network model, termed as the PAC-UNet model, which introduces a parallel dual self-attention with depth-wise convolution for the meniscus image segmentation... W Zhang,M Feng,C Xia - 《International Journal on Artificial Intelligence Tools》 被引量: 0发表: 2024年 Multi-Scale Visual Perception ...
self-attention limits its development in low-light image enhancement, while some works struggle to balance accuracy and computational cost. In this work, we propose a lightweight and effective network based on the proposed pixel-wise and patch-wise cross-attention mechanism, PPformer, for low-...
Modeling of visual saliency is an important domain of research in computer vision, given the significant role of attention mechanisms during neural process... Ioannis Rigas a,George Economou b,Spiros Fotopoulos b - 《Computer Vision & Image Understanding》 被引量: 5发表: 2015年 Computational model...
The self-attention mechanism plays a pivotal role in transformers, serving as the foundational component for explicitly modeling interactions and relationships across all sequences in prediction tasks. Unlike CNNs, which depend on local receptive fields, the self-attention layer gathers insights and ...