By Professor Arcot Sowmya

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

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

Pan J; Ho S; Ly A; Kalloniatis M; Sowmya A, 2023, 'Drusen-aware model for age-related macular degeneration recognition', Ophthalmic and Physiological Optics, 43, pp. 668 - 679, http://dx.doi.org/10.1111/opo.13108

Onie S; Li X; Glastonbury K; Hardy RC; Rakusin D; Wong I; Liang M; Josifovski N; Brooks A; Torok M; Sowmya A; Larsen ME, 2023, 'Understanding and detecting behaviours prior to a suicide attempt: A mixed-methods study', Australian and New Zealand Journal of Psychiatry, 57, pp. 1016 - 1022, http://dx.doi.org/10.1177/00048674231152159

Fan L; Sowmya A; Meijering E; Song Y, 2023, 'Cancer Survival Prediction From Whole Slide Images With Self-Supervised Learning and Slide Consistency', IEEE Transactions on Medical Imaging, 42, pp. 1401 - 1412, http://dx.doi.org/10.1109/TMI.2022.3228275

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', Cancers, 15, http://dx.doi.org/10.3390/cancers15092569

Rana P; Sowmya A; Meijering E; Song Y, 2023, 'Imbalanced classification for protein subcellular localization with multilabel oversampling', Bioinformatics, 39, pp. btac841, http://dx.doi.org/10.1093/bioinformatics/btac841

Nakagawa S; Lagisz M; Francis R; Tam J; Li X; Elphinstone A; Jordan NR; O’brien JK; Pitcher BJ; Van Sluys M; Sowmya A; Kingsford RT, 2023, 'Rapid literature mapping on the recent use of machine learning for wildlife imagery', Peer Community Journal, 3, http://dx.doi.org/10.24072/pcjournal.261

Song J; Liu K; Sowmya A; Sun C, 2023, 'Super-Resolution Phase Retrieval Network for Single-Pattern Structured Light 3D Imaging', IEEE Transactions on Image Processing, 32, pp. 537 - 549, http://dx.doi.org/10.1109/TIP.2022.3230245

Iyer S; Blair A; White C; Dawes L; Moses D; Sowmya A, 2023, 'Vertebral compression fracture detection using imitation learning, patch based convolutional neural networks and majority voting', Informatics in Medicine Unlocked, 38, http://dx.doi.org/10.1016/j.imu.2023.101238

Krzywicki A; Muchlinski D; Goldsmith BE; Sowmya A, 2022, 'From academia to policy makers: a methodology for real-time forecasting of infrequent events', Journal of Computational Social Science, 5, pp. 1489 - 1510, http://dx.doi.org/10.1007/s42001-022-00176-6

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