Resume
Academic Achievements
- Published 'Single-domain generalization via path flatness-aware optimization of loss landscapes' in IEEE Transactions on Neural Networks and Learning Systems (2025)
- Published 'Continuous disentangled joint space learning for domain generalization' in IEEE Transactions on Neural Networks and Learning Systems (2025)
- Published 'Category-aware test-time training domain adaptation' in IEEE Conference on Artificial Intelligence (2024, Spotlight Paper)
- Published 'Cost-sensitive distribution alignment for improving automated medical diagnosis using retinal fundus photography' in IEEE Conference on Artificial Intelligence (2024, Spotlight Paper)
- Published 'MedNAS: Multi-scale training-free neural architecture search for medical image analysis' in IEEE Transactions on Evolutionary Computation (2024)
- Published 'Geometric correspondence-based multimodal learning for ophthalmic image analysis' in IEEE Transactions on Medical Imaging (2024)
- Published 'Consistent representation via contrastive learning for skin lesion diagnosis' in Computer Methods and Programs in Biomedicine (2023)
- Published 'Minimal-supervised medical image segmentation via vector quantization memory' in MICCAI (2023)
- Published 'Deep neural network augments performance of junior residents in diagnosing COVID-19 pneumonia on chest radiographs' in Diagnostics (2023)
- Published 'Contrastive domain adaptation with consistency match for automated pneumonia diagnosis' in Medical Image Analysis (2023)
- Published 'A feature space-restricted attention attack on medical deep learning systems' in IEEE Transactions on Cybernetics (2022)
- Published 'Adversarial multimodal fusion with attention mechanism for skin lesion classification using clinical and dermoscopic images' in Medical Image Analysis (2022)
- Published 'Diagnostic performance of a deep learning model deployed at a national Covid-19 screening facility for detection of pneumonia on frontal chest radiographs' in Healthcare (2022)