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Author

Tan N. Nguyen

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UIT_NEWRON at ImageCLEFmed MEDVQA-GI 2026: Canonical Post-Processing for Gastrointestinal Visual Question Answering

A replicable two-stage pipeline for clinical GI VQA combining parameter-efficient fine-tuning with deterministic output normalisation is proposed and an empirical characterisation of branch-ordering sensitivity and context-gate fragility in rule-based post-processors under distribution shift is characterised.

Tan N. Nguyen, Bao N. Huynh-Dang, Thien B. Nguyen-Tat · 1 citation
Conference Aug 2026

Test-Time Augmentation-Enhanced Knowledge Distillation for Brain Tumor MRI Classification

Deep learning models for brain tumor MRI classification often face a trade-off between accuracy and efficiency. In this paper, we propose a Test-Time Augmentation (TTA)-enhanced knowledge distillation framework to improve the stability of teacher predictions. By aggregating multiple augmented views, TTA reduces predict...

Bao Quoc Pham Ho, Hieu Minh Vu, Tan N. Nguyen et al. · 0 citations

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