3 papers
cs.CV2026
Frequency Adapter with SAM for Generalized Medical Image Segmentation
Phuoc-Nguyen Bui, Van-Nguyen Pham, Duc-Tai Le +2
Medical image segmentation is a critical task in computer-aided diagnosis and treatment planning. However, deep learning models often struggle to generalize across datasets due to…
cs.CV2026
Representation Learning with Semantic-aware Instance and Sparse Token Alignments
Phuoc-Nguyen Bui, Toan Duc Nguyen, Junghyun Bum +2
Medical contrastive vision-language pre-training (VLP) has demonstrated significant potential in improving performance on downstream tasks. Traditional approaches typically employ…
eess.IV2024
Multi-scale Feature Enhancement in Multi-task Learning for Medical Image Analysis
Phuoc-Nguyen Bui, Duc-Tai Le, Junghyun Bum +1
Traditional deep learning methods in medical imaging often focus solely on segmentation or classification, limiting their ability to leverage shared information. Multi-task learnin…