2 citations · 2 across the 5 of their papers we have counts for
6 papers
Nonparametric Distribution Matching for Self-Supervised Whole-Slide Image Condensation
Duong M. Nguyen, Trong Nghia Hoang, Hang Thi Nguyen +3
Histological whole-slide images (WSIs) are central to computational pathology but pose severe computational challenges due to their extremely high resolution, often spanning severa…
Last Translation Benchmark
Vilém Zouhar, Niyati Bafna, Mukund Choudhary +263
For scientific progress, we need benchmarks that test the limits of state-of-the-art models, and evaluation methods that inform us about failure cases. As models get stronger, stan…
Domain-Adapted Fine-Tuning of ECG Foundation Models for Multi-Label Structural Heart Disease Screening
Duc N. Do, Minh N. Do, Dang Nguyen +14
Transthoracic echocardiography is the reference standard for confirming structural heart disease (SHD), but first-line screening is limited by cost, workflow burden, and specialist…
SPAR: Session-based Pipeline for Adaptive Retrieval on Legacy File Systems
Duy A. Nguyen, Hai H. Do, Minh Doan +1
The ability to extract value from historical data is essential for enterprise decision-making. However, much of this information remains inaccessible within large legacy file syste…
Robult: Leveraging Redundancy and Modality Specific Features for Robust Multimodal Learning
Duy A. Nguyen, Abhi Kamboj, Minh N. Do
Addressing missing modalities and limited labeled data is crucial for advancing robust multimodal learning. We propose Robult, a scalable framework designed to mitigate these chall…
Are you SURE? Enhancing Multimodal Pretraining with Missing Modalities through Uncertainty Estimation
Duy A. Nguyen, Quan Huu Do, Khoa D. Doan +1
Multimodal learning has demonstrated incredible successes by integrating diverse data sources, yet it often relies on the availability of all modalities - an assumption that rarely…