AbstractUnsupervised semantic segmentation aims to obtain high-level representation on low-level visual features without manual annotations. Most existing methods are bottom-up approaches that try group pixels into regions based their cues or certain predefined rules. As a result, it is difficult for these generate fine-grained when coming complicated scenes with multiple objects and some shari...