Image segmentation groups pixels with different semantics, e.g., category or instance membership. Each choice of semantics defines a task. While only the semantics of each task differ, current ...

Nevertheless, due to the information loss during propagation, some existing transformer-based classification methods struggle to form sufficient spectral-spatial information mixing. To mitigate these ...