most citedSegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation

45 citations · 45 across the 1 of their papers we have counts for

collaborators

2 papers

cs.CV2025

ConstStyle: Robust Domain Generalization with Unified Style Transformation

Nam Duong Tran, Nam Nguyen Phuong, Hieu H. Pham +2

Deep neural networks often suffer performance drops when test data distribution differs from training data. Domain Generalization (DG) aims to address this by focusing on domain-in…

eess.IV2022★ 45 cited

SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation

Quan-Dung Pham, Hai Nguyen-Truong, Nam Nguyen Phuong +1

Current research on deep learning for medical image segmentation exposes their limitations in learning either global semantic information or local contextual information. To tackle…