Select Publications


, 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

Xu H; Wang D; Sowmya A; Katz I, 2023, 'Detection of Basal Cell Carcinoma in Whole Slide Images', in , pp. 263 - 272,

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,

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,

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,

, 2016, '- Incremental Engineering of Lung Segmentation Systems', in Lung Imaging and Computer Aided Diagnosis, CRC Press, pp. 30 - 63,

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), 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), 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 Berlin Heidelberg, pp. 239 - 258,

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

SOWMYA A, 1995, 'COMPARING RTL AND FNLOG- TIMING PROPERTIES IN REAL-TIME SYSTEMS', in Distributed Computer Control Systems 1994, Elsevier, pp. 107 - 111,

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,


Journal articles

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,

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,

Chu Z; Singh S; Sowmya A, 2024, 'Robust Automated Tumour Segmentation Network Using 3D Direction-Wise Convolution and Transformer.', J Imaging Inform Med,

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,

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,

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,

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,

Song J; Sowmya A; Sun C, 2024, 'Efficient Hybrid Feature Interaction Network for Stereo Image Super-Resolution', IEEE Transactions on Multimedia,

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,

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,

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,

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,

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,

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,

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,

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,

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,

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,

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, pp. 2569,

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,

Rana P; Sowmya A; Meijering E; Song Y, 2023, 'Imbalanced classification for protein subcellular localization with multilabel oversampling', Bioinformatics, 39,

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,

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,

Rana P; Sowmya A; Meijering E; Song Y, 2022, 'Data augmentation with improved regularisation and sampling for imbalanced blood cell image classification', Scientific Reports, 12,

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,

Gharleghi R; Chen N; Sowmya A; Beier S, 2022, 'Towards automated coronary artery segmentation: A systematic review', Computer Methods and Programs in Biomedicine, 225, pp. 107015,

Gharleghi R; Sowmya A; Beier S, 2022, 'Transient wall shear stress estimation in coronary bifurcations using convolutional neural networks', Computer Methods and Programs in Biomedicine, 225, pp. 107013,

Vijayan A; Fatima S; Sowmya A; Vafaee F, 2022, 'Blood-based transcriptomic signature panel identification for cancer diagnosis: Benchmarking of feature extraction methods', Briefings in Bioinformatics, 23,

Wang M; Sun C; Sowmya A, 2022, 'Complex shearlets and rotary phase congruence tensor for corner detection', Pattern Recognition, 128,

Adikari D; Gharleghi R; Zhang S; Jorm L; Sowmya A; Moses D; Ooi SY; Beier S, 2022, 'A new and automated risk prediction of coronary artery disease using clinical endpoints and medical imaging-derived patient-specific insights: protocol for the retrospective GeoCAD cohort study', BMJ open, 12, pp. e054881,

Buratti Y; Sowmya A; Dumbrell R; Dwivedi P; Trupke T; Hameiri Z, 2022, 'Automated efficiency loss analysis by luminescence image reconstruction using generative adversarial networks', Joule, 6, pp. 1320 - 1332,

Li X; Onie S; Liang M; Larsen M; Sowmya A, 2022, 'Towards Building a Visual Behaviour Analysis Pipeline for Suicide Detection and Prevention', Sensors, 22,

Iyer S; Blair A; Dawes L; Moses D; White C; Sowmya A, 2022, 'Supervised and semi-supervised 3D organ localisation in CT images combining reinforcement learning with imitation learning', Biomedical Physics and Engineering Express, 8,

Wang M; Sun C; Sowmya A, 2022, 'Efficient corner detection based on corner enhancement filters', Digital Signal Processing: A Review Journal, 122,

Gharleghi R; Adikari D; Ellenberger K; Ooi SY; Ellis C; Chen CM; Gao R; He Y; Hussain R; Lee CY; Li J; Ma J; Nie Z; Oliveira B; Qi Y; Skandarani Y; Vilaça JL; Wang X; Yang S; Sowmya A; Beier S, 2022, 'Automated segmentation of normal and diseased coronary arteries – The ASOCA challenge', Computerized Medical Imaging and Graphics, 97, pp. 102049,

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