1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.CV2025
Resilience of Vision Transformers for Domain Generalisation in the Presence of Out-of-Distribution Noisy Images
Hamza Riaz, Alan F. Smeaton
Modern AI models excel in controlled settings but often fail in real-world scenarios where data distributions shift unpredictably - a challenge known as domain generalisation (DG).…
cs.CV2025
The Effects of Grouped Structural Global Pruning of Vision Transformers on Domain Generalisation
Hamza Riaz, Alan F. Smeaton
With the growing sizes of AI models like large language models (LLMs) and vision transformers, deploying them on devices with limited computational resources is a significant chall…
cs.CV2023★ 1 cited
Domain Generalisation with Bidirectional Encoder Representations from Vision Transformers
Hamza Riaz, Alan F. Smeaton
Domain generalisation involves pooling knowledge from source domain(s) into a single model that can generalise to unseen target domain(s). Recent research in domain generalisation…