| 2024 | DICTA | Spectrogram-Based Imagification Applying Deep Learning on Omics Data. | Darren Chong, Sonit Singh, Arcot Sowmya |
| 2024 | DICTA | Masked-Enhanced Food Segment Anything Model for Automatic Dietary Intake Monitoring. | Zhongsui Guo, Bahman Javadi, Sonit Singh, Arcot Sowmya |
| 2024 | DICTA | Automatic Segmentation of Human Placenta from 3D Multimodal Ultrasound Data. | Sonit Singh, Gordon N. Stevenson, Brendan Mian, Alec Welsh, Arcot Sowmya |
| 2024 | ICIP | Deep Learning Approach for Renal Cell Carcinoma Detection, Subtyping, And Grading. | Maroof Abdul Aziz, Fatemeh Javadian, Sherin Susheel Mathew, Avinash Gopal, Johannes Stegmaier, Sonit Singh, Abin Jose |
| 2023 | DICTA | Visual Question Answering in the Medical Domain. | Louisa Canepa, Sonit Singh, Arcot Sowmya |
| 2023 | DICTA | Attention and Pooling based Sigmoid Colon Segmentation in 3D CT images. | Md Akizur Rahman, Sonit Singh, Kuruparan Shanmugalingam, Sankaran Iyer, Alan Blair, Praveen Ravindran, Arcot Sowmya |
| 2023 | IVCNZ | Assessing Encoder-Decoder Architectures for Robust Coronary Artery Segmentation. | Shisheng Zhang, Ramtin Gharleghi, Sonit Singh, Arcot Sowmya, Susann Beier |
| 2019 | DICTA | From Chest X-Rays to Radiology Reports: A Multimodal Machine Learning Approach. | Sonit Singh, Sarvnaz Karimi, Kevin Ho-Shon, Len Hamey |
| 2018 | ACL | Pushing the Limits of Radiology with Joint Modeling of Visual and Textual Information. | Sonit Singh |
| 2018 | IVCNZ | Modality Classification and Concept Detection in Medical Images Using Deep Transfer Learning. | Sonit Singh, Kevin Ho-Shon, Sarvnaz Karimi, Len Hamey |