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 Visual Information Systems, Springer Nature, 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

Hasan MM; Phu J; Wang H; Kalloniatis M; Sowmya A; Meijering E, 2026, 'Multiple attention based deep multimodal fusion network for glaucoma and neurodegenerative disease diagnosis', Scientific Reports, 16, http://dx.doi.org/10.1038/s41598-026-46855-6

Hasan MM; Phu J; Wang H; Kalloniatis M; Meijering E; Sowmya A, 2026, 'OCT-based optic neuropathy diagnosis using explainable and privacy-preserving machine learning', Scientific Reports, 16, http://dx.doi.org/10.1038/s41598-026-53687-x

Hafeez H; Iyer S; Sowmya A; Plested J; Garratt M, 2026, 'Object detection and tracking in 360 degree omnidirectional images: A review', Neurocomputing, 700, http://dx.doi.org/10.1016/j.neucom.2026.134434

Wang Y; Ren J; Sun C; Sowmya A; Li C; Zhang W, 2026, 'MSSFFE-Net: a fine-grained object recognition network based on multi-scale spatial-frequency domain feature enhancement', Complex & Intelligent Systems, http://dx.doi.org/10.1007/s40747-026-02445-7

Wang S; Ren J; Sun C; Sowmya A; Li C; Zhang W, 2026, 'AAGDD-FC: adaptive anisotropic Gaussian directional derivative filtering and convolution module for interest point detection', Journal of Supercomputing, 82, http://dx.doi.org/10.1007/s11227-026-08748-3

Patil J; Sowmya A; Kalantari M, 2026, 'Automatic Scan-to-BIM: The Impact of Semantic Segmentation Accuracy on Opening Detection', ISPRS Annals of the Photogrammetry Remote Sensing and Spatial Information Sciences, 11, pp. 437 - 445, http://dx.doi.org/10.5194/isprs-annals-XI-1-2026-437-2026

Bhaswara ID; Singh S; Sowmya A; Meijering E, 2026, 'A lightweight network for segmenting tree-like structures in medical images', Computerized Medical Imaging and Graphics, 133, http://dx.doi.org/10.1016/j.compmedimag.2026.102796

Hassanzadeh T; Moses D; de Broeck Z; Ong M; Kordkheili AM; Sowmya A, 2026, 'Enhanced pancreas segmentation via self-supervised pretraining and attention-guided u-net ensemble', Biomedical Signal Processing and Control, 120, http://dx.doi.org/10.1016/j.bspc.2026.109968

Fan L; Sowmya A; Meijering E; Yu Z; Ge Z; Song Y, 2026, 'Medical hierarchical image classification via dual-geometry image–text learning', Medical Image Analysis, 112, http://dx.doi.org/10.1016/j.media.2026.104120

Zhang S; Gharleghi R; Singh S; Shen C; Adikari D; Zhang M; Moses D; Vickers D; Sowmya A; Beier S, 2026, 'Optimising Generalisable Deep Learning Models for CT Coronary Segmentation: A Multifactorial Evaluation', Journal of Imaging Informatics in Medicine, 39, pp. 2680 - 2694, http://dx.doi.org/10.1007/s10278-025-01677-2

Zhu J; Shen Y; Du RF; Sowmya A; Zhang W; Wan C; Ke J, 2026, 'CytoAL: Towards Label-Efficient Cytology Diagnosis via Cellularity-Guided Active Learning', IEEE Transactions on Image Processing, http://dx.doi.org/10.1109/TIP.2026.3720517

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

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, http://dx.doi.org/10.3390/s25247403

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

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

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

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