Semi-Supervised Deep Learning for Abnormality Classification in Retinal Images. - Bruno Lecouat; Ken Chang; Chuan-Sheng Foo; Balagopal Unnikrishnan; James M. Brown 001; Houssam Zenati; Andrew Beers; Vijay Chandrasekhar 001; Jayashree Kalpathy-Cramer; Pavitra Krishnaswamy (CoRR, 2018)

Deep Learning Models for Tuberculosis Detection from Chest X-ray Images. - Quang H. Nguyen 001; Binh P. Nguyen; Son Duy Dao; Balagopal Unnikrishnan; Rajan Dhingra; Savitha Rani Ravichandran; Sravani Satpathy; Nirmal Raja Palaparthi; Matthew Chin Heng Chua (ICT, 2019)

Towards Practical Unsupervised Anomaly Detection on Retinal Images. - Khalil Ouardini; Huijuan Yang; Balagopal Unnikrishnan; Manon Romain; Camille Garcin; Houssam Zenati; J. Peter Campbell; Michael F. Chiang; Jayashree Kalpathy-Cramer; Vijay Chandrasekhar 001; Pavitra Krishnaswamy; Chuan-Sheng Foo (DART/MIL3ID@MICCAI, 2019)

Learning of Multi-Dimensional Analog Circuits Through Generative Adversarial Network (GAN). - Rahul Dutta; Salahuddin Raju; Ashish James; Leo John Chemmanda; Yong-Joon Jeon; Balagopal Unnikrishnan; Chuan Sheng Foo; Zeng Zeng; Kevin Tshun Chuan Chai; Vijay Ramaseshan Chandrasekhar (SoCC, 2019)

CaRENets: Compact and Resource-Efficient CNN for Homomorphic Inference on Encrypted Medical Images. - Jin Chao; Ahmad Al Badawi; Balagopal Unnikrishnan; Jie Lin 001; Chan Fook Mun; James M. Brown 001; J. Peter Campbell; Michael F. Chiang; Jayashree Kalpathy-Cramer; Vijay Ramaseshan Chandrasekhar; Pavitra Krishnaswamy; Khin Mi Mi Aung (CoRR, 2019)

Semi-supervised Classification of Diagnostic Radiographs with NoTeacher: A Teacher that is Not Mean. - Balagopal Unnikrishnan; Cuong Manh Nguyen; Shafa Balaram; Chuan Sheng Foo; Pavitra Krishnaswamy (MICCAI (1), 2020)

Semi-supervised and Unsupervised Methods for Heart Sounds Classification in Restricted Data Environments. - Balagopal Unnikrishnan; Pranshu Ranjan Singh; Xulei Yang; Matthew Chin Heng Chua (CoRR, 2020)

Semi-supervised classification of radiology images with NoTeacher: A teacher that is not mean. - Balagopal Unnikrishnan; Cuong Manh Nguyen; Shafa Balaram; Chao Li; Chuan Sheng Foo; Pavitra Krishnaswamy (Medical Image Anal., 2021)

Self-Path: Self-Supervision for Classification of Pathology Images With Limited Annotations. - Navid Alemi Koohbanani; Balagopal Unnikrishnan; Syed Ali Khurram; Pavitra Krishnaswamy; Nasir M. Rajpoot (IEEE Trans. Medical Imaging, 2021)

Diverse and consistent multi-view networks for semi-supervised regression. - Cuong Manh Nguyen; Arun Raja; Le Zhang 001; Xun Xu 002; Balagopal Unnikrishnan; Mohamed Ragab 002; Kangkang Lu 001; Chuan-Sheng Foo (Mach. Learn., 2023)

Shortcut learning in medical AI hinders generalization: method for estimating AI model generalization without external data. - Cathy Ong Ly; Balagopal Unnikrishnan; Tony Tadic; Tirth Patel; Joe Duhamel; Sonja Kandel; Yasbanoo Moayedi; Michael Brudno; Andrew Hope; Heather Ross; Chris McIntosh (npj Digit. Medicine, 2024)

Red Teaming Large Language Models for Healthcare. - Vahid Balazadeh Meresht; Michael Cooper; David Pellow; Atousa Assadi; Jennifer Bell; Jim Fackler; Gabriel Funingana; Spencer Gable-Cook; Anirudh Gangadhar; Abhishek Jaiswal; Sumanth Kaja; Christopher Khoury; et al. (CoRR, 2025)