activity
20232026
most citedOn the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation

4 citations · 11 across the 19 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.LG2024

ExGra-Med: Extended Context Graph Alignment for Medical Vision-Language Models

Duy M. H. Nguyen, Nghiem T. Diep, Trung Q. Nguyen +10

State-of-the-art medical multi-modal LLMs (med-MLLMs), such as LLaVA-Med and BioMedGPT, primarily depend on scaling model size and data volume, with training driven largely by auto…

cs.CV2024

I-MPN: Inductive Message Passing Network for Efficient Human-in-the-Loop Annotation of Mobile Eye Tracking Data

Hoang H. Le, Duy M. H. Nguyen, Omair Shahzad Bhatti +5

Comprehending how humans process visual information in dynamic settings is crucial for psychology and designing user-centered interactions. While mobile eye-tracking systems combin…

cs.CV2024

Dude: Dual Distribution-Aware Context Prompt Learning For Large Vision-Language Model

Duy M. H. Nguyen, An T. Le, Trung Q. Nguyen +7

Prompt learning methods are gaining increasing attention due to their ability to customize large vision-language models to new domains using pre-trained contextual knowledge and mi…

cs.LG2024★ 1 cited

Accelerating Transformers with Spectrum-Preserving Token Merging

Hoai-Chau Tran, Duy M. H. Nguyen, Duy M. Nguyen +7

Increasing the throughput of the Transformer architecture, a foundational component used in numerous state-of-the-art models for vision and language tasks (e.g., GPT, LLaVa), is an…

cs.LG2024★ 2 cited

Structure-Aware E(3)-Invariant Molecular Conformer Aggregation Networks

Duy M. H. Nguyen, Nina Lukashina, Tai Nguyen +7

A molecule's 2D representation consists of its atoms, their attributes, and the molecule's covalent bonds. A 3D (geometric) representation of a molecule is called a conformer and c…