By Professor Arcot Sowmya

Books

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

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

Book Chapters

Wu H; Singh S; Gharleghi R; Sowmya A; Beier S, 2026, 'Enhanced Coronary Artery Segmentation in CTCA Using Bridging Centreline Integration', in , pp. 266 - 278, http://dx.doi.org/10.1007/978-3-031-98694-9_19

Javed S; Meijering E; Sowmya A; Razzak I, 2026, 'Multiscale Recursive Graph Transformer for Retinal Vessel Segmentation', in , pp. 176 - 187, http://dx.doi.org/10.1007/978-981-95-4100-3_13

Xu H; Sowmya A; Katz I; Wang D, 2026, 'UniMRG: Refining Medical Semantic Understanding Across Modalities via LLM-Orchestrated Synergistic Evolution', in , pp. 636 - 646, http://dx.doi.org/10.1007/978-3-032-04971-1_60

Rahman MA; Singh S; Iyer S; Blair A; Kim TJ; Ravindran P; Sowmya A, 2025, 'Sigmoid Colon Localisation for Acute Diverticulitis Disease Using Sigloc 3D Convolution Neural Network', in , pp. 230 - 245, http://dx.doi.org/10.1007/978-981-96-3863-5_22

Xu H; Wang D; Sowmya A; Katz I, 2023, 'Detection of Basal Cell Carcinoma in Whole Slide Images', in , pp. 263 - 272, http://dx.doi.org/10.1007/978-3-031-43987-2_26

Li X; de Belen RA; Sowmya A; Onie S; Larsen M, 2023, 'Region-Based Trajectory Analysis for Abnormal Behaviour Detection: A Trial Study for Suicide Detection and Prevention', in , pp. 178 - 192, http://dx.doi.org/10.1007/978-3-031-37660-3_13

Ghaffari M; Sowmya A; Oliver R, 2021, 'Automated Brain Tumour Segmentation Using Cascaded 3D Densely-Connected U-Net', in Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, pp. 481 - 491, http://dx.doi.org/10.1007/978-3-030-72084-1_43

Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2018, 'A Refined MISD Algorithm Based on Gaussian Process Regression', in Advances in Knowledge Discovery and Data Mining, Springer Nature, pp. 584 - 596, http://dx.doi.org/10.1007/978-3-319-93037-4_46

, 2016, '- Incremental Engineering of Lung Segmentation Systems', in Lung Imaging and Computer Aided Diagnosis, CRC Press, pp. 30 - 63, http://dx.doi.org/10.1201/b11106-5

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

Trinder JC; Wang Y; Sowmya A; Palhang M, 1997, 'Artificial Intelligence in 3D Feature Extraction', in Automatic Extraction of Man-Made Objects from Aerial and Space Images (II), Birkhauser Verlag, Basel, Switzerland, pp. 257 - 266

Trinder JC; Wang Y; Sowmya A; Palhang M, 1997, 'Artificial Intelligence Methods in 3D Feature Extraction', in Automatic Extraction of Man-Made Objects from Aerial and Space Images (II), Birkhauser Verlag, Basel, Switzerland, pp. 257 - 266

Palhang M; Sowmya A, 1997, 'Automatic acquisition of object models by relational learning', in Lecture Notes in Computer Science, Springer Berlin Heidelberg, pp. 239 - 258, http://dx.doi.org/10.1007/3-540-63636-6_14

Sowmya A, 1995, 'A cognitive approach to autonomous mobile robot development', in Perspectives on cognitive science: theories, experiments, and foundations, Ablex Publishing Corporation, Norwood, New Jersey, pp. 181 - 187

SOWMYA A, 1995, 'COMPARING RTL AND FNLOG- TIMING PROPERTIES IN REAL-TIME SYSTEMS', in Distributed Computer Control Systems 1994, Elsevier, pp. 107 - 111, http://dx.doi.org/10.1016/b978-0-08-042237-4.50023-8

BAJAJ S; SOWMYA A; RAMESH S; AHMED N, 1995, 'CONTROL DESIGN FOR AUTOLAB USING THE REACTIVE PARADIGM', in Distributed Computer Control Systems 1995, Elsevier, pp. 165 - 170, http://dx.doi.org/10.1016/b978-0-08-042593-1.50032-8

Sowmya A, 1992, 'A STATECHARTS-BASED SPECIFICATION AND VERIFICATION OF REAL-TIME JOB SCHEDULING SYSTEMS', in Real-Time Programming 1992, Elsevier, pp. 263 - 268, http://dx.doi.org/10.1016/b978-0-08-041894-0.50047-2

Journal articles

Wang Y; Chen Z; Wang J; Shang P; Sowmya A; Sun C, 2025, 'Printed Circuit Board Defect Detection Based on Lightweight Deep Learning Fusion Model', Sensors, 25, pp. 7403 - 7403, http://dx.doi.org/10.3390/s25247403

Song J; Sowmya A; Zhang W; Sun C, 2025, 'Efficient transformer with compressed-attention for stereo image super-resolution', Knowledge Based Systems, 331, http://dx.doi.org/10.1016/j.knosys.2025.114844

Spooner A; Mohammadi G; Sachdev PS; Brodaty H; Sowmya A, 2025, 'Identifying risk factors for Alzheimer’s disease from multivariate longitudinal clinical data using temporal pattern mining', BMC Bioinformatics, 26, http://dx.doi.org/10.1186/s12859-024-06018-8

Alam MS; Meijering E; Wang D; Sowmya A, 2025, 'Multiscale attention generative adversarial networks for lesion synthesis in chest X-ray images', Scientific Reports, 15, http://dx.doi.org/10.1038/s41598-025-26628-3

Hasan MM; Phu J; Wang H; Sowmya A; Kalloniatis M; Meijering E, 2025, 'OCT-based diagnosis of glaucoma and glaucoma stages using explainable machine learning', Scientific Reports, 15, http://dx.doi.org/10.1038/s41598-025-87219-w

Hasan MM; Phu J; Wang H; Sowmya A; Meijering E; Kalloniatis M, 2025, 'Predicting visual field global and local parameters from OCT measurements using explainable machine learning', Scientific Reports, 15, http://dx.doi.org/10.1038/s41598-025-89557-1

Song J; Sowmya A; Sun C, 2025, 'Efficient frequency feature aggregation transformer for image super-resolution', Pattern Recognition, 167, http://dx.doi.org/10.1016/j.patcog.2025.111735

Mondol RK; Millar EKA; Graham PH; Browne L; Sowmya A; Meijering E, 2025, 'GRAPHITE: Graph-based interpretable tissue examination for enhanced explainability in breast cancer histopathology', Computers in Biology and Medicine, 197, http://dx.doi.org/10.1016/j.compbiomed.2025.111106

Zhang S; Gharleghi R; Singh S; Moses D; Adikari D; Sowmya A; Beier S, 2025, 'LWT-ARTERY-LABEL: A Lightweight Framework for Automated Coronary Artery Identification', Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual International Conference, 2025, pp. 1 - 5, http://dx.doi.org/10.1109/EMBC58623.2025.11253511

Song J; Liu K; Sowmya A; Sun C, 2025, 'Universal phase retrieval transformer for single-pattern structured light three-dimensional imaging', Optics and Lasers in Engineering, 188, http://dx.doi.org/10.1016/j.optlaseng.2025.108903

Spooner A; Moridani MK; Toplis B; Behary J; Safarchi A; Maher S; Vafaee F; Zekry A; Sowmya A, 2025, 'Benchmarking ensemble machine learning algorithms for multi-class, multi-omics data integration in clinical outcome prediction', Briefings in Bioinformatics, 26, http://dx.doi.org/10.1093/bib/bbaf116

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 MT; 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, 2025, 'MedShapeNet - a large-scale dataset of 3D medical shapes for computer vision', Biomedizinische Technik, 70, pp. 71 - 90, http://dx.doi.org/10.1515/bmt-2024-0396

Hassanzadeh T; Sachdev S; Wen W; Sachdev PS; Sowmya A, 2025, 'A robust deep learning framework for cerebral microbleeds recognition in GRE and SWI MRI', Neuroimage Clinical, 48, http://dx.doi.org/10.1016/j.nicl.2025.103873

Zhang S; Gharleghi R; Singh S; Shen C; Adikari D; Zhang M; Moses D; Vickers D; Sowmya A; Beier S, 2025, 'Optimising Generalisable Deep Learning Models for CT Coronary Segmentation: A Multifactorial Evaluation', Journal of Imaging Informatics in Medicine, http://dx.doi.org/10.1007/s10278-025-01677-2

Alam MS; Wang D; Arzhaeva Y; Ende JA; Kao J; Silverstone L; Yates D; Salvado O; Sowmya A, 2024, 'Attention-based multi-residual network for lung segmentation in diseased lungs with custom data augmentation', Scientific Reports, 14, http://dx.doi.org/10.1038/s41598-024-79494-w

Alam MS; Wang D; Sowmya A, 2024, 'DLA-Net: dual lesion attention network for classification of pneumoconiosis using chest X-ray images', Scientific Reports, 14, http://dx.doi.org/10.1038/s41598-024-61024-3

Song J; Sowmya A; Kato J; Sun C, 2024, 'Efficient masked feature and group attention network for stereo image super-resolution', Image and Vision Computing, 151, http://dx.doi.org/10.1016/j.imavis.2024.105252

Chu Z; Singh S; Sowmya A, 2024, 'Robust Automated Tumour Segmentation Network Using 3D Direction-Wise Convolution and Transformer', Journal of Imaging Informatics in Medicine, 37, pp. 2444 - 2453, http://dx.doi.org/10.1007/s10278-024-01131-9

Alam MS; Wang D; Sowmya A, 2024, 'AMFP-net: Adaptive multi-scale feature pyramid network for diagnosis of pneumoconiosis from chest X-ray images', Artificial Intelligence in Medicine, 154, http://dx.doi.org/10.1016/j.artmed.2024.102917

Iqbal MZ; Razzak I; Qayyum A; Nguyen TT; Tanveer M; Sowmya A, 2024, 'Hybrid unsupervised paradigm based deformable image fusion for 4D CT lung image modality', Information Fusion, 102, http://dx.doi.org/10.1016/j.inffus.2023.102061

de Belen RAJ; Eapen V; Bednarz T; Sowmya A, 2024, 'Using visual attention estimation on videos for automated prediction of autism spectrum disorder and symptom severity in preschool children', Plos One, 19, http://dx.doi.org/10.1371/journal.pone.0282818

Hasan MM; Phu J; Sowmya A; Meijering E; Kalloniatis M, 2024, 'Artificial intelligence in the diagnosis of glaucoma and neurodegenerative diseases', Clinical and Experimental Optometry, 107, pp. 130 - 146, http://dx.doi.org/10.1080/08164622.2023.2235346

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', IEEE Journal of Biomedical and Health Informatics, 28, pp. 5290 - 5302, http://dx.doi.org/10.1109/JBHI.2024.3418341

Song J; Sowmya A; Sun C, 2024, 'Efficient Hybrid Feature Interaction Network for Stereo Image Super-Resolution', IEEE Transactions on Multimedia, 26, pp. 10094 - 10105, http://dx.doi.org/10.1109/TMM.2024.3405626

Gharleghi R; Adikari D; Ellenberger K; Webster M; Ellis C; Sowmya A; Ooi S; Beier S, 2023, 'Annotated computed tomography coronary angiogram images and associated data of normal and diseased arteries', Scientific Data, 10, http://dx.doi.org/10.1038/s41597-023-02016-2

Spooner A; Mohammadi G; Sachdev PS; Brodaty H; Sowmya A, 2023, 'Ensemble feature selection with data-driven thresholding for Alzheimer's disease biomarker discovery', BMC Bioinformatics, 24, http://dx.doi.org/10.1186/s12859-022-05132-9

de Belen RA; Pincham H; Hodge A; Silove N; Sowmya A; Bednarz T; Eapen V, 2023, 'Eye-tracking correlates of response to joint attention in preschool children with autism spectrum disorder', BMC Psychiatry, 23, http://dx.doi.org/10.1186/s12888-023-04585-3

Singh S; Hoque S; Zekry A; Sowmya A, 2023, 'Radiological Diagnosis of Chronic Liver Disease and Hepatocellular Carcinoma: A Review', Journal of Medical Systems, 47, http://dx.doi.org/10.1007/s10916-023-01968-7

Alam MS; Wang D; Liao Q; Sowmya A, 2023, 'A Multi-Scale Context Aware Attention Model for Medical Image Segmentation', IEEE Journal of Biomedical and Health Informatics, 27, pp. 3731 - 3739, http://dx.doi.org/10.1109/JBHI.2022.3227540

Abdullah-Vetter Z; Dwivedi P; Buratti Y; Sowmya A; Trupke T; Hameiri Z, 2023, 'Advanced analysis of internal quantum efficiency measurements using machine learning', Progress in Photovoltaics Research and Applications, 31, pp. 790 - 802, http://dx.doi.org/10.1002/pip.3683

Shen Y; Sowmya A; Luo Y; Liang X; Shen D; Ke J, 2023, 'A Federated Learning System for Histopathology Image Analysis With an Orchestral Stain-Normalization GAN', IEEE Transactions on Medical Imaging, 42, pp. 1969 - 1981, http://dx.doi.org/10.1109/TMI.2022.3221724

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