5 papers
MP-MoE: Matrix Profile-Guided Mixture of Experts for Precipitation Forecasting
Huyen Ngoc Tran, Dung Trung Tran, Hong Nguyen +2
Precipitation forecasting remains a persistent challenge in tropical regions like Vietnam, where complex topography and convective instability often limit the accuracy of Numerical…
CAKE: Real-time Action Detection via Motion Distillation and Background-aware Contrastive Learning
Hieu Hoang, Dung Trung Tran, Hong Nguyen +1
Online Action Detection (OAD) systems face two primary challenges: high computational cost and insufficient modeling of discriminative temporal dynamics against background motion.…
Explainable Severity ranking via pairwise n-hidden comparison: a case study of glaucoma
Hong Nguyen, Cuong V. Nguyen, Shrikanth Narayanan +2
Primary open-angle glaucoma (POAG) is a chronic and progressive optic nerve condition that results in an acquired loss of optic nerve fibers and potential blindness. The gradual on…
Semise: Semi-supervised learning for severity representation in medical image
Dung T. Tran, Hung Vu, Anh Tran +3
This paper introduces SEMISE, a novel method for representation learning in medical imaging that combines self-supervised and supervised learning. By leveraging both labeled and au…
ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization
Hong Nguyen, Hoang Nguyen, Melinda Chang +3
Understanding the severity of conditions shown in images in medical diagnosis is crucial, serving as a key guide for clinical assessment, treatment, as well as evaluating longitudi…