Select Publications

Books

Sowmya A;Zrimec T, (eds.), 2002, Proceedings of the ICML-2002 Workshop on Machine Learning in Computer Vision, Original, University of New South Wales, Sydney

Sowmya A;Park J, (eds.), 2001, Distributed computer control systems 2000, Original, Los Alimitos, Los Alimitos

Book Chapters

Trinder J, 2009, 'Towards automation of information extraction from aerial and satellite images', in Geospatial Technology for Earth Observation, pp. 289 - 327, http://dx.doi.org/10.1007/978-1-4419-0050-0_11

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

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

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

Journal articles

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

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

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

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

Pazokifard B;Sowmya A;Moses D, 2014, 'Automatic patient-customised 3D reconstruction of human costal cartilage from lung MDCT dataset', International Journal of Computer Assisted Radiology and Surgery, http://dx.doi.org/10.1007/s11548-014-1086-9

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

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

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

Zhou J;Wang J;Semenovich D;Sowmya A, 2013, 'Dictionary learning framework for fabric defect detection', Journal of the Textile Institute, http://dx.doi.org/10.1080/00405000.2013.836784

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

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

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

Prasad M;Sowmya A;Wilson P, 2009, '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

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 (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 5702 LNCS, pp. 663 - 671, http://dx.doi.org/10.1007/978-3-642-03767-2_81

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

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

Prasad M;Sowmya A, 2008, 'Multi-level classification of emphysema in HRCT lung images using delegated classifiers.', Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention, vol. 11, pp. 59 - 66

Prasad M;Sowmya A;Wilson P, 2008, 'Automatic detection of bronchial dilatation in HRCT lung images', Journal of Digital Imaging, vol. 21, http://dx.doi.org/10.1007/s10278-008-9113-4

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

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

D'silva V;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

Bourke T;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

Rudrapatna M;Van M;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

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

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

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

Roop PS;Sowmya A;Ramesh S;Guo HF, 2004, 'Tabled logic programming based IP matching tool using forced simulation', IEE Proceedings: Computers and Digital Techniques, vol. 151, pp. 199 - 208, http://dx.doi.org/10.1049/ip-cdt:20040502

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

Sowmya A;Trinder J, 2000, 'Modelling and representation issues in automated feature extraction from aerial and satellite images', ISPRS Journal of Photogrammetry and Remote Sensing, vol. 55, pp. 34 - 47, http://dx.doi.org/10.1016/S0924-2716(99)00040-4

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;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

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

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

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

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

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

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

Conference Papers

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, pp. 151 - 154, http://dx.doi.org/10.1145/3019612.3019857

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, http://dx.doi.org/10.1117/12.2253980

Ke J;Bednarz T;Sowmya A, 2017, 'Optimized GPU implementation for dynamic programming in image data processing', in 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016, http://dx.doi.org/10.1109/PCCC.2016.7820646

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), 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 - 26 February 2017, http://dx.doi.org/10.5220/0006246306550662

Hosseini M;Sowmya A;Bednarz T, 2016, 'Interactive Chan-Vese approach with random walk for medical images segmentation', in BIOIMAGING 2016 - 3rd International Conference on Bioimaging, Proceedings; Part of 9th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2016, pp. 63 - 70

Zong K;Sowmya A;Trinder J, 2016, '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, http://dx.doi.org/10.1109/DICTA.2015.7371244

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 - 25 June 2016, http://dx.doi.org/10.1007/s11548-016-1412-5


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