Select Publications

Conference Papers

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

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, Bled, Slovenia, pp. 8 - 19, presented at ICML 99 Workshop on Learning in Vision, Bled, Slovenia, 30 June 1999

Palhang M; Sowmya A, 1999, 'Learning Discriminatory and Descriptive Rules by an Inductive Logic Programming System', in 16th International Conference Machine Learning, Bled, Slovenia, presented at 16th International Conference Machine Learning, Bled, Slovenia, 27 June 1999 - 30 June 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, 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

Palhang M; Sowmya A, 1999, 'Feature Extraction: Issues, New Features, and Symbolic Representation', in 3rd International Conference on Visual Information Systems, Amsterdam, Netherlands, presented at 3rd International Conference on Visual Information Systems, Amsterdam, Netherlands, 02 June 1999 - 04 June 1999

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, 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

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, 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

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, ITALY, COMO, pp. 91 - 98, presented at 15th IFAC Workshop on Distributed Computer Control Systems, ITALY, COMO, 09 September 1998 - 11 September 1998, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000084434700015&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

Peters MW; Sowmya A, 1998, 'A Real-time Variable Sampling Technique: DIEM', in International Conference on Pattern Recognition, Brisbane, Qld, presented at International Conference on Pattern Recognition 1998, Brisbane, Qld, 16 August 1998 - 20 August 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, 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

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

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, presented at 10th Euromicro Workshop on Real-Time Systems, Berlin, Germany, 17 June 1998 - 19 June 1998

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), 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

Palhang M; Sowmya A, 1997, 'Two Stage Learning, Two Stage Recognition', in 10th Australian Joint Conference on Artifical Intelligence (AI 1997), Perth, WA, presented at Australasian Joint Conference on Artificial Intelligence 1997, Perth, WA, 30 November 1997 - 04 December 1997

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, 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

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, 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

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), Newcastle, NSW, presented at 4th Annual Australasian Conference on Parallel and Real-Time Systems (PART` 97), Newcastle, NSW, 20 September 1997 - 30 September 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, SOUTH KOREA, SEOUL, pp. 29 - 37, presented at 14th IFAC Workshop on Distributed Computer Control Systems (DCCS 97), SOUTH KOREA, SEOUL, 28 July 1997 - 30 July 1997, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000080057600005&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

Roop PS; Sowmya A, 1997, 'CFSMcharts: A New Language for Microprocessor Based System Design', in Proceedings of the VLSI Design Conferences, Chennai (Madras), India, presented at 11th International Conference on VLSI Design 1998, Chennai (Madras), India, 04 January 1997 - 07 January 1997

Peters M; Sowmya A, 1996, 'Active vision and adaptive learning', in Intelligent Robots and Computer Vision XV: Algorithms, Techniques, Active Visiag, Boston, Massachusetts, presented at Intelligent Robots and Computer Vision XV: Algorithms, Techniques, Active Visiag, Boston, Massachusetts, 19 November 1996 - 21 November 1996

Sowmya A; Palhang M, 1996, 'Automatic model building from images for multimedia systems', in Internationa Conference on Multimedia Modelling, Toulouse, France, presented at Internationa Conference on Multimedia Modelling, Toulouse, France, 12 November 1996 - 15 November 1996

Palhang M; Sowmya A, 1996, 'Experiments with foil to induce spatial representations', in Workshop on Inducing Complex Representations, Cairns, Qld, presented at Workshop on Inducing Complex Representations, Cairns, Qld, 26 August 1996 - 30 August 1996

Sowmya A; Bajaj S; Rahesh S, 1996, 'Design of distributed control for AUTOLAB', in 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

Palhang M; Sowmya A, 1996, 'Learning object models from real images', in 1st International Conference on Visual Information Systems, Melbourne, presented at 1st International Conference on Visual Information Systems, Melbourne, 05 February 1996 - 06 February 1996

Bajaj S; Sowmya A; Ramesh S, 1995, 'Control design for autolab using the reactive paradigm', in 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

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

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, AUSTRALIA, SYDNEY, pp. 733 - 738, presented at 12th Triennial World Congress of the International-Federation-of-Automatic-Control, AUSTRALIA, SYDNEY, 18 July 1993 - 23 July 1993, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:A1994BB85P00162&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

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, BELGIUM, BRUGES, pp. 263 - 268, presented at IFAC Workshop on Real-Time Programming (WRTP 92), BELGIUM, BRUGES, 23 June 1992 - 26 June 1992, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:A1992BA06M00044&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

Sowmya A; Ahmed N, 1992, 'How to move in a corridor revisited', in Proceedings of SPIE - The International Society for Optical Engineering, pp. 127 - 138, http://dx.doi.org/10.1117/12.135172

Sowmya A, 1992, 'Real-time reactive model for mobile robot architecture', in Proceedings of SPIE - The International Society for Optical Engineering, pp. 713 - 721

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, WALES, BANGOR, pp. 63 - 68, presented at WORKSHOP ON ALGORITHMS AND ARCHITECTURE FOR REAL-TIME CONTROL, WALES, BANGOR, 11 September 1991 - 13 September 1991, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:A1992BX16G00010&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

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, AUSTRIA, SEMMERING, pp. 29 - 34, presented at 10TH WORKSHOP ON DISTRIBUTED COMPUTER CONTROL SYSTEMS, AUSTRIA, SEMMERING, 09 September 1991 - 11 September 1991, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:A1992BX16F00005&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

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

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

Rudrapatna M; Sowmya A; Wilson P, 'Automatic detection of hilum and parenchymal bands on HRCT lung images', in IEEE Conference on Cybernetics and Intelligent Systems, 2004., IEEE, pp. 769 - 774, presented at IEEE Conference on Cybernetics and Intelligent Systems, 2004., http://dx.doi.org/10.1109/iccis.2004.1460685

Reports

Aldausari N; Sowmya A; Marcus N; Mohammadi G, 2020, Video Generative Adversarial Networks: A Review

Working Papers

Rana P; Sowmya A; Meijering E; Song Y, 2020, Estimation of Three-Dimensional Chromatin Morphology for Nuclear Classification and Characterisation, http://dx.doi.org10.1101/2020.07.29.226498

Preprints

Spooner A; Moridani MK; Safarchi A; Maher S; Vafaee F; Zekry A; Sowmya A, 2024, Multi-omics data integration for early diagnosis of hepatocellular carcinoma (HCC) using machine learning, http://arxiv.org/abs/2409.13791v1

Javed S; Khan TM; Qayyum A; Sowmya A; Razzak I, 2024, Region Guided Attention Network for Retinal Vessel Segmentation, http://dx.doi.org/10.48550/arxiv.2407.18970

Javed S; Khan TM; Qayyum A; Alinejad-Rokny H; Sowmya A; Razzak I, 2024, Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images, http://dx.doi.org/10.48550/arxiv.2405.17520

Mondol RK; Millar EKA; Sowmya A; Meijering E, 2024, MM-SurvNet: Deep Learning-Based Survival Risk Stratification in Breast Cancer Through Multimodal Data Fusion, http://arxiv.org/abs/2402.11788v1

Mondol RK; Millar EKA; Sowmya A; Meijering E, 2024, BioFusionNet: Deep Learning-Based Survival Risk Stratification in ER+ Breast Cancer Through Multifeature and Multimodal Data Fusion, http://dx.doi.org/10.1109/JBHI.2024.3418341

Singh S; Stevenson G; Mein B; Welsh A; Sowmya A, 2024, Automatic 3D Multi-modal Ultrasound Segmentation of Human Placenta using Fusion Strategies and Deep Learning, http://arxiv.org/abs/2401.09638v1

Zhang S; Gharleghi R; Singh S; Sowmya A; Beier S, 2023, Assessing Encoder-Decoder Architectures for Robust Coronary Artery Segmentation, http://arxiv.org/abs/2310.10002v1

Rahman MA; Singh S; Shanmugalingam K; Iyer S; Blair A; Ravindran P; Sowmya A, 2023, Attention and Pooling based Sigmoid Colon Segmentation in 3D CT images, http://arxiv.org/abs/2309.13872v1

Canepa L; Singh S; Sowmya A, 2023, Visual Question Answering in the Medical Domain, http://arxiv.org/abs/2309.11080v1

Li J; Zhou Z; Yang J; Pepe A; Gsaxner C; Luijten G; Qu C; Zhang T; Chen X; Li W; Wodzinski M; Friedrich P; Xie K; Jin Y; Ambigapathy N; Nasca E; Solak N; Melito GM; Vu VD; Memon AR; Schlachta C; De Ribaupierre S; Patel R; Eagleson R; Chen X; Mächler H; Kirschke JS; de la Rosa E; Christ PF; Li HB; Ellis DG; Aizenberg MR; Gatidis S; Küstner T; Shusharina N; Heller N; Andrearczyk V; Depeursinge A; Hatt M; Sekuboyina A; Löffler M; Liebl H; Dorent R; Vercauteren T; Shapey J; Kujawa A; Cornelissen S; Langenhuizen P; Ben-Hamadou A; Rekik A; Pujades S; Boyer E; Bolelli F; Grana C; Lumetti L; Salehi H; Ma J; Zhang Y; Gharleghi R; Beier S; Sowmya A; Garza-Villarreal EA; Balducci T; Angeles-Valdez D; Souza R; Rittner L; Frayne R; Ji Y; Ferrari V; Chatterjee S; Dubost F; Schreiber S; Mattern H; Speck O; Haehn D; John C; Nürnberger A; Pedrosa J; Ferreira C; Aresta G; Cunha A; Campilho A; Suter Y; Garcia J; Lalande A; Vandenbossche V; Van Oevelen A; Duquesne K; Mekhzoum H; Vandemeulebroucke J; Audenaert E; Krebs C; van Leeuwen T; Vereecke E; Heidemeyer H; Röhrig R; Hölzle F; Badeli V; Krieger K; Gunzer M; Chen J; van Meegdenburg T; Dada A; Balzer M; Fragemann J; Jonske F; Rempe M; Malorodov S; Bahnsen FH; Seibold C; Jaus A; Marinov Z; Jaeger PF; Stiefelhagen R; Santos AS; Lindo M; Ferreira A; Alves V; Kamp M; Abourayya A; Nensa F; Hörst F; Brehmer A; Heine L; Hanusrichter Y; Weßling M; Dudda M; Podleska LE; Fink MA; Keyl J; Tserpes K; Kim M-S; Elhabian S; Lamecker H; Zukić D; Paniagua B; Wachinger C; Urschler M; Duong L; Wasserthal J; Hoyer PF; Basu O; Maal T; Witjes MJH; Schiele G; Chang T-C; Ahmadi S-A; Luo P; Menze B; Reyes M; Deserno TM; Davatzikos C; Puladi B; Fua P; Yuille AL; Kleesiek J; Egger J, 2023, MedShapeNet -- A Large-Scale Dataset of 3D Medical Shapes for Computer Vision, http://dx.doi.org/10.48550/arxiv.2308.16139

Mondol RK; Millar EKA; Graham PH; Browne L; Sowmya A; Meijering E, 2023, hist2RNA: An efficient deep learning architecture to predict gene expression from breast cancer histopathology images, http://dx.doi.org/10.3390/cancers15092569

de Belen RA; Eapen V; Bednarz T; Sowmya A, 2023, Using visual attention estimation on videos for automated prediction of autism spectrum disorder and symptom severity in preschool children, http://dx.doi.org/10.1101/2023.06.13.23286416

Gharleghi R; Adikari D; Ellenberger K; Webster M; Ellis C; Sowmya A; Ooi S-Y; Beier S, 2022, Computed tomography coronary angiogram images, annotations and associated data of normal and diseased arteries, http://dx.doi.org/10.48550/arxiv.2211.01859


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