Publications

🎓 Google Scholar Profile

My research contributions in medical image analysis, generative models, and computer vision.

2026

Latent Representation Learning from 3D Brain MRI for Latent Analysis and Prediction in Multiple Sclerosis
Trinh Ngoc Huynh, Nguyen Duc Kien, Dam Thai Ninh, Nguyen Hai Anh, Tran Hiep Dinh, Manuela Vaneckova, Tomas Uher, Jeroen Van Schependom, Stijn Denissen, Tran Quoc Long, Nguyen Linh Trung, Guy Nagels
Neuroinformatics, 2026
2026 Journal arXiv:2510.00051 ↗ DOI unavailable
LatentFM: A Latent Flow Matching Approach for Generative Medical Image Segmentation
Huynh Trinh Ngoc, Hoang Anh Nguyen Kim, Toan Nguyen Hai, Long Tran Quoc
FISU Joint Conference on Artificial Intelligence (FJCAI 2026), Can Tho, Vietnam
2026 Conference arXiv:2512.04821 ↗ DOI unavailable
Diffusion Model in Latent Space for Medical Image Segmentation
Huynh Trinh Ngoc, Toan Nguyen Hai, Ba Luong Son, Long Tran Quoc
FISU Joint Conference on Artificial Intelligence (FJCAI 2026), Can Tho, Vietnam
2026 Conference arXiv:2512.01292 ↗ DOI unavailable
MedAnoDiff: An Efficient Diffusion-Based Weakly Supervised Anomaly Detection in Medical Images
Ngoc Dat Vuong, Duc Minh Doan, Quang Tung Bui, Ngoc Huynh Trinh, Quoc Long Tran
15th International Symposium on Information and Communication Technology (SOICT 2026), Ho Chi Minh City, Vietnam
2026 Conference DOI unavailable
Volumetric Latent Diffusion for Brain Tumour Segmentation with Missing Modalities
Hai Toan Nguyen, Tuan Hung Nguyen, Son Ba Luong, Ngoc Huynh Trinh
15th International Symposium on Information and Communication Technology (SOICT 2026), Ho Chi Minh City, Vietnam
2026 Conference DOI unavailable

2025

Aleatoric Uncertainty Estimation in Medical Image Segmentation via Flow Matching
Van Phi Nguyen, Ngoc Huynh Trinh, Duy Minh Lam Nguyen, Phu Loc Nguyen, Quoc Long Tran
7th International Workshop on Uncertainty for Safe Utilization of Machine Learning in Medical Imaging (UNSURE 2025), held in conjunction with MICCAI 2025, Daejeon, South Korea, September 27, 2025. Lecture Notes in Computer Science, pp. 134–144. Springer Nature Switzerland
2025 Workshop GitHub DOI ↗
The Privacy–Utility Trade-off in Brain MRI Synthesis: A Comparative Framework for Generative Models
Dam Thai Ninh, Nguyen Duc Kien, Trinh Ngoc Huynh, Le Quoc Anh, Dinh Tran Hiep, Bui Duc Manh, Nguyen Hai Anh, Miguel D'Haeseleer, Jeroen Van Schependom, Stijn Denissen, Tran Quoc Long, Nguyen Linh Trung, Guy Nagels
14th International Symposium on Information and Communication Technology (SOICT 2025), Nha Trang, Vietnam, December 12–14, 2025. Communications in Computer and Information Science, pp. 398–412. Springer Nature Singapore
2025 Conference DOI ↗