IEEE transactions on pattern analysis and machine intelligence
Bayesian Window Transformer for Image Restoration.
Jie Xiao, Xueyang Fu, Yurui Zhu, Zheng-Jun Zha
Published: 202510.1109/TPAMI.2025.3626947
Abstract
Transformers have excelled in image restoration due to their advanced representational abilities. However, their reliance on a fixed local window for attention often undermines translation invariance and local relationship preservation. This limitati…
Preview only. Read the full abstract at the source