By Dr Sonit Singh

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

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

Journal articles

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

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

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

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

Singh S; Karimi S; Ho-Shon K; Hamey L, 2021, 'Show, tell and summarise: learning to generate and summarise radiology findings from medical images', Neural Computing and Applications, 33, pp. 7441 - 7465, http://dx.doi.org/10.1007/s00521-021-05943-6

Rybinski M; Dai X; Singh S; Karimi S; Nguyen A, 2021, 'Correction: Extracting family history information from electronic health records: natural language processing analysis (JMIR Medical Informatics (2021) 9:4 (e24020) DOI: 10.2196/24020)', Jmir Medical Informatics, 9, http://dx.doi.org/10.2196/30153

Rybinski M; Dai X; Singh S; Karimi S; Nguyen A, 2021, 'Extracting family history information from electronic health records: Natural language processing analysis', Jmir Medical Informatics, 9, http://dx.doi.org/10.2196/24020

Singh S; Kaur R, 2014, 'An effective approach for CBIR combining multiple descriptors, Relevance feedback and adaptive clustering', International Journal of Applied Engineering Research, 9, pp. 22019 - 22038

Conference Papers

Quan Nguyen QM; Singh S, 2026, 'Automated Detection of Student Emotions for Engagement Verification in Virtual Learning Environments', in Communications in Computer and Information Science, pp. 285 - 296, http://dx.doi.org/10.1007/978-3-032-01169-5_17

Philip ME; Erenbourg A; Singh S; Stevenson GN; Welsh AW; Sowmya A, 2025, 'Context-Aware LSTM for 3D Medical Image Localisation', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI60581.2025.10980874

Wang Y; Hassanzadeh T; Singh S, 2025, 'Enhanced Detection of Lung Nodules in Complex Chest X-rays Using YOLO Models and Weighted Box Fusion', in Proceedings of SPIE the International Society for Optical Engineering, http://dx.doi.org/10.1117/12.3071713

Farahani MH; Hassanzadeh T; Singh S, 2025, 'Enhancing Domain Generalisability for Lung Nodule Detection: A Hybrid Strategy with Multi-Source Training and MixStyle', in International Conference Image and Vision Computing New Zealand, http://dx.doi.org/10.1109/IVCNZ67716.2025.11281853

Ma K; Hassanzadeh T; Singh S, 2025, 'Improving Multi-organ Segmentation in Abdomen CT images incorporating Shape priors and Spatial information in Deep Learning', in International Conference Image and Vision Computing New Zealand, http://dx.doi.org/10.1109/IVCNZ67716.2025.11281870

Pham V; Singh S, 2025, 'Occlusion-aware Data Augmentation and Reconstruction for Improving Student Engagement in Online Learning Environments', in 6th IEEE International Conference on Image Processing Applications and Systems Ipas 2025 Proceedings, http://dx.doi.org/10.1109/IPAS63548.2025.10924475

Farooq U; Trinh M; Ly A; Ameer A; Razzak I; Singh S, 2025, 'Seeing Beyond the Airways: Asthma Prediction via Cross-Attention on Dual Retinal Modalities', in International Conference Image and Vision Computing New Zealand, http://dx.doi.org/10.1109/IVCNZ67716.2025.11281841

Singh S; Stevenson G; Mian B; Welsh A; Sowmya A, 2024, 'Automatic Segmentation of Human Placenta from 3D Multimodal Ultrasound Data', in Proceedings 2024 25th International Conference on Digital Image Computing Techniques and Applications Dicta 2024, pp. 244 - 251, http://dx.doi.org/10.1109/DICTA63115.2024.00045

Aziz MA; Javadian F; Mathew SS; Gopal A; Stegmaier J; Singh S; Jose A, 2024, 'DEEP LEARNING APPROACH FOR RENAL CELL CARCINOMA DETECTION, SUBTYPING, AND GRADING', in Proceedings International Conference on Image Processing Icip, pp. 3861 - 3867, http://dx.doi.org/10.1109/ICIP51287.2024.10647236

Guo Z; Javadi B; Singh S; Sowmya A, 2024, 'Masked-Enhanced Food Segment Anything Model for Automatic Dietary Intake Monitoring', in Proceedings 2024 25th International Conference on Digital Image Computing Techniques and Applications Dicta 2024, pp. 190 - 197, http://dx.doi.org/10.1109/DICTA63115.2024.00038

Chong D; Singh S; Sowmya A, 2024, 'Spectrogram-Based Imagification Applying Deep Learning on Omics Data', in Proceedings 2024 25th International Conference on Digital Image Computing Techniques and Applications Dicta 2024, pp. 477 - 484, http://dx.doi.org/10.1109/DICTA63115.2024.00076

Zhang S; Gharleghi R; Singh S; Sowmya A; Beier S, 2023, 'Assessing Encoder-Decoder Architectures for Robust Coronary Artery Segmentation', in Bailey D; Punchihewa A; Paturkar A (eds.), Proceedings of the 2023 38th International Conference Image and Vision Computing New Zealand (IVCNZ), IEEE, Palmerston North, New Zealand, presented at IVCNZ 2023 Image and Vision Computing, Palmerston North, New Zealand, 29 November 2023 - 30 November 2023, http://dx.doi.org/10.1109/IVCNZ61134.2023.10343804

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', in 2023 International Conference on Digital Image Computing Techniques and Applications Dicta 2023, pp. 312 - 319, http://dx.doi.org/10.1109/DICTA60407.2023.00050

Chu Z; Singh S; Sowmya A, 2023, 'TSDNET: A Tumour Segmentation Network with 3D Direction-Wise Convolution', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI53787.2023.10230462

Canepa L; Singh S; Sowmya A, 2023, 'Visual Question Answering in the Medical Domain', in 2023 International Conference on Digital Image Computing Techniques and Applications Dicta 2023, pp. 379 - 386, http://dx.doi.org/10.1109/DICTA60407.2023.00059

Singh S; Karimi S; Ho-Shon K; Hamey L, 2019, 'From Chest X-Rays to Radiology Reports: A Multimodal Machine Learning Approach', in 2019 Digital Image Computing Techniques and Applications Dicta 2019, http://dx.doi.org/10.1109/DICTA47822.2019.8945819

Singh S; Karimi S; Ho-Shon K; Hamey L, 2019, 'Biomedical concept detection in medical images: MQ-CSIRO at 2019 Imageclefmed caption task', in Ceur Workshop Proceedings

Singh S; Ho-Shon K; Karimi S; Hamey L, 2018, 'Modality Classification and Concept Detection in Medical Images Using Deep Transfer Learning', in International Conference Image and Vision Computing New Zealand, http://dx.doi.org/10.1109/IVCNZ.2018.8634803

Singh S, 2018, 'Pushing the limits of radiology with joint modeling of visual and textual information', in Acl 2018 56th Annual Meeting of the Association for Computational Linguistics Proceedings of the Student Research Workshop, pp. 28 - 36, http://dx.doi.org/10.18653/v1/p18-3005

Kaur R; Singh S, 2014, 'Background modelling, detection and tracking of human in video surveillance system', in Proceedings of the International Conference on Innovative Applications of Computational Intelligence on Power Energy and Controls with their Impact on Humanity Cipech 2014, pp. 54 - 58, http://dx.doi.org/10.1109/CIPECH.2014.7019097

Kamya S; Sachdeva M; Dhaliwal N; Singh S, 2014, 'Fuzzy logic based Intelligent Question Paper Generator', in Souvenir of the 2014 IEEE International Advance Computing Conference Iacc 2014, pp. 1179 - 1183, http://dx.doi.org/10.1109/IAdCC.2014.6779494

Chaudhary A; Singh SS, 2012, 'Lung cancer detection on CT images by using image processing', in Proceedings Turing 100 International Conference on Computing Sciences Iccs 2012, pp. 142 - 146, http://dx.doi.org/10.1109/ICCS.2012.43

Preprints

Saeed D; Gharleghi R; Beier S; Singh S, 2026, Machine-Learning Based Detection of Coronary Artery Calcification Using Synthetic Chest X-Rays, http://dx.doi.org/10.48550/arxiv.2511.11093

Nguyen L; Cousins A; Sowmya A; Dixson H; Singh S, 2025, Predicting Coronary Artery Calcium Severity based on Non-Contrast Cardiac CT images using Deep Learning, http://dx.doi.org/10.48550/arxiv.2511.07695

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, http://dx.doi.org/10.48550/arxiv.2508.06874

Singh S, 2024, Designing a Robust Radiology Report Generation System, http://arxiv.org/abs/2411.01153v1

Singh S, 2024, Clinical Context-aware Radiology Report Generation from Medical Images using Transformers, http://arxiv.org/abs/2408.11344v1

Singh S, 2024, CoVScreen: Pitfalls and recommendations for screening COVID-19 using Chest X-rays, http://arxiv.org/abs/2405.07674v1

Singh S, 2024, Computer-Aided Diagnosis of Thoracic Diseases in Chest X-rays using hybrid CNN-Transformer Architecture, http://arxiv.org/abs/2404.11843v2

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

Rybinski M; Dai X; Singh S; Karimi S; Nguyen A, 2021, Correction: Extracting Family History Information From Electronic Health Records: Natural Language Processing Analysis (Preprint), http://dx.doi.org/10.2196/preprints.30153

Rybinski M; Dai X; Singh S; Karimi S; Nguyen A, 2020, Extracting Family History Information From Electronic Health Records: Natural Language Processing Analysis (Preprint), http://dx.doi.org/10.2196/preprints.24020

Singh S, 2018, Natural Language Processing for Information Extraction, http://arxiv.org/abs/1807.02383v1

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