We also reported an U-shape Transformer network where the transformer model is for the first time introduced to the UIE task. The U-shape Transformer is integrated with a channel-wise multi-scale ...

Abstract: In the rapidly evolving image processing domain, transformers have emerged as powerful tools, yet significant challenges are encountered when they are applied to underwater image enhancement ...

That one innovation — letting AI "pay attention" to all the words at once — transformed everything. It made models smarter, training faster, and scaling much, much bigger. Translation systems suddenly ...