT lung images using delegated classifiers', Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 5241 LNCS, pp. 59 - 66, http://dx.doi.org/10.1007/978-3-540-85988-8_8
    2008
    Prasad MN; Sowmya A, 2007, 'Multi-level classification of emphysema in HRCT lung images', Pattern Analysis and Applications, vol. 12, pp. 9 - 20, http://dx.doi.org/10.1007/s10044-007-0093-7
    2007
    Rudrapatna M; Van Mai ; Sowmya A; Wilson P, 2005, 'Knowledge-driven automated detection of Pleural Plaques and thickening in High Resolution CT of the lung', Lecture Notes in Computer Science, vol. 3565, pp. 270 - 285
    2005
    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, http://dx.doi.org/10.1142/S0218194005002300
    2005
    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, http://dx.doi.org/10.1049/ip-cdt:20045097
    2005
    Prasad MN; Sowmya A, 2004, 'Multi-level emphysema diagnosis of HRCT lung images in an incremental framework', Proceedings of SPIE - The International Society for Optical Engineering, vol. 5370 I, pp. 42 - 50, http://dx.doi.org/10.1117/12.533943
    2004
    Prasad MN; Sowmya A, 2004, 'Detection of bronchovascular pairs on HRCT lung images through relational learning', 2004 2nd IEEE International Symposium on Biomedical Imaging: Macro to Nano, vol. 2, pp. 1135 - 1138
    2004
    Shamsheyeva A; Sowmya A, 2004, 'The anisotropic Gaussian kernel for SVM classification of HRCT images of the lung', Proceedings of the 2004 Intelligent Sensors, Sensor Networks and Information Processing Conference, ISSNIP '04, pp. 439 - 444
    2004
    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, http://dx.doi.org/10.1049/ip-cdt:20040502
    2004
    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, vol. 6, pp. 602 - 628, http://dx.doi.org/10.1145/502175.502185
    2001
    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
    2000
    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, vol. 55, pp. 34 - 47, http://dx.doi.org/10.1016/S0924-2716(99)00040-4
    2000
    Sowmya A; Ramesh S, 1998, 'Extending Statecharts with Temporal Logic', IEEE Transactions on Software Engineering, vol. 24, pp. 216 - 231, http://dx.doi.org/10.1109/32.667880
    1998
    Ahmed N; Sowmya A, 1997, 'A blackboard architecture of control for AutoLab', Proceedings of SPIE - The International Society for Optical Engineering, vol. 3208, pp. 471 - 482, http://dx.doi.org/10.1117/12.290318
    1997
    Sowmya A, 1993, 'A statecharts-based specification and verification of real-time job scheduling systems', Control Engineering Practice, vol. 1, pp. 107 - 114, http://dx.doi.org/10.1016/0967-0661(93)92108-G
    1993
    Rao KS; Sowmya A; Mohan BK; Venkatachalam P; Ahmed N; Karale RL; Narula KK, 1986, 'Computer-aided brightness temperature map of Indian subcontinent-inference on soil moisture variations', Remote Sensing of Environment, vol. 20, pp. 195 - 207, http://dx.doi.org/10.1016/0034-4257(86)90023-4
    1986
    Rao KS; Nageshwar Rao SB; Nizam A; Mohan BK; Sowmya A; Venkatachalam P, 1984, 'CAPABILITY OF INDIAN SATELLITE BHASKARA TV-DATA TO IDENTIFY LAND FEATURES.', Proceedings of the International Symposium on Remote Sensing of Environment, vol. 2, pp. 759 - 763
    1984
    Rao KS; Venkatachalam P; Sowmya A; Kandya AK; Majumdar TJ, 1984, 'Capability of Bhaskara-II satellite microwave radiometer brightness temperature data to discriminate soil moisture conditions of Indian landmass', Advances in Space Research, vol. 4, pp. 91 - 96, http://dx.doi.org/10.1016/0273-1177(84)90396-X
    1984
    Rao KS; Venkatachalam P; Sowmya A; Kandya AK; Majumdar TJ, 1984, 'Capability of Bhaskara-II satellite microwave radiometer brightness temperature data to discriminate soil moisture conditions of Indian landmass.', Remote sensing from satellites, pp. 91 - 96
    1984
    Conference Papers
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    Buratti Y; Sowmya A; Evans R; Trupke T; Hameiri Z, 2020, 'End-of-line binning of full and half-cut cells using deep learning on electroluminescence images', Virtual, presented at 47th IEEE Photovoltaics Specialists Conference, Virtual, 15 June 2020 - 19 June 2020
    2020
    Gharleghi R; Samarasinghe G; Sowmya A; Beier S, 2020, 'Deep Learning for Time Averaged Wall Shear Stress Prediction in Left Main Coronary Bifurcations', in Proceedings - International Symposium on Biomedical Imaging, pp. 818 - 821, http://dx.doi.org/10.1109/ISBI45749.2020.9098715
    2020
    Iyer S; Sowmya A; Blair A; White C; Dawes L; Moses D, 2020, 'A Novel Approach to Vertebral Compression Fracture Detection Using Imitation Learning and Patch Based Convolutional Neural Network', in Proceedings - International Symposium on Biomedical Imaging, pp. 726 - 730, http://dx.doi.org/10.1109/ISBI45749.2020.9098714
    2020
    Lee IK; Trinder JC; Sowmya A, 2020, 'Application of u-net convolutional neural network to bushfire monitoring in australia with sentinel-1/-2 data', in International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives, pp. 573 - 578, http://dx.doi.org/10.5194/isprs-archives-XLIII-B1-2020-573-2020
    2020
    Buratti Y; Sowmya A; Evans R; Trupke T; Hameiri Z, 2020, 'Deep learning on electroluminescence images for end-of-line binning of full and half-cut cells', Online, presented at Asia Pacific Solar Research Conference, Online, 30 November 2020
    2020
    Walter K; Gibson MJ; Sowmya A, 2020, 'Self-Supervised Remote Sensing Image Retrieval', in International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1683 - 1686, http://dx.doi.org/10.1109/IGARSS39084.2020.9323294
    2020
    Chang Y; Li Z; Zhang B; Luo L; Sowmya A; Wang Y; Chen F, 2019, 'Recovering DTW distance between noise superposed NHPP', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Macau, China, pp. 229 - 241, presented at 23rd Pacific-Asia Conference, PAKDD 2019, Macau, China, April 14-17, 2019, proceedings, Macau, China, 14 April 2019 - 17 April 2019, http://dx.doi.org/10.1007/978-3-030-16145-3_18
    2019
    Zhou F; Zhang Y; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2019, 'Hawkes process with stochastic triggering kernel', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Macau, China, pp. 319 - 330, presented at 23rd Pacific-Asia Conference, PAKDD 2019, Macau, China, 14 April 2019 - 17 April 2019, http://dx.doi.org/10.1007/978-3-030-16148-4_25
    2019
    Wang G; Sun C; Sowmya A, 2019, 'ERL-Net: Entangled representation learning for single image de-raining', in Proceedings of the IEEE International Conference on Computer Vision, pp. 5643 - 5651, http://dx.doi.org/10.1109/ICCV.2019.00574
    2019
    Ghaffari M; Sowmya A; Oliver R; Hamey L, 2019, 'Multimodal Brain Tumour Segmentation using Densely Connected 3D Convolutional Neural Network', in 2019 Digital Image Computing: Techniques and Applications, DICTA 2019, http://dx.doi.org/10.1109/DICTA47822.2019.8946023
    2019
    Kang J; Samarasinghe G; Senanayake U; Conjeti S; Sowmya A, 2019, 'Deep learning for volumetric segmentation in spatio-temporal data: Application to segmentation of prostate in DCE-MRI', in Proceedings - International Symposium on Biomedical Imaging, pp. 61 - 65, http://dx.doi.org/10.1109/ISBI.2019.8759314
    2019
    Gibson MJ; Kaushik D; Sowmya A, 2019, 'Robust CNNs for detecting collapsed buildings with crowd-sourced data', in 2019 Joint Urban Remote Sensing Event, JURSE 2019, http://dx.doi.org/10.1109/JURSE.2019.8808946
    2019
    Buratti Y; Sowmya A; Evans R; Trupke T; Hameiri Z, 2019, 'Deep learning on electroluminescence imaging for end-of-line cell binning', Xi'an, Shaanxi, China, presented at 29th International Photovoltaic Science and Engineering Conference 2019, Xi'an, Shaanxi, China, 04 November 2019 - 08 November 2019
    2019
    Chang Y; Li Z; Luo L; Luo S; Sowmya A; Wang Y; Chen F, 2019, 'Exploring Latent Structure Similarity for Bayesian Nonparameteric Model with Mixture of NHPP Sequence', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Sydney, Australia, pp. 432 - 444, presented at International Conference on Neural Information Processing, ICONIP 2019, Sydney, Australia, 12 December 2019, http://dx.doi.org/10.1007/978-3-030-36711-4_36
    2019
    Ke J; Jiang Z; Liu C; Bednarz T; Sowmya A; Liang X, 2019, 'Selective detection and segmentation of cervical cells', in ACM International Conference Proceeding Series, Stockholm, pp. 55 - 61, presented at 11th International Conference on Bioinformatics and Biomedical Technology, Stockholm, 29 May 2019 - 31 May 2019, http://dx.doi.org/10.1145/3340074.3340081
    2019
    Philip ME; Sowmya A; Avnet H; Ferreira A; Stevenson G; Welsh A, 2019, 'Convolutional neural networks for automated fetal cardiac assessment using 4d b-mode ultrasound', in Proceedings - International Symposium on Biomedical Imaging, pp. 824 - 828, http://dx.doi.org/10.1109/ISBI.2019.8759377
    2019
    Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2018, 'A refined MISD algorithm based on Gaussian process regression', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 584 - 596, http://dx.doi.org/10.1007/978-3-319-93037-4_46
    2018
    Levenkova A; Sowmya A; Kalloniatis M; Ly A; Ho A, 2018, 'Lesion detection in ultra-wide field retinal images for diabetic retinopathy diagnosis', in Progress in Biomedical Optics and Imaging - Proceedings of SPIE, Houston, Texas, United States, presented at SPIE Medical Imaging 2018, Houston, Texas, United States, 10 February 2018 - 15 February 2018, http://dx.doi.org/10.1117/12.2293434
    2018
    Senanayake U; Sowmya A; Dawes L, 2018, 'Deep fusion pipeline for mild cognitive impairment diagnosis', in Proceedings - International Symposium on Biomedical Imaging, pp. 1394 - 1397, http://dx.doi.org/10.1109/ISBI.2018.8363832
    2018
    Levenkova A; Sowmya A; Kalloniatis M; Ly A; Ho A, 2017, 'Automatic detection of diabetic retinopathy features in ultra-wide field retinal images', in Progress in Biomedical Optics and Imaging - Proceedings of SPIE, SPIE, Orlando, Florida, United States, presented at SPIE Medical Imaging, 2017, Orlando, Florida, United States, 13 February 2017 - 16 February 2017, http://dx.doi.org/10.1117/12.2253980
    2017
    Thamali Lekamge BM; Sowmya A; Newman J, 2017, 'Prediction of protein X-ray crystallisation trial image time-courses', in ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods, pp. 663 - 668, http://dx.doi.org/10.5220/0006246506630668
    2017
    Goldsmith BE; Semenovich D; Sowmya A; Grgic G, 2017, 'Political competition and the initiation of international conflict', in World Politics, pp. 493 - 531, http://dx.doi.org/10.1017/S0043887116000307
    2017
    Deshpande S; Verma P; Sowmya A; Vaiapury K; Yadav P; Gubbi J; Ladha S; Balamuralidhar P, 2017, 'CogVis: Attention-driven cognitive architecture for visual change detection', in Proceedings of the ACM Symposium on Applied Computing, Marrakech, Morocco, pp. 151 - 154, presented at SAC '17 Proceedings of the Symposium on Applied Computing, Marrakech, Morocco, 03 April 2017 - 07 April 2017, http://dx.doi.org/10.1145/3019612.3019857
    2017
    Ke J; Guo Y; Sowmya A, 2017, 'A Fast Approximate Spectral Unmixing Algorithm Based on Segmentation', in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, Honolulu, HI, USA, pp. 260 - 266, presented at 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Honolulu, HI, USA, 21 July 2017 - 26 July 2017, http://dx.doi.org/10.1109/CVPRW.2017.38
    2017
    Senanayake U; Sowmya A; Dawes L; Kochan N; Wen W; Sachdev PS, 2017, 'Deep Learning Approach for Classification of Mild Cognitive Impairment Subtypes', in Proceedings of the 6th International Conference on Pattern Recognition Applications and Method (ICPRAM), Porto, Portugal, pp. 655 - 662, presented at 6th International Conference on Pattern Recognition Applications and Method (ICPRAM), Porto, Portugal, 24 February 2017 - 26 February 2017, http://dx.doi.org/10.5220/0006246306550662
    2017
    Yang M; Sowmya A; Wei ZQ; Zheng B, 2017, 'Inshore eutrophic underwater image enhancement based on light-particles interaction descattering', in OCEANS 2017 - Aberdeen, pp. 1 - 5, http://dx.doi.org/10.1109/OCEANSE.2017.8084657
    2017
    ke JK; Guo YG; sowmya ; Bednarz TP, 2017, 'A Performance Acceleration Algorithm of Spectral Unmixing via Subset Selection', in ESANN 2017 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2017 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium), pp. 471 - 476, presented at ESANN 2017 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium), 26 April 2017 - 28 April 2017, https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2017-29.pdf
    2017
    Senanayake U; Sowmya A; Dawes L; Kochan NA; Wen W; Sachdev P, 2016, 'Classification of mild cognitive impairment subtypes using neuropsychological data', in Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods, Rome, Italy, pp. 620 - 629, presented at 5th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2016), Rome, Italy, 24 February 2016 - 26 February 2016, http://dx.doi.org/10.5220/0005747806200629
    2016
    Ke J; Bednarz T; Sowmya A, 2016, 'Optimized GPU implementation for dynamic programming in image data processing', in 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016, Las Vegas, NV, USA, presented at 2016 IEEE 35th International Performance Computing and Communications Conference (IPCCC), Las Vegas, NV, USA, 09 December 2016 - 11 December 2016, http://dx.doi.org/10.1109/PCCC.2016.7820646
    2016
    Lekamge BMT; sowmya A; Newman J, 2016, 'Multi-view learning for classification of X-ray crystallography images', in Perner P (ed.), Proceedings of 12th International conference on machine learning an data mining, Springer, New York, pp. 446 - 458, presented at 12th International conference on machine learning an data mining, New York, 16 July 2016 - 21 July 2016, http://dx.doi.org/10.1007/978-3-319-41920-6_35
    2016
    Hosseini M; Bednarz T; Sowmya A, 2016, 'Interactive Chan-Vese Approach with Random Walk for Medical Image Segmentation', in BIOIMAGING 2016 - 3rd International Conference on Bioimaging, Proceedings; Part of 9th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2016, Rome, Italy, pp. 63 - 70, presented at 3rd Int Conf Bioimaging, Rome, Italy, 21 February 2016 - 23 February 2016
    2016
    Zarepour E; Kanhere S; Hosseini M; Sowmya A, 2016, 'A Context-based Privacy Preserving Framework for Wearable Visual Lifeloggers', in 2016 IEEE International Conference on Pervasive Computing and Communication Workshops, PerCom Workshops 2016, Sydney, presented at 14th IEEE International Conference on Pervasive Computing and Communications (PerCom), Sydney, 14 March 2016 - 18 March 2016, http://dx.doi.org/10.1109/PERCOMW.2016.7457057
    2016
    Samarasinghe G; Sowmya A; Moses DA, 2016, 'Semi-quantitative analysis of prostate perfusion MRI by clustering of pre and post contrast enhancement phases', in Proceedings - International Symposium on Biomedical Imaging, IEEE, Prague, CZECH REPUBLIC, pp. 943 - 947, presented at IEEE 13th International Symposium on Biomedical Imaging (ISBI), Prague, CZECH REPUBLIC, 13 April 2016 - 16 April 2016, http://dx.doi.org/10.1109/ISBI.2016.7493420
    2016
    Samarasinghe G; Sowmya A; Moses DA, 2016, 'Heterogeneity analysis of prostate peripheral zone lesions in 3.0 Tesla T2-weighted Magnetic Resonance Images', in CARS 2016-Computer Assisted Radiology and Surgery Proceedings of the 30th International Congress and Exhibition, IJCARS, Heidelberg Germany, pp. S121 - S122, presented at CARS 2016-Computer Assisted Radiology and Surgery, Heidelberg Germany, 21 June 2016 - 25 June 2016, http://dx.doi.org/10.1007/s11548-016-1412-5
    2016
    Ke J; Sowmya A; Guo Y; Bednarz T; Buckley M, 2016, 'Efficient GPU Computing Framework of Cloud Filtering in Remotely Sensed Image Processing', in 2016 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2016, http://dx.doi.org/10.1109/DICTA.2016.7797036
    2016
    Zong K; Sowmya A; Trinder JOHN, 2015, 'Building Change Detection Based on Markov Random Field: Exploiting Both Pixel and Corner Features', in 2015 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2015, Adelaide, South Australia, presented at International Conference on Digital Image Computing: Techniques and Applications, Adelaide, South Australia, 23 November 2015 - 25 November 2015, http://dx.doi.org/10.1109/DICTA.2015.7371244
    2015
    Liu Y; Wang Y; Sowmya A, 2015, 'Batch Mode Active Learning for Object Detection Based on Maximum Mean Discrepancy', in 2015 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2015, Adelaide, Australia, presented at The International Conference on Digital Image Computing: Techniques and Applications (DICTA), Adelaide, Australia, 23 November 2015 - 25 November 2015, http://dx.doi.org/10.1109/DICTA.2015.7371240
    2015
    Liu Y; Sowmya , 2014, 'Human Action Description Based on Temporal Pyramid Histograms', in Maria De Marsico P; Ana Fred P (ed.), ICPRAM 2014 - Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods, ICPRAM, Angers, Loire Valley, France, pp. 629 - 636, presented at International Conference on Pattern Recognition Applications and Methods (ICPRAM 2014), Angers, Loire Valley, France, 06 March 2014 - 08 March 2014, http://dx.doi.org/10.5220/0004825206290636
    2014
    Arakkonam Palaniveloo V; Sowmya A; Angelo Ambrose J, 2014, 'Improving GA-based NoC mapping algorithms using a formal model', in VLSI (ISVLSI), 2014 IEEE Computer Society Annual Symposium on, IEEE, Tampa, Florida, USA, pp. 344 - 349, presented at IEEE Computer Society Annual Symposium on VLSI, Tampa, Florida, USA, 09 July 2014 - 11 July 2014, http://dx.doi.org/10.1109/ISVLSI.2014.64
    2014
    Samarasinghe G; Sowmya A; Moses DA, 2014, 'A Semi-Quantitative Analysis Model with Parabolic Modelling for DCE-MRI Sequences of Prostate', in Bouzerdoum A; Wang L; Ogunbona P; Li W; Phung SL (eds.), Digital lmage Computing: Techniques and Applications (DlCTA), 2014 International Conference on, IEEE, Wollongong, Australia, pp. 1 - 6, presented at International Conference on Digital Image Computing: Techniques and Applications (DICTA), Wollongong, Australia, 25 November 2014 - 27 November 2014, http://dx.doi.org/10.1109/DICTA.2014.7008092
    2014
    Pazokifard B; Sowmya A; Moses D, 2014, 'Patient-customized 3D Reconstruction of human ribs from lung MDCT dataset', in Wang G; He B (ed.), Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on, IEEE, Bejing, China, pp. 1131 - 1135, presented at IEEE 11th International Symposium on Biomedical Imaging, Bejing, China, 29 April 2014 - 02 May 2014, http://dx.doi.org/10.1109/ISBI.2014.6868074
    2014
    Hosseini M; Bednarz T; Sowmya A, 2014, 'Multi-users real-time interaction with bacterial biofilm images using augmented reality', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 298 - 308, http://dx.doi.org/10.1007/978-3-319-07464-1_28
    2014
    Zhang B; Cai ; Sowmya , 2013, 'ROBUST HUMAN APPEARANCE MATCHING ACROSS MULTI-CAMERAS', in Konrad Schindler P (ed.), Image Processing (ICIP), 2013 20th IEEE International Conference on, IEEE Signal Processing Society, Piscataway, NJ, USA, pp. 2222 - 2226, presented at International Conference on Image Processing (ICIP), Melbourne, Australia, 15 September 2013 - 18 September 2013, http://dx.doi.org/10.1109/ICIP.2013.6738458
    2013
    Pazokifard B; Sowmya A, 2013, 'Lung segmentation with graph cuts: Graph size versus performance', in AIP Conference Proceedings, pp. 315 - 322, http://dx.doi.org/10.1063/1.4825025
    2013
    Lekamge BMT; Sowmya A; Mele K; Fazio VJ; Newman J, 2013, 'Classification of protein crystallisation images using texture-based statistical features', in AIP Conference Proceedings, pp. 270 - 276, http://dx.doi.org/10.1063/1.4825019
    2013
    Pazokifard B; Sowmya A, 2013, '3-D segmentation of human sternum in lung MDCT images', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 3351 - 3354, http://dx.doi.org/10.1109/EMBC.2013.6610259
    2013
    Hosseini M; Sowmya A; Vallotton P; Bednarz T, 2013, 'High precision localization of bacteria', in AIP Conference Proceedings, pp. 215 - 220, http://dx.doi.org/10.1063/1.4825013
    2013
    Pazokifard B; Sowmya A, 2013, 'Efficient graph-cuts based extraction of vertebral column and ribs in lungs MDCT images', in 2013 IEEE International Conference on Image Processing (ICIP 2013), Melbourne, pp. 1182 - 1186, presented at 2013 20th IEEE International Conference on Image Processing (ICIP 2013), Melbourne, 15 September 2013 - 18 September 2013, http://dx.doi.org/10.1109/ICIP.2013.6738244
    2013
    Hosseini M; Vallotton P; Bednarz T; Sowmya A, 2013, 'A study of touchless versus touch-based interactions with bacterial biofilm images', in Proceedings - VRCAI 2013: 12th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and Its Applications in Industry, pp. 285 - 289, http://dx.doi.org/10.1145/2534329.2534366
    2013
    Hosseini M; Sowmya A; Vallotton P; Bednarz T, 2013, 'High precision localization of bacterium and scientific visualization', in Proceedings of the IEEE International Conference on Computer Vision, pp. 210 - 213, http://dx.doi.org/10.1109/ICCVW.2013.35
    2013
    Wang W; Wang Y; Chen F; Sowmya A, 2013, 'A Weakly Supervised Approach for Object Detection Based on Soft-Label Boosting', in 2013 IEEE Workshop on Applications of Computer Vision, WACV 2013, IEEE, Washington, DC, United States, pp. 331 - 338, presented at IEEE Workshop on Applications of Computer Vision, Clearwater Beach, Florida, US, 16 January 2013 - 18 January 2013, http://dx.doi.org/10.1109/WACV.2013.6475037
    2013
    Sowmya A; Soni B; Sowmya A, 2013, 'Victim detection and localisation in an urban disaster site', in 2013 IEEE International Conference on Robotics and Biomimetics (ROBIO 2013), IEEE, Shenzhen, China, pp. 2142 - 2147, presented at 2013 IEEE International Conference on Robotics and Biomimetics (ROBIO), Shenzhen, China, 12 December 2013 - 14 December 2013, http://dx.doi.org/10.1109/ROBIO.2013.6739786
    2013
    Zong K; Sowmya A; Trinder J, 2013, 'Kernel partial least squares based hierarchical building change detection using high resolution aerial images and lidar data', in 2013 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2013, http://dx.doi.org/10.1109/DICTA.2013.6691502
    2013
    Avnit K; Sowmya A, 2012, 'A formal approach to design space exploration of protocol converters', in Proceedings -Design, Automation and Test in Europe, DATE, IEEE, Piscataway, NJ, United States, pp. 129 - 134, presented at 15th Design, Automation and Test in Europe Conference and Exhibition, DATE 2012, Dresden, Germany, 12 March 2012 - 16 March 2012
    2012
    Palaniveloo V; Sowmya A, 2012, 'Formal estimation of worst case communication latency in a Network on chip', in VVLSI (ISVLSI), 2012 IEEE Computer Society Annual Symposium on, IEEE, pp. 15 - 20, presented at VLSI (ISVLSI), 2012 IEEE Computer Society Annual Symposium on, 19 August 2012 - 21 August 2012, http://dx.doi.org/10.1109/ISVLSI.2012.31
    2012
    Cai X; Sowmya A, 2011, 'Learning to tune level set methods', in Proceedings of Image and Vision Computing New Zealand, 2009, IEEE, Wellington, NZ, pp. 310 - 315, presented at International Conference Image and Vision Computing New Zealand, IVCNZ 2011, Auckland, New Zealand, http://dx.doi.org/10.1109/IVCNZ.2009.5378391
    2011
    Yang J; Wang Y; Sowmya A; Li Z; Bang Z; 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, pp. 382 - 388, presented at 2011 IEEE Workshop on Applications of Computer Vision, WACV 2011, Kona, HI, United States, 05 January 2011 - 07 January 2011, http://dx.doi.org/10.1109/WACV.2011.5711529
    2011
    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, pp. 30 - 35, presented at International Conference Image and Vision Computing New Zealand, IVCNZ 2011, Auckland, New Zealand
    2011
    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, pp. 734 - 738, presented at ICPR 2010, Istanbul, Turkey, 23 August 2010 - 26 August 2010, http://dx.doi.org/10.1109/ICPR.2010.185
    2010
    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, pp. 606 - 618, presented at 10th Asian Conference on Computer Vision, ACCV 2010, Queenstown, New Zealand, 08 November 2010 - 12 November 2010, http://dx.doi.org/10.1007/978-3-642-19309-5_47
    2010
    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, Sydney, NSW, Australia, pp. 1228 - 1233, presented at 10th IEEE International Conference on Data Mining Workshops, ICDMW 2010, Sydney, NSW, Australia, 14 December 2010 - 17 December 2010, http://dx.doi.org/10.1109/ICDMW.2010.184
    2010
    Semenovich DV; Sowmya A, 2010, 'Geometry aware local kernels for object recognition', in The Tenth Asian Conference on Computer Vision Proceedings, Springer, USA, pp. 490 - 503, presented at 10th Asian Conference on Computer Vision, ACCV 2010, Queenstown, New Zealand, 08 November 2010 - 12 November 2010, http://dx.doi.org/10.1007/978-3-642-19315-6_38
    2010
    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, pp. 685 - 688, presented at International Conference on Image Processing, Hong Kong, 26 September 2010 - 29 September 2010, http://dx.doi.org/10.1109/ICIP.2010.5649575
    2010
    Vo KT; 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, pp. 3085 - 3088, presented at Int. Conf. IEEE Engineering in Medicine and Biology, Buenos Aires, Argentina, 01 September 2010 - 04 September 2010, http://dx.doi.org/10.1109/IEMBS.2010.5626113
    2010
    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, pp. 414 - 419, presented at AVSS, Boston, USA, http://dx.doi.org/10.1109/AVSS.2010.40
    2010
    Avnit K; D Silva VV; Sowmya A; Ramesh S, 2010, '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, pp. 294 - 299, presented at Design, Automation and Test in Europe, Dresden, Germany, 08 March 2010 - 12 March 2010, http://dx.doi.org/10.1109/DATE.2008.4484695
    2010
    Avnit K; Sowmya A; Peddersen J, 2010, 'ACS: Automatic Converter Synthesis for SoC bus protocols', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Berlin, pp. 343 - 348, presented at TACAS 2010 Sixteenth International Conference on TOOLS AND ALGORITHMS FOR THE CONSTRUCTION AND ANALYSIS OF SYSTEMS, Paphos, Cyprus, 20 March 2010 - 28 March 2010, http://dx.doi.org/10.1007/978-3-642-12002-2_28
    2010
    Vo KT; 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 ), Cairo, Egypt, pp. 2645 - 2648, presented at International Conference on Image Processing (ICIP 2009), Cairo, Egypt, 07 November 2009 - 11 November 2009, http://dx.doi.org/10.1109/ICIP.2009.5414093
    2009
    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 ), Cairo, Egypt, pp. 789 - 792, presented at International Conference on Image Processing (ICIP 2009), Cairo, Egypt, 07 November 2009 - 11 November 2009, http://dx.doi.org/10.1109/ICIP.2009.5414229
    2009
    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, KYOTO, JAPAN
    2009
    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, pp. 215 - 220, presented at Image and Vision Computing New Zealand 2009, Wellington, New Zealand, 23 November 2009 - 25 November 2009, http://dx.doi.org/10.1109/IVCNZ.2009.5378408
    2009
    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, pp. 1145 - 1148, presented at International Conference on Image Processing (ICIP 2009), Cairo, Egypt, 07 November 2009 - 11 November 2009, http://dx.doi.org/10.1109/ICIP.2009.5413526
    2009
    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, pp. 266 - 270, presented at Image and Vision Computing New Zealand 2009, Wellington, New Zealand, 23 November 2009 - 25 November 2009, http://dx.doi.org/10.1109/IVCNZ.2009.5378398
    2009
    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, pp. 334 - 339, presented at Image and Vision Computing New Zealand, Wellington, NZ, http://dx.doi.org/10.1109/IVCNZ.2009.5378387
    2009
    Sridhar A; Sowmya A, 2008, 'Multiple camera, multiple person tracking with pointing gesture recognition in immersive environments', in Advances in visual computing, Las Vegas, NV, USA, pp. 508 - 519, presented at 4th international symposium on visual computing, Las Vegas, NV, USA, 01 December 2008 - 03 December 2008, http://dx.doi.org/10.1007/978-3-540-89639-5_49
    2008
    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, Boston, USA, presented at APSA Annual Meeting, Boston, USA, http://www.allacademic.com/meta/p279189_index.html
    2008
    Bourke TP; Sowmya A, 2008, 'Automatic transforming and relating Uppaal models of embedded systems', in EMSOFT: international conference on embedded software, Atlanta, Georgia USA, pp. 59 - 68, presented at EMSOFT: international conference on embedded software, Atlanta, Georgia USA, 19 October 2008 - 24 October 2008
    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, Italy, pp. 374 - 387, presented at EKAW-2008, Italy, 29 September 2008 - 02 October 2008, http://dx.doi.org/10.1007/978-3-540-87696-0-32
    2008
    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, pp. 79 - 90, presented at 18th European conference on machine learning, Warsaw, Poland, 17 September 2007 - 21 September 2007
    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, Morne, Mauritius, presented at 2nd international conference on internet and web applications and services, Morne, Mauritius, 13 May 2007 - 19 May 2007, http://dx.doi.org/10.1109/ICIW.2007.12
    2007
    Ramsokul PK; Sowmya A, 2007, 'An adaptive formal model for web services protocols', in 2nd international conference on internet and web applications and services, Morne, Mauritius, presented at 2nd international conference on internet and web applications and services, Morne, Mauritius, 13 May 2007 - 19 May 2007, http://dx.doi.org/10.1109/ICIW.2007.14
    2007
    Cai X; Sowmya A, 2006, 'Active Contour with Neural Networks-Based Information Fusion Kernel', in 13th International Conference on Neural Information Processing, Hong Kong, pp. 324 - 333, presented at 13th International Conference on Neural Information Processing, Hong Kong, 03 October 2006 - 06 October 2006
    2006
    Cai X; Sowmya A; Trinder JC, 2006, 'A Machine Learning Approach for Automatic Road Extraction', in A Machine Learning Approach for Automatic Road Extraction, ASPRS Convention, Reno, Nevada, USA, presented at ASPRS Convention, Reno, Nevada, USA
    2006
    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, pp. 253 - 263, presented at 19th Australian Joint Conference on Artificial Intelligence, Hobart, 04 December 2006 - 08 December 2006, http://dx.doi.org/10.1007/11941439-29
    2006
    Bourke TP; Sowmya A, 2006, 'A Timing Model for Synchronous Language Implementations in Simulink', in EMSOFT 2006, Seoul, South Korea, pp. 93 - 101, presented at EMSOFT 2006, Seoul, South Korea, 22 October 2006 - 25 October 2006, http://dx.doi.org/10.1145/1176887.1176901
    2006
    Rudrapatna M; Amaratunga P; Prasad MN; Sowmya A; Wilson P, 2006, 'Automatic Detection of Tram Tracks on HRCT Images', in International Conference on Image Processing (ICIP 2006), Atlanta, Georgia USA, pp. 885 - 888, presented at International Conference on Image Processing (ICIP 2006), Atlanta, Georgia USA, 08 October 2006 - 11 October 2006, http://dx.doi.org/10.1109/ICIP.2006.312510
    2006
    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, Pune, India, pp. 196 - 205, presented at 4th IEEE international conference on software engineering and formal methods, Pune, India, 11 September 2006 - 15 September 2006, http://dx.doi.org/10.1109/SEFM.2006.8
    2006
    Ramsokul PK; Sowmya A, 2006, 'A sniffer based approach to WS protocols conformance checking', in International symposium on prallel and dsitributed computing, Timisoara, Romania, pp. 58 - 65, presented at International symposium on prallel and dsitributed computing, Timisoara, Romania, 06 July 2006 - 09 July 2006, http://dx.doi.org/10.1109/ISPDC.2006.5
    2006
    Cai X; Sowmya A; Trinder JC, 2006, 'Learning parameter tuning for object extraction', in 7th Asian conference on computer science, Hyderabad, India, pp. 868 - 877, presented at 7th Asian conference on computer science, Hyderabad, India, 13 January 2006 - 16 January 2006, http://dx.doi.org/10.1007/11612032_87
    2006
    Misra A; Sowmya A; Compton PJ, 2006, 'Incremental learning for segmentation in medical images', in IEEE International Symposium on Biomedical Imaging 2006, Arlington, Virginia, USA, pp. 1360 - 1363, presented at IEEE International Symposium on Biomedical Imaging 2006, Arlington, Virginia, USA, 06 April 2006 - 09 April 2006
    2006
    Rudrapatna M; Mai V; Sowmya A; Wilson P, 2005, 'Knowledge-driven automated detection of pleural plaques and thickening in high resolution CT of the lung', in Information processing in medical imaging, Glenwood Springs, Colorado, USA, pp. 270 - 285, presented at Information processing in medical imaging, Glenwood Springs, Colorado, USA, 11 July 2005 - 15 July 2005
    2005
    Cai X; Sowmya A; Trinder JC, 2005, 'Learning to recognise road from high resolution remotely sensed images', in 2005 international conference on intelligent sensors, sensor networks and information processing, Melbourne, pp. 307 - 312, presented at international conference on intelligent sensors, sensor networks and information processing 2005, Melbourne, 05 December 2005 - 08 December 2005
    2005
    Lai JY; Sowmya A; Trinder JC, 2005, 'Support vector machine experiments for road recognition in high resolution images', 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, pp. 426 - 436, presented at 4th International conference on machine learning and data mining in pattern recognition, Leipzig, Germany, 09 July 2005 - 11 July 2005
    2005
    Misra A; Sowmya A; Compton PJ, 2004, 'Incremental Learning of Control Knowledge for Lung Boundary Extraction', in Pacific Rim International Conference on Artificial Intelligence 2004, 8th Pacific Rim International Conference on Artificial Intelligence, Auckland, New Zealand, presented at 8th Pacific Rim International Conference on Artificial Intelligence, Auckland, New Zealand, 09 August 2004 - 13 August 2004
    2004
    Rudrapatna M; Sowmya A; Wilson P, 2004, 'Automatic Detection of Hilum and Parenchymal Bands on HRCT Lung Images', in IEEE Conference on Cybernetics and Intelligent Systems, Singapore, pp. 768 - 773, presented at IEEE Conference on Cybernetics and Intelligent Systems, Singapore, 01 December 2004 - 03 December 2004
    2004
    Lee C; Sowmya A, 2004, 'An Approach to Appearance-Based Simultaneous Localization and Map Building (SLAM)', in 2004 IEEE Conference on Robotics, Automation and Mechatronics, Singapore, pp. 857 - 862, presented at IEEE Conference on Robotics, Automation and Mechatronics, Singapore, 01 December 2004 - 03 December 2004
    2004
    Wang CM; Rudrapatna M; Sowmya A, 2004, 'Lung Disease Detection Using Frequency Spectrum Analysis', in 4th Indian Conference on Computer Vision, Graphics and Image Processing, 4th Indian Conference on Computer Vision, Graphics and Image Processing, Kolkata, India, presented at 4th Indian Conference on Computer Vision, Graphics and Image Processing, Kolkata, India, 16 December 2004 - 18 December 2004
    2004
    Misra A; Rudrapatna M; Sowmya A, 2004, 'Automatic Lung Segmentation: A Comparison of Anatomical and Machine Learning Approaches', in 2004 Intelligent Sensors, Sensor Networks and Information Processing Conference, Melbourne, pp. 451 - 456, presented at Intelligent Sensors, Sensor Networks and Information Processing Conference 2004, Melbourne, 14 December 2004 - 17 December 2004
    2004
    Rudrapatna M; Sowmya A; Zrimec T; Wilson P; Kossoff G; Lucas P; Wong JS; Misra A; Busayarat S, 2004, 'LMIK - Learning Medical Image Knowledge: an internet-based medical image knowledge acquisition framework', in Delp III EJ; Wong PW (ed.), SPIE 2004: Electronic Imaging Science and Technology: IS&T/SPIE`s 16th Annual Symposium, San Jose, pp. 307 - 318, presented at SPIE 2004: Electronic Imaging Science and Technology: IS&T/SPIE`s 16th Annual Symposium, San Jose, 18 January 2004 - 22 January 2004, http://dx.doi.org/10.1117/12.526290
    2004
    Shamsheyeva A; Sowmya A, 2004, 'Tuning kernel function parameters of support vector machines for segmentation of lung disease patterns in high-resolution computed tomography images', in SPIE 2004: Progress in Biomedical Optics and Imaging: Medical Imaging 2004: Imaging Processing: The International Society for Optical Engineering, pp. 1548 - 1557, presented at SPIE 2004: Progress in Biomedical Optics and Imaging: Medical Imaging 2004: Imaging Processing: The International Society for Optical Engineering, http://dx.doi.org/10.1117/12.534877
    2004
    Prasad MN; Sowmya A, 2004, 'Multi-class Unsupervised Classification with Label Correction of HRCT Lung Images', in International Conference on Intelligent Sensing and Information Processing, Chennai, India, pp. 51 - 56, presented at International Conference on Intelligent Sensing and Information Processing, Chennai, India, 04 January 2004 - 07 January 2004
    2004
    D Silva VV; Ramesh S; Sowmya A, 2004, 'Bridge Over Troubled Wrappers: Automatic Interface Synthesis', in 17th International Conference on VLSI Design, Mumbai India, pp. 189 - 194, presented at 17th International Conference on VLSI Design, Mumbai India, 05 January 2004 - 09 January 2004
    2004
    Prasad MN; Sowmya A, 2004, 'Multi-level Emphysema Diagnosis in HRCT Lung Images Through Robust Multi-view and Meta Learning', in Hong KS; Zhabg Z (ed.), 6th Asian Conference on Computer Vision, 6th Asian Conference on Computer Vision, Korea, pp. 937 - 942, presented at 6th Asian Conference on Computer Vision, Korea, 27 January 2004 - 30 January 2004
    2004
    Prasad MN; Sowmya A, 2004, 'Detection of Bronchovascular pairs on HRCT Lung Images', in IEEE International Symposium on Biomedical Imaging 2004, IEEE International Symposium on Biomedical Imaging 2004, Arlington, Virginia, USA, presented at IEEE International Symposium on Biomedical Imaging 2004, Arlington, Virginia, USA, 15 April 2004 - 18 April 2004
    2004
    Prasad MN; Sowmya A; Koch IM, 2004, 'Feature Subset Selection Using ICA for Classifying Emphysema in HRCT Images', in 17th International Conference on Pattern Recognition, Cambridge, UK, pp. 515 - 518, presented at 17th International Conference on Pattern Recognition, Cambridge, UK, 23 August 2004 - 26 August 2004, http://dx.doi.org/10.1109/ICPR.2004.1333824
    2004
    Prasad MN; Sowmya A, 2004, 'Multi-view learning for bronchovascular pair detection', in 2004 Intelligent Sensors, Sensor Networks and Information Processing Conference, Melbourne, pp. 587 - 592, presented at Intelligent Sensors, Sensor Networks and Information Processing Conference 2004, Melbourne, 14 December 2004 - 17 December 2004
    2004
    Prasad MN; Sowmya A; Koch IM, 2004, 'Efficient Feature Selection based on Independent Component Analysis', in 2004 Intelligent Sensors, Sensor Networks and Information Processing Conference, Melbourne, pp. 427 - 432, presented at Intelligent Sensors, Sensor Networks and Information Processing Conference 2004, Melbourne, 14 December 2004 - 17 December 2004
    2004
    Shamsheyeva A; Sowmya A, 2004, 'An Anisotropic Gaussian Kernel for SVM Classification of HRCT Images of the Lung', in Palaniswami M; Krishnamachari B; Challa S (eds.), 2004 Intelligent Sensors, Sensor Networks and Information Processing Conference, IEEE, Melbourne, pp. 439 - 444, presented at Intelligent Sensors, Sensor Networks and Information Processing Conference 2004, Melbourne, 14 December 2004 - 17 December 2004, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000228693500073&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a
    2004
    Yager NG; Sowmya A, 2003, 'Support Vector Machines for Road Extraction from Remotely Sensed Images', in 10th International Conference on Computer Analysis of Images and Patterns, Groningen, The Netherlands, pp. 285 - 292, presented at 10th International Conference on Computer Analysis of Images and Patterns, Groningen, The Netherlands, 25 August 2003 - 27 August 2003
    2003
    Sowmya A; Trinder JC, 2002, 'Inductive Clustering: Automating Low-Level Segmentation in High Resolution Images', in ISPRS Commission Reports, International Society for Photogrammetry and Remote Sensing, United Kingdom, presented at ISPRS Commission 111 Symposium, Graz, Austria, 09 September 2002 - 13 September 2002
    2002
    Sowmya A, 2002, 'Design of a Mobile Robot Controller using Esterel Tools', in ETAPS/SLAP 2002 Synchronous Languages, Applications, and Programming, Grenoble France, pp. 3 - 10, presented at ETAPS/SLAP 2002 Synchronous Languages, Applications, and Programming, Grenoble France, 07 April 2002 - 13 April 2002, http://dx.doi.org/10.1016/S1571-0661(05)80435-9
    2002
    Chen A; Sowmya A, 2002, 'Recent Progress on RAIL: automating clustering and comparison of multiple classification techniques on high resolution remotely sensed imagery', in ICML-2002 Workshop Machine Learning in Computer Vision, ICML-2002 Workshop Machine Learning in Computer Vision, Sydney, presented at ICML-2002 Workshop Machine Learning in Computer Vision, Sydney, 08 July 2002 - 12 July 2002
    2002
    Sowmya A, 2002, 'A Comparartive Evaluation of Road Classification Techniques for high resolution imagery', in 2nd Pattern Recognition for Remote Sensing Workshop PRRS 2002, 2nd Pattern Recognition for Remote Sensing Workshop PRRS 2002, Niagara Falls Canada, presented at 2nd Pattern Recognition for Remote Sensing Workshop PRRS 2002, Niagara Falls Canada, 16 August 2002
    2002
    Sowmya A, 2002, 'k-time Forced Simulation: a formal verification technique for IP reuse', in 20th International Conference on Computer Design, Freiburg, Germany, pp. 50 - 55, presented at 20th International Conference on Computer Design, Freiburg, Germany, 16 September 2002 - 18 September 2002, http://dx.doi.org/10.1109/ICCD.2002.1106747
    2002
    Roop PS; Sowmya A; Ramesh S, 2001, 'A formal approach to component-based development of synchronous programs', in Yasuura H; Pai R (ed.), ASP-DAC 2001 Asia and South Pacific Design Automation Conference 2001, ASP-DAC 2001 Asia and South Pacific Design Automation Conference 2001, Yokohama, Japan, pp. 421 - 424, presented at ASP-DAC 2001 Asia and South Pacific Design Automation Conference 2001, Yokohama, Japan, 30 January 2001
    2001
    Roop PS; Sowmya A; Ramesh S, 2001, 'A formal approach to component based development of synchronous programs', in ASP-DAC 2001 Asia and South Pacific Design Automation Conference 2001, Yokohama, Japan, pp. 421 - 424, presented at ASP-DAC 2001 Asia and South Pacific Design Automation Conference 2001, Yokohama, Japan, 30 January 2001, http://dx.doi.org/10.1109/ASPDAC.2001.913344
    2001
    Sowmya A; Chiu P, 2001, 'VISIM: Information Retrieval and Low Lung Boundary Detection and Low Level feature extraction and analysis from HRCT images', in Ghebreab S; Smeulders AWM; Duncan JS (eds.), VISIM: Information Retrieval and Exploration in Large Medical Image Collections, VISIM: Information Retrieval and Exploration in Large Medical Image Collections, Utrecht, Netherlands, pp. 25 - 28, presented at VISIM: Information Retrieval and Exploration in Large Medical Image Collections, Utrecht, Netherlands, 18 October 2001
    2001
    Sowmya A; Roop PS, 2000, 'Developing a Domain-Specific Document Retrieval Mechanism', in 6th Pacific Knowledge Acquisition Workshop (PKAW 2000), 6th Pacific Knowledge Acquisition Workshop (PKAW 2000), Sydney, presented at 6th Pacific Knowledge Acquisition Workshop (PKAW 2000), Sydney, 11 December 2000 - 13 December 2000
    2000
    Sowmya A; Roop PS, 2000, 'Developing a Domain-Specific Document Retrieval Mechanism', in 6th Pacific Knowledge Acquisition Workshop (PKAW 2000), 6th Pacific Knowledge Acquisition Workshop (PKAW 2000), Sydney, presented at 6th Pacific Knowledge Acquisition Workshop (PKAW 2000), Sydney, 11 December 2000 - 13 December 2000
    2000
    Bandyopadhyay S; Sowmya A; Maulik U, 2000, 'Genetic classifier for extracting road segments', in International Conference on Communications, Computers and Devices ICCCD-2000, International Conference on Communications, Computers and Devices ICCCD-2000, Kharagpur India, presented at International Conference on Communications, Computers and Devices ICCCD-2000, Kharagpur India, 14 December 2000 - 16 December 2000
    2000
    Jha SK; Hassan M; Nanda P; Ahmed N, 2000, 'Intradomain Bandwidth Management in Differentiated Services Network', in IEEE Local Computer Network Conference (LCN2000), Tampa, Florida, USA, pp. 326 - 327, presented at IEEE Local Computer Network Conference (LCN2000), Tampa, Florida, USA, 08 November 2000 - 10 November 2000, http://dx.doi.org/10.1109/LCN.2000.891064
    2000
    Roop PS; Sowmya A; Ramesh S, 2000, 'Automatic Component Matching using Forced Simulation', in 3th International Conference on VLSI Design, Calcutta, India, pp. 64 - 69, presented at 13th International Conference on VLSI Design, Calcutta, India, 03 January 2000 - 07 January 2000
    2000
    Sowmya A; Lin X; Tsang CP, 2000, 'An Efficient Distributed Algorithm for Computing Association Rules', in International Conference of Web-Age Information Management (WAIM 2000), Shanghai China, pp. 109 - 120, presented at International Conference of Web-Age Information Management (WAIM`00), Shanghai China, 21 June 2000 - 23 June 2000
    2000
    Roop PS; Sowmya A; Ramesh S, 2000, 'Automatic Component Matching using Forced Simulation', in 3th International Conference on VLSI Design, 13th International Conference on VLSI Design, Calcutta, India, presented at 13th International Conference on VLSI Design, Calcutta, India, 03 January 2000 - 07 January 2000
    2000
    Hoffmann AG; Sowmya A, 2000, 'A New Approach for the Incremental Development of Adaptation Functions', in 5th European Workshop, EWCBR 2000, Trento Italy, pp. 260 - 272, presented at 5th European Workshop, EWCBR 2000, Trento Italy, 06 September 2000 - 09 September 2000
    2000
    Roop PS; Sowmya A; Ramesh S, 2000, 'Automated component adaptation by forced simulation', in 5th Australasian Computer Architecture Conference, Canberra, pp. 74 - 81, presented at 5th Australasian Computer Architecture Conference, Canberra, 03 January 2000, http://dx.doi.org/10.1109/ACAC.2000.824326
    2000
    Teoh CY; Sowmya A; Bandyopadhyay S, 2000, 'Road Extraction from high resolution images by composite learning', in Mohammadian M (ed.), Advances in Intelligent Systems: Theory and Application, AISTA 2000, I O S PRESS, Canberra, pp. 308 - 313, presented at Advances in Intelligent Systems: Theory and Application, AISTA 2000, Canberra, 02 February 2000 - 04 February 2000, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000165948100049&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a
    2000
    Jin JS; Nitsuwat S; Sowmya A, 2000, 'Motion-based Visual Object Extraction in Video', in 5th Joint Conference on Information Sciences, Atlantic City, NJ USA, pp. 681 - 684, presented at 5th Joint Conference on Information Sciences, Atlantic City, NJ USA, 03 February 2000
    2000
    Teoh CY; Sowmya A, 2000, 'Junction Extraction from High Resolution Images by Composite Learning', in International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives, International Society for Photogrammetry and Remote Sensing, United Kingdom, pp. 882 - 888, presented at XIXth Congress of the International Society for Photogrammetry and Remote Sensing, Amsterdam, The Netherlands, 16 July 2000 - 23 July 2000, http://www.isprs.org/proceedings/XXXIII/congress/part3/882_XXXIII-part3.pdf
    2000
    Sowmya A; Roop PS, 2000, 'APM: Asynchronous Performance Measurement for the Internet', in Asian Pacific Conference on Communications, Asian Pacific Conference on Communications, Seoul, South Korea, presented at Asian Pacific Conference on Communications, Seoul, South Korea, 03 October 2000
    2000
    Sowmya A; Jaeger T, 2000, 'An Access Control Model for Simplifying Constraint Expression', in 7TH ACM CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, 7th ACM CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, Athens, Greece, presented at 7th ACM CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, Athens, Greece, 01 November 2000 - 04 November 2000
    2000
    Trinder JC; Nachimuthu A; Wang Y; Sowmya A; Singh S, 1999, 'Artificial intelligence techniques for road recognition', in ISPRS Commission Reports, International Society for Photogrammetry and Remote Sensing, United Kingdom, presented at Automatic Extraction of GIS objects from Digital Imagery, Munich, Germany, 08 September 1999 - 10 September 1999
    1999
    Roop PS; Sowmya A; Mormanis GC; Baldwin S, 1999, 'Application of CFSMcharts for modelling real-time and industrial embedded systems', in Wang CM; Lee KH; Ang KK (eds.), APCOM 1999: 4th Asia-Pacific Conference on Computational Mechanics, APCOM 99: 4th Asia-Pacific Conference on Computational Mechanics, Singapore, pp. 93 - 100, presented at APCOM 99: 4th Asia-Pacific Conference on Computational Mechanics, Singapore, 15 December 1999 - 17 December 1999
    1999
    Crasta D; Roop PS; Sowmya A, 1999, 'Compiling CFSMCharts Specifcations To Esterel', in 5th Australasian Conference On Parallel And Real Time Systems, 5th Australasian Conference On Parallel And Real Time Systems, Melbourne, presented at 5th Australasian Conference On Parallel And Real Time Systems, Melbourne, 01 November 1999
    1999
    Sowmya A; Treadgold NK, 1999, 'RAIL: Extracting road segments from aerial images using machine learning', in Zrimec T (ed.), ICML 99 Workshop on Learning in Vision, ICML 99 Workshop on Learning in Vision, Bled, Slovenia, pp. 8 - 19, presented at ICML 99 Workshop on Learning in Vision, Bled, Slovenia, 30 June 1999
    1999
    Palhang M; Sowmya A, 1999, 'Learning Discriminatory and Descriptive Rules by an Inductive Logic Programming System', in Bratko I; Dzeroski S (ed.), 16th International Conference Machine Learning, MORGAN KAUFMANN PUB INC, Bled, Slovenia, pp. 288 - 297, presented at 16th International Conference Machine Learning, Bled, Slovenia, 27 June 1999 - 30 June 1999, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000178755300031&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a
    1999
    Treadgold NK; Kaggoda M; Sowmya A, 1999, 'Digital Map Comparison using Spatial reasoning', in NSF International Workshop on Integrated Spatial Databases:Digital Images and GIS, NSF International Workshop on Integrated Spatial Databases:Digital Images and GIS, Portland, Oregon, USA, pp. 12 - 15, presented at NSF International Workshop on Integrated Spatial Databases:Digital Images and GIS, Portland, Oregon, USA, 14 June 1999 - 16 June 1999
    1999
    Palhang M; Sowmya A, 1999, 'Feature Extraction: Issues, New Features, and Symbolic Representation', in 3rd International Conference on Visual Information Systems, Amsterdam, Netherlands, pp. 418 - 427, presented at 3rd International Conference on Visual Information Systems, Amsterdam, Netherlands, 02 June 1999 - 04 June 1999
    1999
    Roop PS; Sowmya A; Mormanis GC; Baldwin SS, 1998, 'Application of CFSMcharts for modelling real-time and industrial embedded systems', in DePaoli F; MacLeod IM (ed.), DISTRIBUTED COMPUTER CONTROL SYSTEMS 1998, PERGAMON PRESS LTD, COMO, ITALY, pp. 91 - 98, presented at 15th IFAC Workshop on Distributed Computer Control Systems, COMO, ITALY, 09 September 1998 - 11 September 1998, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000084434700015&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    1998
    Peters MW; Sowmya A, 1998, 'Integrated techniques for self-organisation, sampling, habituation, and motion-tracking in visual robotics applications.', in Katsushi Ikeuchi (ed.), MVA 1998 IAPR Workshop on Machine Vision Applications, MVA `98 IAPR Workshop on Machine Vision Applications, Makuhari, Chiba Japan, pp. 199 - 202, presented at MVA `98 IAPR Workshop on Machine Vision Applications, Makuhari, Chiba Japan, 17 November 1998 - 19 November 1998
    1998
    Park SS; Sowmya A, 1998, 'Autonomous robot navigation by active visual motion analysis and understanding', in Katsushi Ikeuchi (ed.), MVA 1998 IAPR Workshop on Machine Vision Applications, MVA `98 IAPR Workshop on Machine Vision Applications, Makuhari, Chiba Japan, pp. 38 - 41, presented at MVA `98 IAPR Workshop on Machine Vision Applications, Makuhari, Chiba Japan, 17 November 1998 - 19 November 1998
    1998
    Peters MW; Sowmya A, 1998, 'A Real-time Variable Sampling Technique: DIEM', in Jain AK; Venkatesh S; Lovell BC (eds.), International Conference on Pattern Recognition, IEEE COMPUTER SOC, Brisbane, Qld, pp. 316 - 321, presented at International Conference on Pattern Recognition 1998, Brisbane, Qld, 16 August 1998 - 20 August 1998, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000075882100081&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a
    1998
    Brennan J; Sowmya A; Brennan , 1998, 'Satellite Image Interpretation Using Spatial Reasoning', in ARSPC (ed.), 9th 9th ARSPC: Australasian Remote Sensing and Photogrammetry Conference, 9th ARSPC: Australasian Remote Sensing and Photogrammetry Conference, University of New South Wales, Sydney, pp. CDROM - CDROM, presented at 9th ARSPC: Australasian Remote Sensing and Photogrammetry Conference, University of New South Wales, Sydney, 22 July 1998 - 24 July 1998
    1998
    Singh S; Sowmya A, 1998, 'RAIL: Road Recognition from aerial images using inductive learning', in Kalliany R; Leberl F (ed.), ISPRS Commission Reports, International Society for Photogrammetry and Remote Sensing, United Kingdom, pp. 367 - 378, presented at ISPRS Commission III symposium - object recognition and scene classification from multispectral and multisensor pixels, Columbus, Ohio, USA, 06 July 1998 - 10 July 1998
    1998
    Roop PS; Sowmya A, 1998, 'Hidden Time Model for Specification and Verification of Embedded Systems', in 10th Euromicro Workshop on Real-Time Systems, Berlin, Germany, pp. 98 - 105, presented at 10th Euromicro Workshop on Real-Time Systems, Berlin, Germany, 17 June 1998 - 19 June 1998, http://dx.doi.org/10.1109/EMWRTS.1998.685073
    1998
    Trinder JC; Sowmya A, 1997, '¿Modelling and Representation Issues for Photogrammetry, Remote Sensing and Machine Vision¿', in IAIF 1997: International Workshop on Image Analysis and Information Fusion, IAIF`97: International Workshop on Image Analysis and Information Fusion, Adelaide, Sth Aust, pp. 1 - 10, presented at IAIF`97: International Workshop on Image Analysis and Information Fusion, Adelaide, Sth Aust, 06 November 1997 - 08 November 1997
    1997
    Trinder JC; Sowmya A, 1997, 'Modelling and Representation Issues for Photogrammetry and Machine Vision', in IAIF 1997: International Workshop on Image Analysis and Information Fusion, IAIF`97: International Workshop on Image Analysis and Information Fusion, Adelaide, Sth Aust, pp. 1 - 10, presented at IAIF`97: International Workshop on Image Analysis and Information Fusion, Adelaide, Sth Aust, 06 November 1997 - 08 November 1997
    1997
    Roop PS; Sowmya A, 1997, 'CFSMcharts: A New Language for Microprocessor Based System Design', in Proceedings of the VLSI Design Conferences, Chennai (Madras), India, pp. 342 - 346, presented at 11th International Conference on VLSI Design 1998, Chennai (Madras), India, 04 January 1997 - 07 January 1997
    1997
    Sowmya A; Ramesh S, 1997, 'A semantics-preserving transformation of statecharts to FNLOG', in MacLeod IM; Kwon WH (ed.), DISTRIBUTED COMPUTER CONTROL SYSTEMS 1997 (DCCS'97), PERGAMON PRESS LTD, SEOUL, SOUTH KOREA, pp. 29 - 37, presented at 14th IFAC Workshop on Distributed Computer Control Systems (DCCS 97), SEOUL, SOUTH KOREA, 28 July 1997 - 30 July 1997, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000080057600005&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    1997
    Roop PS; Sowmya A, 1997, 'Functional Decomposition of Composite Finite State Machines', in 4th Annual Australasian Conference on Parallel and Real-Time Systems (PART` 97), 4th Annual Australasian Conference on Parallel and Real-Time Systems (PART` 97), Newcastle, NSW, presented at 4th Annual Australasian Conference on Parallel and Real-Time Systems (PART` 97), Newcastle, NSW, 20 September 1997 - 30 September 1997
    1997
    Palhang M; Sowmya A, 1997, 'Two Stage Learning, Two Stage Recognition', in 10th Australian Joint Conference on Artifical Intelligence (AI 1997), Australasian Joint Conference on Artificial Intelligence 1997, Perth, WA, presented at Australasian Joint Conference on Artificial Intelligence 1997, Perth, WA, 30 November 1997 - 04 December 1997
    1997
    Palhang M; Sowmya A, 1997, 'Classfying Object by a Functional Learning System', in Jain R (ed.), 2nd International Conference on Visual Information Systems (VISUAL 1997), 2nd International Conference on Visual Information Systems (VISUAL`97), San Diego, Californa, USA, pp. 29 - 36, presented at 2nd International Conference on Visual Information Systems (VISUAL`97), San Diego, Californa, USA, 15 December 1997 - 17 December 1997
    1997
    Peters M; Sowmya A, 1996, 'Active vision and adaptive learning', in Intelligent Robots and Computer Vision XV: Algorithms, Techniques, Active Visiag, Boston, Massachusetts, pp. 413 - 424, presented at Intelligent Robots and Computer Vision XV: Algorithms, Techniques, Active Visiag, Boston, Massachusetts, 19 November 1996 - 21 November 1996
    1996
    Sowmya A; Palhang M, 1996, 'Automatic model building from images for multimedia systems', in Internationa Conference on Multimedia Modelling, Internationa Conference on Multimedia Modelling, Toulouse, France, presented at Internationa Conference on Multimedia Modelling, Toulouse, France, 12 November 1996 - 15 November 1996
    1996
    Palhang M; Sowmya A, 1996, 'Experiments with foil to induce spatial representations', in Workshop on Inducing Complex Representations, Workshop on Inducing Complex Representations, Cairns, Qld, presented at Workshop on Inducing Complex Representations, Cairns, Qld, 26 August 1996 - 30 August 1996
    1996
    Sowmya A; Bajaj S; Rahesh S, 1996, 'Design of distributed control for AUTOLAB', in 13th IFAC World Congress 2006, 13th IFAC World Congress 2006, San Francisco, California USA, presented at 13th IFAC World Congress 2006, San Francisco, California USA, 30 June 1996 - 05 July 1996
    1996
    Palhang M; Sowmya A, 1996, 'Learning object models from real images', in 1st International Conference on Visual Information Systems, 1st International Conference on Visual Information Systems, Melbourne, presented at 1st International Conference on Visual Information Systems, Melbourne, 05 February 1996 - 06 February 1996
    1996
    Bajaj S; Sowmya A; Ramesh S, 1995, 'Control design for autolab using the reactive paradigm', in International Workshop on Distributed Computer Control Systems, International Workshop on Distributed Computer Control Systems, Toulouse-Blagnac, France, presented at International Workshop on Distributed Computer Control Systems, Toulouse-Blagnac, France, 27 September 1995 - 29 September 1995
    1995
    Ahmed N; Sowmya A, 1994, 'AutoLab: a robotics solution for flexible laboratory automation', in Proceedings of SPIE - The International Society for Optical Engineering, pp. 205 - 214
    1994
    SOWMYA A, 1993, 'SPECIFICATION OF REAL-TIME JOB SCHEDULING SYSTEMS USING TIMED STATECHARTS', in Goodwin GC; Evans RJ (ed.), AUTOMATIC CONTROL - WORLD CONGRESS 1993, VOL 2, PERGAMON PRESS LTD, SYDNEY, AUSTRALIA, pp. 733 - 738, presented at 12th Triennial World Congress of the International-Federation-of-Automatic-Control, SYDNEY, AUSTRALIA, 18 July 1993 - 23 July 1993, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:A1994BB85P00162&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    1993
    SOWMYA A, 1992, 'A STATECHARTS-BASED SPECIFICATION AND VERIFICATION OF REAL-TIME JOB SCHEDULING SYSTEMS', in Boullart L; DeLaPuente JA (ed.), REAL-TIME PROGRAMMING (WRTP'92), PERGAMON PRESS LTD, BRUGES, BELGIUM, pp. 263 - 268, presented at IFAC Workshop on Real-Time Programming (WRTP 92), BRUGES, BELGIUM, 23 June 1992 - 26 June 1992, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:A1992BA06M00044&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    1992
    Sowmya A; Ahmed N, 1992, 'How to move in a corridor revisited', in WOLFE WJ; CHUN WH (ed.), Proceedings of SPIE - The International Society for Optical Engineering, SPIE - INT SOC OPTICAL ENGINEERING, BOSTON, MA, pp. 127 - 138, presented at CONF ON MOBILE ROBOTS 6, BOSTON, MA, 14 November 1991 - 15 November 1991, http://dx.doi.org/10.1117/12.135172
    1992
    Sowmya A, 1992, 'Real-time reactive model for mobile robot architecture', in Proceedings of SPIE - The International Society for Optical Engineering, pp. 713 - 721
    1992
    SOWMYA A, 1991, 'A REAL-TIME REACTIVE MODEL OF CONTROL OF AN AUTONOMOUS MOBILE ROBOT', in Fleming PJ; Jones DI (ed.), ALGORITHMS AND ARCHITECTURES FOR REAL-TIME CONTROL, PERGAMON PRESS LTD, BANGOR, WALES, pp. 63 - 68, presented at WORKSHOP ON ALGORITHMS AND ARCHITECTURE FOR REAL-TIME CONTROL, BANGOR, WALES, 11 September 1991 - 13 September 1991, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:A1992BX16G00010&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    1991
    SOWMYA A; RAMESH S, 1991, 'VERIFICATION OF TIMING PROPERTIES IN A STATECHARTS-BASED MODEL OF REAL-TIME REACTIVE SYSTEMS', in Kopetz H; Rodd MG (ed.), DISTRIBUTED COMPUTER CONTROL SYSTEMS 1991, PERGAMON PRESS LTD, SEMMERING, AUSTRIA, pp. 29 - 34, presented at 10TH WORKSHOP ON DISTRIBUTED COMPUTER CONTROL SYSTEMS, SEMMERING, AUSTRIA, 09 September 1991 - 11 September 1991, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:A1992BX16F00005&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    1991
    Rahardja A; Sowmya A; Wilson WH, 1991, 'Component versus holistic approach to facial expression formation and recognition of facial expressions in images', in Proceedings of the Conference on Neural Networks for Vision and Image Processing, Wang Institute, Boston University, Boston, pp. 56 - 57, presented at Conference on Neural Networks for Vision and Image Processing, Boston University
    1991
    Rahardja A; Sowmya A; Wilson WH, 1991, 'A neural network approach to component versus holistic recognition of facial expressions in images', in Proceedings of SPIE Symposium on Intelligent Robots and Computer Vision X: Algorithms and Techniques, SPIE Proceedings Vol. 1607, Boston MA, pp. 62 - 70, presented at SPIE Symposium on Intelligent Robots and Computer Vision, Boston MA
    1991
    Reports
    add
    Aldausari N; Sowmya A; Marcus N; Mohammadi G, 2020, Video Generative Adversarial Networks: A Review
    2020
    Book Chapters
    add
    Trinder JC; Sowmya A, 2009, 'Towards automation of information extraction from aerial and satellite images', in Li D; Shan J; Gong J (ed.), Geospatial technology for Earth Observation, Springer, New York, pp. 289 - 328, http://dx.doi.org/10.1007/978-1-4419-0050-0_11
    2009
    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), edn. Original, Birkhauser Verlag, Basel, Switzerland, pp. 257 - 266
    1997
    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), edn. Original, Birkhauser Verlag, Basel, Switzerland, pp. 257 - 266
    1997
    Sowmya A, 1995, 'A cognitive approach to autonomous mobile robot development', in Perspectives on cognitive science: theories, experiments, and foundations, edn. Original, Ablex Publishing Corporation, Norwood, New Jersey, pp. 181 - 187
    1995
    Books
    add
    2002, Proceedings of the ICML-2002 Workshop on Machine Learning in Computer Vision, Sowmya A; Zrimec T, (ed.), University of New South Wales, Sydney
    2002
    2001, Distributed computer control systems 2000, Sowmya A; Park J, (ed.), Los Alimitos, Los Alimitos
    2001
    • ARC Postgraduate Council Research Supervisor Award, 2019
    • Best Student Paper award, M. Gibson, D. Kaushik, A. Sowmya, Robust CNNs for detecting collapsed buildings with crowd-sourced data, Joint Urban Remote Sensing Event  JURSE 2019, Vannes France, May 22-24, 2019
    • Urban Prediction contest winner, JURSE 2019, Joint Urban Remote Sensing Event), May 2019, Vannes, France, Matthew Gibson, supervised by Sowmya
    • Invited Talk, DICTA 2018, Canberra Dec 11-13, 2018.
    • Highly commended Poster at FoE Postgraduate Research Symposium 2018, Manna Elizabeth Philip, supervised by Sowmya
    • FoE Women in Engineering Top-up scholarship, Priyanka Rana, PhD student jointly supervised by Sowmya, 2019-2022;
    • FoE Women in Engineering Top-up scholarship, Annette Spooner, PhD student under Sowmya’s supervision, 2018-2020 (awarded in July 2018)
    • Westpac Cadetship, 2018-21, Arathy Satheeshbabu, supervised by Sowmya
    • Westpac Cadetship, 2017-20, Upul Senayake, supervised by Sowmya
    • Faculty Writing Fellowship, Nov-Feb 2016, Banafsheh Pazokifard, supervised by Sowmya
    • 3M PhD Career Development Scholarship, Anastasia Levenkova, 2016, supervised by Sowmya
    • FoE Women in Engineering Top-up scholarship, Jing Ke, PhD student under Sowmya’ supervision, 2014-2016
    • Shortlisted for Best Student Paper Award, P. Anderson, Y. Yusmanthia, B. Hengst, and A. Sowmya, Robot Localisation Using Natural Landmarks, RoboCup Symposium 2012, Mexico City, Jun 18-24, 2012.
    • Runner-up in Dean’s Postgraduate Award for Research Excellence, 2008, K. Avnit, PhD candidate supervised by Sowmya
    • CISRA prize in 2007 for student project for EyeUI project, Shihab Hamid and Sunny Leung, students of COMP 9517 Computer Vision 2007, taught by Sowmya
    • Malcolm Chaikin Award for best PhD thesis in Faculty of Engineering for 2007, N. Yager, ``Hierarchical Fingerprint Verification'', 2007, jointly supervised by Sowmya
    • Shortlisted for Best Paper Award, P. Roop, A. Sowmya and S. Ramesh, Automatic Component Matching using Forced Simulation. Proc. 13th International Conference on VLSI Design, Calcutta, India, Jan 2000, IEEE Computer Society Press.
    • Best Student Paper Award, Peters, M. and Sowmya, A., A Real-time Variable Sampling Technique: DIEM, International Conference on Pattern Recognition, IEEE, Brisbane, Australia, 17-20 August, 1998.

    •  

      Big Picture Medical Pty Ltd, The University of Adelaide , Menicon Australia Pty Ltd , University of NSW, Brien Holden Vision Institute,  AI diagnostic tool to improve optometry accuracy at the point-of-care, Cooperative Research Centres Projects Round 8, ~6 million (cash), 2020-2022
    • Laffan, Cassis,…Sowmya, Invertebrate conservation in the North East Forests of New South Wales, Dept of Agriculture, Water and the Environment under the Wildfire and Habitat Bushfire Recovery Program, Tranche 2. Total budget $858,931, 2020-2021.
    • Hameiri, Trupke, Sowmya, Lower PV cost by a combination of luminescence images and machine-learning, Australian Renewable Energy Agency (ARENA), Research and Development Progra
    • m Round 5: Addressing solar PV end-of-life issues and lowering the cost of solar PV, Industry Partners BT Imaging and Jinko Solar, $1,000,224 ($694,224 from ARENA), Sept 2020-Sept 2022
    • Vafaee, Lovell, Valdes Mora, Gallego-Ortega, Sowmya, Fast and scalable denoising, imputation and integration of single cell multi-omics with signal processing based analyses, UNSW Cellular Genomics Futures Institute, UNSW Sydney,  Inter-disciplinary funding scheme, AUD 100,000 (2020)
    • Larsen, Large, Sowmya, Baker, Song, Samarasinghe, CCTV analysis of a suicide hotspot –dentifying behaviours prior to suicide, SPRF Innovation Grant, AUD 97,255 (2019)
    • Jasgo R&D Pty Ltd, University of New South Wales (Sowmya, Cassis, Gibson), Amalgamated Holdings Ltd, Blue Ocean Equities Pty Limited, Artificial Intelligence System for Rapid Diagnostics of Disease Causing Mites and Insects, Cooperative Research Centres Projects Round 6,  AUD 2,951,126 (cash) 2019-2022  
    • Hameiri, Trupke, Sowmya, Cheaper PV energy using photoluminescence and a novel multi-method approach UNSW Goldstar award, 2019 AUD 40,000
    • Sowmya, Cassis, Deep Learning for Detection of House Dust Mites from Imagery TechVoucher scheme, NSW Department of Industry’s $18 million Boosting Business Innovation Program (BBIP) AUD 30,000 (2018-19)
    • Cassis, Sowmya, Development of HDM identification prototype Stage 2, Jasgo R&D Pty Ltd AUD 264K (2018-19)
    • Iyer, Sowmya, Blair, White, DeepLOOP: Deep Learning technologies to screen Radiology Films for Osteoporosis, PoWH Foundation grant AUD 60,000 (2018-20)
    • Holloway, Sowmya, Vinod, Dowling, Learning from and Improving target volume delineation in radiotherapy,  UNSW Biomedical Engineering Seed Fund AUD 443,588 (2018-2020)  
    • Cassis, Sowmya, Allergy Bug Project, Jasgo R&D Pty Ltd AUD 189K (2017)
    • Sowmya, Mateus Unified Framework for Medical Image Analysis for Prostate Cancer University of New South Wales/Go8 - Germany Joint Research Cooperation Scheme AUD 25,000 (2016-17)
    • Goldsmith, Sowmya, Butcher, Advancing Genocide Forecasting: New Definition, Methods, and Forecasts ARC DP AUD 285,000 (2016-18)
    • Roe, Sowmya, Jones, Professional Practicum  including programs such as: Social entrepreneur practicum for business students, Short Term Practicum for Engineering, Medical Clerkship Practicum New Colombo Plan 2016 mobility projects, Dept of Foreign Affairs and Trade AUD 198,000 (2016-18)
    • Kanhere, Sowmya, Hollick, Preserving Privacy in a Camera-Rich World Cyber Security Research Funding, UNSW AUD 55,000 (2015)

    Computer Vision; Medical Imaging; Remotely sensed image analysis

    My teaching portfolio is increasingly aligned with my research interests. I initiated the teaching of Computer Vision as a higher level elective and postgraduate course in the early 2000's, and have been solely responsible for it for a long time. The course has undergone many revisions in line with research and industry developments and student interest. The course is now a popular elective for Computer SCience and Engineering undergraduates and postgraduates, with interest also from other Engineering schools. We now have a strong teaching team and the course continues to  grow.

    During 2011-2015, I was responsible for the Research Methods in Engineering course taken by all Faculty of Engineering research students in their first year. I have also taught second and third year core Computer Science and Engineering courses over the years.