Vision transformers in domain adaptation and domain generalization: a study of robustness

S Alijani, J Fayyad, H Najjaran - Neural Computing and Applications, 2024 - Springer
Deep learning models are often evaluated in scenarios where the data distribution is
different from those used in the training and validation phases. The discrepancy presents a …

Vision Transformers in Domain Adaptation and Generalization: A Study of Robustness

S Alijani, J Fayyad, H Najjaran - arXiv preprint arXiv:2404.04452, 2024 - arxiv.org
Deep learning models are often evaluated in scenarios where the data distribution is
different from those used in the training and validation phases. The discrepancy presents a …

Textual Query-Driven Mask Transformer for Domain Generalized Segmentation

B Pak, B Woo, S Kim, D Kim, H Kim - European Conference on Computer …, 2025 - Springer
In this paper, we introduce a method to tackle Domain Generalized Semantic Segmentation
(DGSS) by utilizing domain-invariant semantic knowledge from text embeddings of vision …