lastly our axial deep lab improves significantly over bottom-up state-of-the-art on cocoa achieving comparable performance of two-stage methods we also surpassed the previous state-of-the-art methods on mapillary vistas and cityscapes so these are various tasks as i said and also what they don't mention here is that they perform fairly well on imagenet in fact in the abstract they formulate this as um in particular our model outperforms all existing standalone self attention models on imagenet like that's you know that's a way to phrase it uh