美瞳检测技术革新：注意力机制提升识别精度

The development of manufacturing processes for cosmetic contact lenses has led to increasingly realistic designs, with patterns on the lenses resembling the texture of the iris. This has made it more challenging to detect cosmetic contact lenses. Therefore, it is necessary to introduce attention mechanisms into the detection of cosmetic contact lenses, as suggested in literature [2]. By incorporating attention mechanisms, deep networks can focus on artificial textures in local regions of the image, enabling them to handle complex and varied cosmetic lens presentations and providing an advantage for handling new, unseen samples.