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Publications

Full list of peer-reviewed papers and preprints. See also Google Scholar and the project & release page.
Underlined = first author  ·  bold = co-author  ·  * = equal supervision

2026
PRS-Med: Position Reasoning Segmentation in Medical Imaging
Quoc-Huy Trinh, Minh-Van Nguyen, Jung Zeng, Gorkem Durak, Ulas Bagci*, Debesh Jha*
Firebolt-VL: Efficient Vision-Language Understanding with Cross-Modality Modulation
Quoc-Huy Trinh, Mustapha Abdullahi, Bo Zhao, Debesh Jha
Beyond Medical Diagnostics: How Medical Multimodal Large Language Models Think in Space
Quoc-Huy Trinh, Xi Ding, Yang Liu, Zhenyue Qin, Xingjian Li, Gorkem Durak, Halil Ertugrul Aktas, Andrea M. Bejar, Ulas Bagci, Min Xu
SRMA-Mamba: Spatial Reverse Mamba Attention Network for Pathological Liver Segmentation in MRI Volumes
Jun Zeng, Quoc-Huy Trinh, Debesh Ranjan Nayak, Nikhil Kumar Tomar, Ulas Bagci, Debesh Jha
Rad-JEPA 3D: Radiology Joint-Embedding Predictive Model for 3D Computed Tomography
Quoc-Huy Trinh, Minh-Van Nguyen, Ulas Bagci
Preprint 2026 🤗 Model
How Context Attribution Handles What the Model Already Knows
Quoc-Huy Trinh, Lin Zhu, Sebastian Szyller
Revisiting LLM Adaptation for 3D CT Report Generation: A Study of Scaling and Diagnostic Priors
Vanshali Sharma, Andrea M. Bejar, Halil Ertugrul Aktas, Quoc-Huy Trinh, Debesh Jha, Gorkem Durak, Ulas Bagci
In-Context Attribution for the Generation of Large Language Models
Quoc-Huy Trinh
M.Sc. Thesis — Aalto University
2025
CMATalk: Cross Modality Alignment for Talking Head Generation
Xuan-Nam Cao, Quoc-Huy Trinh, Minh-Triet Tran
NeIn: Telling What You Don't Want
Nhat-Tan Bui, Dinh-Hieu Hoang, Quoc-Huy Trinh, Minh-Triet Tran, Truong Nguyen, Susan Gauch
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges
Debesh Jha, Vanshali Sharma, Debapriya Banik, Debayan Bhattacharya, Kaushiki Roy, Steven A. Hicks, Nikhil Kumar Tomar, ..., Quoc-Huy Trinh, et al.
2024
SAM-EG: Segment Anything Model with Edge Guidance framework for efficient Polyp Segmentation
Quoc-Huy Trinh, Hai-Dang Nguyen, Bao-Tram Nguyen Ngoc, Debesh Jha, Ulas Bagci, Minh-Triet Tran
PGDS: Pose-Guidance Deep Supervision for Mitigating Clothes-Changing in Person Re-Identification
Quoc-Huy Trinh, Nhat-Tan Bui, Dinh-Hieu Hoang, Phuoc-Thao Vo Thi, Hai-Dang Nguyen, Debesh Jha, Ulas Bagci, Ngan Le, Minh-Triet Tran
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation
Quoc-Huy Trinh, Minh-Van Nguyen, Phuoc-Thao Vo Thi
Pose Knowledge Distill Guidance: Effective Pose guide learning for Person Re-Identification
Quoc-Huy Trinh, Phuoc-Thao Vo Thi, Minh-Triet Tran, Hai-Dang Nguyen
ICMR 2024 — ACM Best Paper Oral
Sing-On-Your-Beat: Simple Text-Controllable Accompaniment Generations
Quoc-Huy Trinh, Minh-Van Nguyen, Trong-Hieu Nguyen Mau, Khoa Tran, Thanh Do
PolypDB: A Curated Multi-Center Dataset for Development of AI Algorithms in Colonoscopy
Debesh Jha, Nikhil Kumar Tomar, Vanshali Sharma, Quoc-Huy Trinh, Koushik Biswas, Hongyi Pan, Ritika K. Jha, et al.
RotCAtt-TransUNet++: Novel Deep Neural Network for Sophisticated Cardiac Segmentation
Quoc-Bao Nguyen-Le, Tuan-Hy Le, Anh-Triet Do, Quoc-Huy Trinh
2023
SpeechSyncNet: Speech to Talking Landmark via the fusion of prior frame landmark and the audio
Xuan-Nam Cao, Quoc-Huy Trinh, Van-Son Ho, Minh-Triet Tran
An objective validation of polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 transparency challenges
Debesh Jha, Vanshali Sharma, Debapriya Banik, Quoc-Huy Trinh, et al.
Graph for Transformer Feature: A New Approach for Face Anti-Spoofing
Quoc-Huy Trinh, Hieu Nguyen, Van Nguyen, Xuan-Mao Nguyen, Hai-Dang Nguyen
M2UNet: MetaFormer Multi-scale Upsampling Network for Polyp Segmentation
Quoc-Huy Trinh, Nhat-Tan Bui, Trong-Hieu Nguyen Mau, Minh-Van Nguyen, Hai-Minh Phan, Minh-Triet Tran, Hai-Dang Nguyen
Meta-Polyp: a baseline for efficient Polyp segmentation
Quoc-Huy Trinh
AlgNet: Attention Light Graph Memory Network for Medical Recommendation System
Minh-Van Nguyen, Duy-Thinh Nguyen, Quoc-Huy Trinh, Bac Le
PEFNet: Positional Embedding Feature for Polyp Segmentation
Trong-Hieu Nguyen-Mau, Quoc-Huy Trinh, Nhat-Tan Bui, Phuoc-Thao Vo Thi, Minh-Van Nguyen, Xuan-Nam Cao, Minh-Triet Tran, Hai-Dang Nguyen
2022
EfficientNet for Brain-Lesion Classification — International Workshop BrainLes 2021
Quoc-Huy Trinh, Trong-Hieu Nguyen Mau, Radmir Zosimov, Minh-Van Nguyen
2021
SHREC 2021: Retrieval of Cultural Heritage Objects
Ivan Sipiran, Patrick Lazo, Cristian Lopez, ..., Quoc-Huy Trinh, et al.