Towards Diverse Binary Segmentation via A Simple yet General Gated Network

arXiv:2303.10396v2 Announce Type: replace
Abstract: In many binary segmentation tasks, most CNNs-based methods use a U-shape encoder-decoder network as their basic structure. They ignore two key problems when the encoder exchanges information with the decoder: one is the lack of interference control mechanism between them, the other is without considering the disparity of the contributions from different encoder levels. In this work, we propose a simple yet general gated network (GateNet) to tackle them all at once. With the help …

abstract arxiv basic binary cnns control cs.cv decoder diverse encoder encoder-decoder general information interference key network segmentation simple tasks the decoder them type via