Learning from Non-iid Data: Fast Rates for the One-vs-All Multiclass Plug-in Classifiers. - Vu C. Dinh; Lam Si Tung Ho; Viet Cuong Nguyen; Duy M. H. Nguyen; Binh T. Nguyen 001 (TAMC, 2015)

Fast learning rates with heavy-tailed losses. - Vu C. Dinh; Lam Si Tung Ho; Binh T. Nguyen 001; Duy M. H. Nguyen (NIPS, 2016)

3D-Brain Segmentation Using Deep Neural Network and Gaussian Mixture Model. - Duy M. H. Nguyen; Huy T. Vu; Quang Huy Ung; Binh T. Nguyen 001 (WACV, 2017)

OASIS: An Active Framework for Set Inversion. - Binh T. Nguyen 001; Duy M. H. Nguyen; Lam Si Tung Ho; Vu C. Dinh (SoMeT, 2018)

Automatically Generate Hymns Using Variational Attention Models. - Han K. Cao; Duyen T. Ly; Duy M. H. Nguyen; Binh T. Nguyen 001 (ISNN (2), 2019)

An active learning framework for set inversion. - Binh T. Nguyen 001; Duy M. H. Nguyen; Lam Si Tung Ho; Vu C. Dinh (Knowl. Based Syst., 2019)

A Visually Explainable Learning System for Skin Lesion Detection Using Multiscale Input with Attention U-Net. - Duy Minh Ho Nguyen; Abraham Obinwanne Ezema; Fabrizio Nunnari; Daniel Sonntag (KI, 2020)

Attention with Multiple Sources Knowledges for COVID-19 from CT Images. - Duy M. H. Nguyen; Huong Vu; Binh T. Nguyen 001; Fabrizio Nunnari; Daniel Sonntag (CoRR, 2020)

Posterior concentration and fast convergence rates for generalized Bayesian learning. - Lam Si Tung Ho; Binh T. Nguyen 001; Vu C. Dinh; Duy M. H. Nguyen (Inf. Sci., 2020)

Self-supervised Domain Adaptation for Diabetic Retinopathy Grading Using Vessel Image Reconstruction. - Duy M. H. Nguyen; Truong Thanh Nhat Mai; Ngoc T. T. Than; Alexander Prange; Daniel Sonntag (KI, 2021)

EPEM: Efficient Parameter Estimation for Multiple Class Monotone Missing Data. - Thu Nguyen 001; Duy M. H. Nguyen; Huy Nguyen; Binh T. Nguyen 001; Bruce A. Wade (Inf. Sci., 2021)

LMGP: Lifted Multicut Meets Geometry Projections for Multi-Camera Multi-Object Tracking. - Duy M. H. Nguyen; Roberto Henschel; Bodo Rosenhahn; Daniel Sonntag; Paul Swoboda (CVPR, 2022)

DRG-Net: Interactive Joint Learning of Multi-lesion Segmentation and Classification for Diabetic Retinopathy Grading. - Hasan Md Tusfiqur Alam; Duy M. H. Nguyen; Mai Thanh Nhat Truong; Triet A. Nguyen; Binh T. Nguyen 001; Michael Barz; Hans-Jürgen Profitlich; Ngoc T. T. Than; Ngan Le; Pengtao Xie; Daniel Sonntag (CoRR, 2022)

ASMCNN: An efficient brain extraction using active shape model and convolutional neural networks. - Duy M. H. Nguyen; Duy M. Nguyen; Truong Thanh Nhat Mai; Thu Nguyen 001; Khanh T. Tran; Anh Triet Nguyen; Bao T. Pham; Binh T. Nguyen 001 (Inf. Sci., 2022)

TATL: Task agnostic transfer learning for skin attributes detection. - Duy M. H. Nguyen; Thu T. Nguyen; Huong Vu; Quang Pham; Manh-Duy Nguyen; Binh T. Nguyen 001; Daniel Sonntag (Medical Image Anal., 2022)

Joint Self-Supervised Image-Volume Representation Learning with Intra-inter Contrastive Clustering. - Duy M. H. Nguyen; Hoang Nguyen; Truong Thanh Nhat Mai; Tri Cao; Binh T. Nguyen 001; Nhat Ho; Paul Swoboda; Shadi Albarqouni; Pengtao Xie; Daniel Sonntag (AAAI, 2023)

Interactive Fixation-to-AOI Mapping for Mobile Eye Tracking Data based on Few-Shot Image Classification. - Michael Barz; Omair Shahzad Bhatti; Hasan Md Tusfiqur Alam; Duy Minh Ho Nguyen; Daniel Sonntag (IUI Companion, 2023)

LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching. - Duy M. H. Nguyen; Hoang Nguyen; Nghiem Tuong Diep; Tan Ngoc Pham; Tri Cao; Binh T. Nguyen 001; Paul Swoboda; Nhat Ho; Shadi Albarqouni; Pengtao Xie; Daniel Sonntag; Mathias Niepert (NeurIPS, 2023)

On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation. - Duy Minh Ho Nguyen; Tan Ngoc Pham; Nghiem Tuong Diep; Nghi Quoc Phan; Quang Pham; Vinh Tong; Binh T. Nguyen 001; Ngan Hoang Le; Nhat Ho; Pengtao Xie; Daniel Sonntag; Mathias Niepert (CoRR, 2023)

Dude: Dual Distribution-Aware Context Prompt Learning For Large Vision-Language Model. - Duy Minh Ho Nguyen; An Thai Le 001; Trung Quoc Nguyen; Nghiem Tuong Diep; Tai Nguyen 008; Duy Duong-Tran; Jan Peters 001; Li Shen 001; Mathias Niepert; Daniel Sonntag (ACML, 2024)

Structure-Aware E(3)-Invariant Molecular Conformer Aggregation Networks. - Duy Minh Ho Nguyen; Nina Lukashina; Tai Nguyen 008; An T. Le 001; TrungTin Nguyen; Nhat Ho; Jan Peters 001; Daniel Sonntag; Viktor Zaverkin; Mathias Niepert (ICML, 2024)

Accelerating Transformers with Spectrum-Preserving Token Merging. - Chau Tran; Duy M. H. Nguyen; Manh-Duy Nguyen; TrungTin Nguyen; Ngan Le; Pengtao Xie; Daniel Sonntag; James Y. Zou; Binh Nguyen; Mathias Niepert (NeurIPS, 2024)

Accelerating Transformers with Spectrum-Preserving Token Merging. - Hoai-Chau Tran; Duy M. H. Nguyen; Duy M. Nguyen; TrungTin Nguyen; Ngan Le; Pengtao Xie; Daniel Sonntag; James Y. Zou; Binh T. Nguyen 001; Mathias Niepert (CoRR, 2024)

I-MPN: Inductive Message Passing Network for Effective and Efficient Human-in-the-Loop Annotation of Mobile Eye Tracking Data. - Hoang H. Le; Duy M. H. Nguyen; Omair Shahzad Bhatti; László Kopácsi; Thinh P. Ngo; Binh T. Nguyen 001; Michael Barz; Daniel Sonntag (CoRR, 2024)

LoGra-Med: Long Context Multi-Graph Alignment for Medical Vision-Language Model. - Duy M. H. Nguyen; Nghiem T. Diep; Trung Q. Nguyen; Hoang-Bao Le; Tai Nguyen 008; Tien Nguyen; TrungTin Nguyen; Nhat Ho; Pengtao Xie; Roger Wattenhofer; James Zhou; Daniel Sonntag; et al. (CoRR, 2024)

Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends. - Duy M. H. Nguyen; Hasan Md Tusfiqur Alam; Binh T. Nguyen 001; Devansh Srivastav; Hans-Jürgen Profitlich; Ngan Le; Daniel Sonntag (CoRR, 2025)

On Zero-Initialized Attention: Optimal Prompt and Gating Factor Estimation. - Nghiem T. Diep; Huy Nguyen; Chau Nguyen; Minh Le; Duy M. H. Nguyen; Daniel Sonntag; Mathias Niepert; Nhat Ho (CoRR, 2025)

MGPATH: Vision-Language Model with Multi-Granular Prompt Learning for Few-Shot WSI Classification. - Anh-Tien Nguyen; Duy Minh Ho Nguyen; Nghiem Tuong Diep; Trung Quoc Nguyen; Nhat Ho; Jacqueline Michelle Metsch; Miriam Cindy Maurer; Daniel Sonntag; Hanibal Bohnenberger; Anne-Christin Hauschild (CoRR, 2025)

Audio-3DVG: Unified Audio - Point Cloud Fusion for 3D Visual Grounding. - Duc Cao-Dinh; Khai Le-Duc; Anh Dao; Bach Phan Tat; Chris Ngo; Duy M. H. Nguyen; Nguyen X. Khanh; Thanh Nguyen-Tang (CoRR, 2025)