Sentence:  As the frameworks based on <WSD>atrous</WSD> convolution and ASPP module have proved their success, we implement an encoder with similar structure of [5], using a pretrained ResNetV2 as backbone network. 
Meaning of the word marked with <WSD> tags:  dilated (used when describing convolutions) [https://arxiv.org/pdf/1606.00915.pdf]